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https://ruul.io/blog/ensuring-cybersecurity-as-a-freelancer | Ensuring cybersecurity as a freelancer - Ruul (Formerly Rimuut) Product Payment Requests Get paid anywhere. Sell Services Make your services buyable Sell Products Create once sell forever Subscriptions Get paid on repeat Ruul Space Your personel storefront. One link for everything you offer. Learn more Pricing Resources Partner Programs Referral Program Get 1% for life. Seriously. Affiliate Program Bring users, get paid Partners Let’s grow together. More Blog About us Support Brand Kit For Customers Log in Sign up For Businesses Login Sign up work Ensuring cybersecurity as a freelancer Cybersecurity, or digital security, is the act of protecting your sensitive information from potential data breaches. Ceylin Güven 5 min read RUUL FOR INDEPENDENCE You chose independence.We make sure you keep it. Sell your time, your talent, whatever you create or build always on your terms. Get started See Example This is also a heading This is a heading Key Points As a freelancer, a majority of your professional (and personal) endeavors are most likely conducted online. This puts you at risk of being subjected to one of the most popular types of crime in the world: Cybercrime . Losing your data related to yourself, your clients, payment information, etc. can be disastrous –and it’s not too far of a possibility. Research shows that 1 out of every 40 small business is at the risk of becoming a victim of cybercrime, and that 43% of all cyber attacks target small businesses . This is because hackers assume that, compared to big and established companies, you’re more likely to lack the necessary cybersecurity skills to keep them off. To learn more about what the dangers of low data protection means for your business, and how to best improve your personal digital security, check out our recommendations down below. What is cybersecurity? Why is it important for freelancers? Cybersecurity, or digital security, is the act of protecting your sensitive information from potential data breaches . Being the victim of a data breach can be fatal for a self-employed freelancer, as both your personal devices and your sensitive information will be compromised. This can cost you a lot of money and time, and damage your professional reputation as a result. Getting back access to your data will additionally be very difficult. To make sure that this never happens to you, you should look into your local data protection laws and take the necessary measures to ensure your digital security and privacy. EU data protection laws The General Data Protection Regulation , or the GDPR, is the most strict and comprehensive data security regulation that currently exists in the world. It was created in 2018, and it currently applies to any organization that collects data from/related to anyone in the EU . The most relevant point of the GDPR for freelancers is that you need to be careful when handling client information. You need to take permission to collect and store client data , and be vigilant in handling them as well. Being aware of specific policies can come in handy. By taking this short self-assessment test by ICO that measures cybersecurity for small businesses, and see how well your freelance business follows data protection laws. Also, make sure to check out Ruul’s legal services to create and customize all your privacy-compliant agreements and contracts. Main principles of cybersecurity Now that you’re more familiar with the subject, it’s time to learn the main principles of cybersecurity to help you. Here are some tips on how to best ensure your digital security and privacy as a freelancer: Encrypt your data Protecting your intellectual property and copyrighted material should be among your top priorities as a solo professional. To shield yourself from any potential hacks, frauds, or forgeries, a great thing to do is encrypting your data. Data encryption is a method that adds password protection to your files, which ensures that only authorized parties can access it. You can encrypt anything from your in-computer files, files in your cloud storage, emails, and even your internet entry information. As long as you have a strong password that you update regularly, your information should be completely safe. Another important part of this is to back up your files regularly , and encrypt your backups as well . In case of any technical difficulties with your personal devices, it’s possible for your data to be wiped clean. Regular backups and an efficient file organization system are a must to having a reliable archive of data. Always use a secure network connection The ability to work from anywhere is definitely one of the biggest perks of freelancing. While having options of working from your home office, libraries, cafes, or coworking spaces is certainly freeing, it can open the door to one of the most common digital security risks: Being the victim of data breaches due to using unsecured wifi networks. Public wifi networks are usually not secured, which means that they leave you vulnerable to cyberattacks. As a rule of thumb, do not connect to any public wifi networks that aren’t password protected , especially while working with sensitive information. If you’re outside and unable to use a private network, it would be a better option to either use a VPN, or even better, invest in a better data plan and use your mobile hotspot instead.Of course, this doesn’t mean that any and all private networks are completely safe –including your own internet connection. Here are a few tips to increase the digital security of your home network: Upgrade to a WPA3 router instead of a WPA2 for better security. Don’t use the default login credentials (SSID) and preset password provided with the router. Update your network password frequently. Use a VPN (Virtual Private Network) to better protect your browsing data. Create a guest network for people that visit your home, and limit giving your actual network information whenever possible. Enable the digital encryption on your wifi network. This is available on all networks, but can be turned off by default. Similarly, turn on your network firewall. Check and verify the devices connected to your home network regularly. Use comprehensive and trusted digital security solutions One of the most important steps of assuring your cybersecurity is picking the right antivirus and malware protection software for your devices. Most computers now come with OS-native digital security solutions built-in. While somewhat useful as an antivirus software, these might not be enough to provide the extensive cybersecurity that you might need as a solo professional that handles sensitive information. Beware of antivirus software that are in actuality “bloatware” , these take up your disk space without providing much protection in return. Make sure you do your research on what other trusted vendors can better support you. Even though they might be more expensive, they will be worth it in the end to ensure maximum security. Specifically look out for more advanced features, such as fast virus detection, email and website spam filtering, lower RAM usage , etc. An additional step here is to choose an efficient and reliable VPN service . Don’t go for a VPN provider just because it’s free and/or relatively cheap, or you’ll be at the risk of coming across one that collects and sells your data to companies. Keep your OS and softwares updated As part of your extensive workspace , you should be paying extra attention to keeping your operating system and softwares up to date. Many updates, however unnecessary they may seem, are added to fix bugs and potential security breaches. Hackers are known to target and exploit these vulnerabilities in older operating systems , so keeping them updated can eliminate these cybersecurity risks by a long shot. Ensure endpoint security Endpoint security can be defined as protecting your electronic devices (computer, phone, tablet, etc.), which are defined as the endpoints of your connections . Most antivirus software don’t have specific protection measures for your devices themselves, and endpoint security tools are a way to establish cybersecurity. This means that a great part of guaranteeing your digital security is making sure that your devices are secured as well.Some of the most important parts of this are: Enabling multi-factor authentication on all your accounts Having secure and unique passwords that you frequently update Bewaring security scams, such as phishing Employing specific cybersecurity measures for mobile devices Beware of phishing scams Since you’re frequently online, you’re probably aware of how to protect yourself against phishing, but it’s still worthwhile to mention it.Phishing is when there is a harmful link, usually disguised as something else within a message or email, and which provides hackers with access to your sensitive information when clicked. Being exposed to this type of fraudulent message can create a big digital security risk for your freelance business.To protect yourself against phishing, you should make sure your spam filters are actively working , and not click on any links that look unsafe . FTC also prepares resources that can help you recognize and avoid them more easily. Prefer secure solution providers that safeguard your data Employing digital security solutions like antivirus and endpoint protectors aside, you should also choose tools and apps that care about the privacy of your personal data. No matter how much you work on securing your network connection and your devices, getting your data in the hands of unsecured storage and management software can also result in breaches . As a freelancer, you should especially be careful about the third-party software you use for invoicing, client communication, payment collection, and other managerial work. Ruul is extremely sensitive towards the privacy and security of its users. The reliability of their service is always of utmost priority, and they make sure to securely collect and store all sensitive data so you never have to worry about losing them to a cyberattack. Take the necessary steps today Safeguarding your data is one of the most important things you should care about as a self-employed solo talent. To avoid becoming an easy target for cyber crimes, you need to employ strict measures to protect your cybersecurity. To start working with your clients with maximum security, start exploring Ruul today . ABOUT THE AUTHOR Ceylin Güven Ceylin Güven likes reading anything she can get her hands on, writing poetry that’s way too personal, and watching Studio Ghibli movies. More Freelancers and VAT invoice: What is VAT invoice and how do you issue a VAT invoice? Don't let tax compliance become a burden as a freelancer. Discover how VAT invoices can help you simplify the process and get paid on time. Read more Latest global visa regulations for digital nomads and remote workers Want to travel the world while you work? Discover the power of digital nomad visas and how they can help you make your remote work dreams a reality. Read more 5 Marketing Tip For Freelancers Elevate your freelance game with 5 pandemic-proof marketing tips. Stay ahead, thrive, and succeed! Read more MORE THAN 120,000 Independents Over 120,000 independents trust Ruul to sell their services, digital products, and securely manage their payments. FROM 190 Countries Truly global coverage: trusted across 190 countries with seamless payouts available in 140 currencies. PROCESSED $200m+ of Transactions Over $200M successfully processed, backed by an 8-year legacy of secure, reliable transactions trusted by independents worldwide. FREQUENTLY ASKED QUESTIONS Everything you need to know. Get clear, straightforward answers to the most common questions about using Ruul. hey@ruul.io What is Ruul? Ruul is a merchant-of-record platform helping freelancers and creators globally sell services, digital products, subscriptions, and easily get paid. Who is Ruul for? Ruul is designed for freelancers, creators, and independent professionals who want a simple way to sell online and get paid globally. How does Ruul work? Open an account, complete a quick verification (KYC), and link your payout account. Then, start selling through your store or send payment requests to customers instantly. How does pricing work? Signing up is free. There are no subscription or hidden fees. Ruul charges a small commission only when you sell or get paid through the platform. What is a Merchant of Record? A merchant of record is the legal seller responsible for processing payments, handling taxes, and managing compliance for each transaction. What can I sell on Ruul? You can sell services, digital products, license keys, online courses, subscriptions, and digital memberships. How do I get paid on Ruul? Add your preferred bank account, digital wallet, or receive payouts in stablecoins as crypto. Funds arrive within 24 hours after a payout is triggered. OPEN AN ACCOUNT START MAKING MONEY TODAY ruul.space/ Thank you! Your submission has been received! Oops! Something went wrong while submitting the form. Trustpilot Product Payment Requests Sell Services Sell Products Subscriptions Ruul Space Pricing For Businesses Resources Blog About Contact Support Referral Program Affiliate Program Partner Program Tools Invoice Generator NDA Generator Service Agreement Generator Freelancer Hourly Rate Calculator All Rights Reserved © 2025 Terms Of Use Privacy Policy | 2026-01-13T08:48:22 |
https://topenddevs.com/podcasts/adventures-in-machine-learning/episodes/the-innovation-cycle-of-ai-ml-116 | The Innovation Cycle of AI - ML 116 - Adventures in Machine Learning - Top End Devs Top End Devs Home Podcasts Screencasts Courses Blogs Summits Meetups search-modal#open" aria-label="Search"> Sign In Sign Up search-modal#close"> Search search-modal#close"> search-modal#search" data-turbo-frame="search-results" data-turbo="true" class="space-y-4" action="/search" method="get"> Content Type All Episodes Podcasts Screencasts Lessons Courses Blog Authors Meetups Use semantic search (recommended) Search Trending Now What’s New in React 19.2: Compiler, Activity, and the Future of Async React - JSJ 670 JavaScript Jabber Can You Really Trust AI-Generated Code? - JSJ 699 JavaScript Jabber Autogenetic AI Agents and the Future of Ruby Development - RUBY 682 Ruby Rogues Popular Searches search-modal#fillSearch" data-search-term="podcast"> Podcast search-modal#fillSearch" data-search-term="episode"> Episode search-modal#fillSearch" data-search-term="author"> Author search-modal#fillSearch" data-search-term="meetup"> Meetup search-modal#fillSearch" data-search-term="series"> Series Back to Adventures in Machine Learning RSS Feed Spotify Apple Podcasts YouTube Amazon Music The Innovation Cycle of AI - ML 116 Published: May 25, 2023 Download The Innovation Cycle of AI - ML 116 0:00 audio-player#clickProgressBar touchstart->audio-player#clickProgressBar touchmove->audio-player#clickProgressBar" data-audio-player-target="progressBar"> 0:00 audio-player#skipBackward"> audio-player#togglePlayPause" data-audio-player-target="playPauseButton"> audio-player#skipForward"> audio-player#changeVolume" type="range" min="0" max="1" step="0.01" value="1" /> Playback Speed: audio-player#changePlaybackSpeed"> 0.5x 0.75x 1x 1.25x 1.5x 2x Created by: Ben Wilson • Michael Berk • Praveen Paritosh Show Notes Today we speak with ex-Googler, Praveen Paritosh. He has over 20 years of experience as a research scientist and has worked on some of AI's most impactful projects. Expect to learn about scientific innovation, the importance of data, and the next wave of AI (spoiler, it's not LLMs). Sponsors Chuck's Resume Template Developer Book Club starting Become a Top 1% Dev with a Top End Devs Membership Socials LinkedIn: Praveen Paritosh PA © 2026 2022 Intentional Excellence Productions, LLC. All rights reserved. | 2026-01-13T08:48:22 |
https://www.suprsend.com/smtp-error-solution/smtp-error-454-solution-causes-and-error-message-syntax-in-your-email-server | SMTP Error 454 Solution, Causes and Error Message Syntax in Your Email Server Product FEATURES Template Engine Powerful template editors for all channels App Inbox Fully customizable inbox for your app & website Analytics Deep data insights on notification performance Logs Real-time notifications logs for all channels Smart Routing Reach users where they are Branding Seamlessly manage multi-brand customization Workflows Craft complex notification workflows Bifrost Run notifications natively on data warehouse Preferences Develop user focused notifications Integrations Integrate any channel and provider within mins Solutions BY USECASES Transactional Real-time alerts like authentication, activity updates Batching & Digest Aggregate multiple alerts into one Collaboration & Action Alerts on cross-user activity Scheduled Notifications One-time or recurring alerts like reminders Multi-tenant Alerts tailored to your customer's preferences Announcement / Newsletters Feature releases, achievements, product & policy updates Pricing Docs Customers Blog Login Get Started For Free Login Sign up SMTP Error 454 What causes this error and solutions TABLE OF CONTENTS SMTP Error 454 is a transient error code returned by a mail server, indicating a temporary issue encountered while processing an email message. This error typically signifies problems with the recipient's mailbox or account. SMTP Error 454 belongs to the "4xx" class of SMTP errors, denoting temporary issues potentially resolvable by retrying. What's Causing This SMTP Error 454: SMTP Error 454 may arise due to various reasons, including: Mailbox or account issues: Temporary unavailability, full capacity, or other problems with the recipient's mailbox can trigger the SMTP 454 error. Overload or resource constraints: The recipient's mail server may face overload or resource constraints, hindering the processing of incoming messages. Temporary server issues: Network problems, hardware failures, or software glitches can lead to temporary server problems, resulting in SMTP Error 454. How to fix SMTP Error 454: To address SMTP Error 454, consider the following steps: Retry sending: Wait and retry sending the email later as SMTP Error 454 denotes a temporary issue that may resolve itself when the recipient's mailbox or server becomes available. Verify recipient's mailbox status: Check the status of the recipient's mailbox if encountering SMTP Error 454 consistently. They might have a full mailbox, an expired account, or other issues requiring resolution. Contact recipient: If suspecting issues with the recipient's mailbox or server, consider contacting them via an alternative method (e.g., phone) to notify them of the email delivery problem. SMTP Error 454 Examples: Example 1: "454 4.7.1 recipient@example.com: Recipient mailbox temporarily unavailable, please try again later." Example 2: "454 4.2.2 recipient@example.com: Mailbox full, unable to accept new messages at this time." Example 3: "454 4.4.3 recipient@example.com: Server resources exhausted, try again in a few minutes." Say Goodbye to all SMTP Errors in Development SuprSend eliminates the need to build and configure email servers from scratch, ensuring you steer clear of SMTP errors. Here's how SuprSend would work for your application, building a reliable notification system. Get Started For Free Share this blog on: Written by: Sanjeev Kumar Engineering, SuprSend Get a powerful notification engine with SuprSend Build smart notifications across channels in minutes with a single API and frontend components Get started for free Say Goodbye to all SMTP Errors in Development SuprSend eliminates the need to build and configure email servers from scratch, ensuring you steer clear of SMTP errors. Here's how SuprSend would work for your application, building a reliable notification system. Get Started For Free More to explore Error: SMTP is not working on the server Error: Suddenlink SMTP Server Not Working Error - SMTP not working in python Error: SMTP mail not Working Error: SMTP Error Could not authenticate SMTP Connect Error 10060 SMTP Error from Remote Mail Server After End of Data SMTP Error: Data Not Accepted SMTP Error 554 SMTP Error 553 Implement a powerful stack for your notifications Get Started For Free Book Demo Company About us Signup Login Integrations Pricing Security Privacy Terms Contact Us Support SuprSend for Startups API Status Sign Up Channels Email SMS Notification Inbox Android Push iOS Push Web Push Xiaomi Push Whatsapp SDK Python SDK Node.js SDK Java SDK Android SDK React Native SDK iOS SDK Flutter SDK Go SDK Resources Documentation Changelog Blogs Write for us SMTP Error Codes SMS Providers Comparisons Email Providers Comparisons SMS Providers Alternatives Join us on Slack We are building a community of developers and product builders from across the globe to make notifications a pleasant experience. © 2025 All rights reserved. SuprStack Inc. By clicking “Accept All Cookies” , you agree to the storing of cookies on your device to enhance site navigation, analyze site usage, and assist in our marketing efforts. View our Privacy Policy for more information. Preferences Deny Accept Privacy Preference Center When you visit websites, they may store or retrieve data in your browser. This storage is often necessary for the basic functionality of the website. The storage may be used for marketing, analytics, and personalization of the site, such as storing your preferences. Privacy is important to us, so you have the option of disabling certain types of storage that may not be necessary for the basic functioning of the website. Blocking categories may impact your experience on the website. Reject all cookies Allow all cookies Manage Consent Preferences by Category Essential Always Active These items are required to enable basic website functionality. Marketing Essential These items are used to deliver advertising that is more relevant to you and your interests. They may also be used to limit the number of times you see an advertisement and measure the effectiveness of advertising campaigns. Advertising networks usually place them with the website operator’s permission. Personalization Essential These items allow the website to remember choices you make (such as your user name, language, or the region you are in) and provide enhanced, more personal features. For example, a website may provide you with local weather reports or traffic news by storing data about your current location. Analytics Essential These items help the website operator understand how its website performs, how visitors interact with the site, and whether there may be technical issues. This storage type usually doesn’t collect information that identifies a visitor. Confirm my preferences and close | 2026-01-13T08:48:22 |
https://www.suprsend.com/smtp-error-solution/error-suddenlink-smtp-server-not-working---causes-and-solutions | Error: Suddenlink SMTP Server Not Working - Causes and Solutions Product FEATURES Template Engine Powerful template editors for all channels App Inbox Fully customizable inbox for your app & website Analytics Deep data insights on notification performance Logs Real-time notifications logs for all channels Smart Routing Reach users where they are Branding Seamlessly manage multi-brand customization Workflows Craft complex notification workflows Bifrost Run notifications natively on data warehouse Preferences Develop user focused notifications Integrations Integrate any channel and provider within mins Solutions BY USECASES Transactional Real-time alerts like authentication, activity updates Batching & Digest Aggregate multiple alerts into one Collaboration & Action Alerts on cross-user activity Scheduled Notifications One-time or recurring alerts like reminders Multi-tenant Alerts tailored to your customer's preferences Announcement / Newsletters Feature releases, achievements, product & policy updates Pricing Docs Customers Blog Login Get Started For Free Login Sign up Error: Suddenlink SMTP Server Not Working What causes this error and solutions TABLE OF CONTENTS When encountering the error "SuddenLink SMTP server not working," it indicates a failure to connect to or utilize SuddenLink's SMTP (Simple Mail Transfer Protocol) server for sending emails. SuddenLink is an internet service provider (ISP) that typically provides email services along with internet connectivity. Possible causes Flawed SMTP configurations. Invalid username or password. Erroneous utilization of SSL or TLS. Problems in Python configuration affecting its email functionalities. Potential strategies for resolution Validate connection parameters targeted at precise SMTP hosts via recommended secure ports according to specific service instructions. Ascertain legitimate user authentication data entry. Audit SSL/TLS adherence to applicable protocol rules. Maintain ideal Python conditions including timely upgrades or installations addressing library conflicts associated with email processes. Say Goodbye to all SMTP Errors in Development SuprSend eliminates the need to build and configure email servers from scratch, ensuring you steer clear of SMTP errors. Here's how SuprSend would work for your application, building a reliable notification system. Get Started For Free Share this blog on: Written by: Sanjeev Kumar Engineering, SuprSend Get a powerful notification engine with SuprSend Build smart notifications across channels in minutes with a single API and frontend components Get started for free Say Goodbye to all SMTP Errors in Development SuprSend eliminates the need to build and configure email servers from scratch, ensuring you steer clear of SMTP errors. Here's how SuprSend would work for your application, building a reliable notification system. Get Started For Free More to explore Error: SMTP is not working on the server Error - SMTP not working in python Error: SMTP mail not Working Error: SMTP Error Could not authenticate SMTP Connect Error 10060 SMTP Error from Remote Mail Server After End of Data SMTP Error: Data Not Accepted SMTP Error 554 SMTP Error 553 SMTP Error 556 Implement a powerful stack for your notifications Get Started For Free Book Demo Company About us Signup Login Integrations Pricing Security Privacy Terms Contact Us Support SuprSend for Startups API Status Sign Up Channels Email SMS Notification Inbox Android Push iOS Push Web Push Xiaomi Push Whatsapp SDK Python SDK Node.js SDK Java SDK Android SDK React Native SDK iOS SDK Flutter SDK Go SDK Resources Documentation Changelog Blogs Write for us SMTP Error Codes SMS Providers Comparisons Email Providers Comparisons SMS Providers Alternatives Join us on Slack We are building a community of developers and product builders from across the globe to make notifications a pleasant experience. © 2025 All rights reserved. SuprStack Inc. By clicking “Accept All Cookies” , you agree to the storing of cookies on your device to enhance site navigation, analyze site usage, and assist in our marketing efforts. View our Privacy Policy for more information. Preferences Deny Accept Privacy Preference Center When you visit websites, they may store or retrieve data in your browser. This storage is often necessary for the basic functionality of the website. The storage may be used for marketing, analytics, and personalization of the site, such as storing your preferences. Privacy is important to us, so you have the option of disabling certain types of storage that may not be necessary for the basic functioning of the website. Blocking categories may impact your experience on the website. Reject all cookies Allow all cookies Manage Consent Preferences by Category Essential Always Active These items are required to enable basic website functionality. Marketing Essential These items are used to deliver advertising that is more relevant to you and your interests. They may also be used to limit the number of times you see an advertisement and measure the effectiveness of advertising campaigns. Advertising networks usually place them with the website operator’s permission. Personalization Essential These items allow the website to remember choices you make (such as your user name, language, or the region you are in) and provide enhanced, more personal features. For example, a website may provide you with local weather reports or traffic news by storing data about your current location. Analytics Essential These items help the website operator understand how its website performs, how visitors interact with the site, and whether there may be technical issues. This storage type usually doesn’t collect information that identifies a visitor. Confirm my preferences and close | 2026-01-13T08:48:22 |
https://ruul.io/author/ceylin-guven?4c4054ea_page=2 | Ruul Blog Writer - Ceylin Güven Product Payment Requests Get paid anywhere. Sell Services Make your services buyable Sell Products Create once sell forever Subscriptions Get paid on repeat Ruul Space Your personel storefront. One link for everything you offer. Learn more Pricing Resources Partner Programs Referral Program Get 1% for life. Seriously. Affiliate Program Bring users, get paid Partners Let’s grow together. More Blog About us Support Brand Kit For Customers Log in Sign up For Businesses Login Sign up Ceylin Güven Ceylin Güven likes reading anything she can get her hands on, writing poetry that’s way too personal, and watching Studio Ghibli movies. Best invoicing practices for freelancers to get paid on time Check out these integral invoicing tips if you want to know how to get invoices paid on time! How to politely ask clients for late payments (5 email samples) Is your customer taking a long time to pay? Learn how to ask for payments professionally. Tackling with isolation while working remotely Here are some of our actionable tips on how to overcome isolation when working remotely. Raise your freelance rates with these tips Discover why you deserve to be paid fairly, and how to tell your clients about the change without losing them. Latest global visa regulations for digital nomads and remote workers Want to travel the world while you work? Discover the power of digital nomad visas and how they can help you make your remote work dreams a reality. How to Price Your Freelance Work? 5 Models and Tips Are you unsure of how to price your freelance work? Read this guide to understand the factors that go into determining your rate and explore four different pricing models. Product Payment Requests Sell Services Sell Products Subscriptions Ruul Space Pricing For Businesses Resources Blog About Contact Support Referral Program Affiliate Program Partner Program Tools Invoice Generator NDA Generator Service Agreement Generator Freelancer Hourly Rate Calculator All Rights Reserved © 2025 Terms Of Use Privacy Policy | 2026-01-13T08:48:22 |
https://dev.to/adventuresinangular/angular-cli-and-nx-managing-libraries-and-runtime-translation-aia-407#main-content | Angular CLI and NX: Managing Libraries and Runtime Translation - AiA 407 - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Adventures in Angular Follow Angular CLI and NX: Managing Libraries and Runtime Translation - AiA 407 Mar 28 '24 play Alan Agius is a Software Engineer at Google. Lucas and Alan dive into the world of Angular development with a focus on internationalization and library management. They unpack the latest features of Angular 17.3, including improvements to Angular CLI, and shed light on the upcoming developments in version 18. They explore the nuances of runtime and build time translations, share insights on integrating NX with Angular projects, and discuss the use of Bazel for building frontend and backends in a single repository. They also highlight a third-party library called Transloco that leverages Angular Internationalization's runtime capabilities. Get ready for a deep dive into Angular and internationalization on this episode of Top End Devs! Sponsors Chuck's Resume Template Developer Book Club Become a Top 1% Dev with a Top End Devs Membership Social Media Unvoid LinkedIn @unvoidweb https://www.linkedin.com/company/unvoidweb Instagram @unvoidweb https://www.instagram.com/unvoidweb Lucas Paganini YouTube @lucaspaganiniweb https://youtube.com/@lucaspaganiniweb LinkedIn @lucaspaganiniweb https://www.linkedin.com/in/lucaspaganiniweb Twitter @lucaspaganini https://twitter.com/LucasPaganini Instagram @lucaspaganini https://www.instagram.com/lucaspaganini Armen Vardanyan LinkedIn https://www.linkedin.com/in/armen-vardanyan-am/ Charles Wood Linkedin https://www.linkedin.com/in/charlesmaxwood/ Subrat Mishra LinkedIn: https://www.linkedin.com/in/subrat-k-mishra/ Alan Agius LinkedIn: https://www.linkedin.com/in/alan-agius-98804460/ Become a supporter of this podcast: https://www.spreaker.com/podcast/adventures-in-angular--6102018/support . Episode source Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Your browser does not support the audio element. 1x initializing... × 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:48:22 |
https://www.suprsend.com/smtp-error-solution/error-smtp-mail-not-working---causes-and-solution | Error: SMTP mail not Working - Causes and Solution Product FEATURES Template Engine Powerful template editors for all channels App Inbox Fully customizable inbox for your app & website Analytics Deep data insights on notification performance Logs Real-time notifications logs for all channels Smart Routing Reach users where they are Branding Seamlessly manage multi-brand customization Workflows Craft complex notification workflows Bifrost Run notifications natively on data warehouse Preferences Develop user focused notifications Integrations Integrate any channel and provider within mins Solutions BY USECASES Transactional Real-time alerts like authentication, activity updates Batching & Digest Aggregate multiple alerts into one Collaboration & Action Alerts on cross-user activity Scheduled Notifications One-time or recurring alerts like reminders Multi-tenant Alerts tailored to your customer's preferences Announcement / Newsletters Feature releases, achievements, product & policy updates Pricing Docs Customers Blog Login Get Started For Free Login Sign up Error: SMTP mail not Working What causes this error and solutions TABLE OF CONTENTS When encountering the error "CodeIgniter SMTP mail not working," it indicates that the CodeIgniter framework's SMTP email functionality is failing to send emails through the configured SMTP server. CodeIgniter is a popular PHP framework that includes built-in support for sending emails via SMTP This error appears because of diverse factors comprising: Malformed SMTP configurations causing unsuccessful connection establishment, e.g., erroneous email protocols, credentials, hostnames, or ports. Disabled SMTP authentication in email accounts hindering functionality, necessitating enabling options like Google's Less Secure Sign-In feature. Obstruction of SMTP connections resulting from restrictive firewalls blocking outgoing requests. Connection failures attributed to missing SSL or TLS specification depending on the SMTP providers' prerequisites. Rare formatting anomalies involving single quote usage in frameworks like CodeIgniter leading to SMTP connection difficulties. Solution - Here's How To Resolve It: Considerably disable both anti-virus guards and firewalls cautiously during testing phases. Review SMTP providers' configuration details meticulously, adjusting elements such as SMTP hosts, ports, usernames, and passwords accordingly. Apply mandated supplementary configurations whenever needed; for instance, activate Google's Less Secure Sign-In attribute. Abide by each distinct SSL or TLS port stipulations set forth by individual SMTP providers. Utilize double quotation marks instead of singles ones throughout SMTP configurations wherever feasible. Say Goodbye to all SMTP Errors in Development SuprSend eliminates the need to build and configure email servers from scratch, ensuring you steer clear of SMTP errors. Here's how SuprSend would work for your application, building a reliable notification system. Get Started For Free Share this blog on: Written by: Sanjeev Kumar Engineering, SuprSend Get a powerful notification engine with SuprSend Build smart notifications across channels in minutes with a single API and frontend components Get started for free Say Goodbye to all SMTP Errors in Development SuprSend eliminates the need to build and configure email servers from scratch, ensuring you steer clear of SMTP errors. Here's how SuprSend would work for your application, building a reliable notification system. Get Started For Free More to explore Error: SMTP is not working on the server Error: Suddenlink SMTP Server Not Working Error - SMTP not working in python Error: SMTP Error Could not authenticate SMTP Connect Error 10060 SMTP Error from Remote Mail Server After End of Data SMTP Error: Data Not Accepted SMTP Error 554 SMTP Error 553 SMTP Error 556 Implement a powerful stack for your notifications Get Started For Free Book Demo Company About us Signup Login Integrations Pricing Security Privacy Terms Contact Us Support SuprSend for Startups API Status Sign Up Channels Email SMS Notification Inbox Android Push iOS Push Web Push Xiaomi Push Whatsapp SDK Python SDK Node.js SDK Java SDK Android SDK React Native SDK iOS SDK Flutter SDK Go SDK Resources Documentation Changelog Blogs Write for us SMTP Error Codes SMS Providers Comparisons Email Providers Comparisons SMS Providers Alternatives Join us on Slack We are building a community of developers and product builders from across the globe to make notifications a pleasant experience. © 2025 All rights reserved. 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https://www.suprsend.com/smtp-error-solution/smtp-error-542-solution-causes-and-error-message-syntax-in-your-email-server | SMTP Error 542 Solution, Causes and Error Message Syntax in Your Email Server Product FEATURES Template Engine Powerful template editors for all channels App Inbox Fully customizable inbox for your app & website Analytics Deep data insights on notification performance Logs Real-time notifications logs for all channels Smart Routing Reach users where they are Branding Seamlessly manage multi-brand customization Workflows Craft complex notification workflows Bifrost Run notifications natively on data warehouse Preferences Develop user focused notifications Integrations Integrate any channel and provider within mins Solutions BY USECASES Transactional Real-time alerts like authentication, activity updates Batching & Digest Aggregate multiple alerts into one Collaboration & Action Alerts on cross-user activity Scheduled Notifications One-time or recurring alerts like reminders Multi-tenant Alerts tailored to your customer's preferences Announcement / Newsletters Feature releases, achievements, product & policy updates Pricing Docs Customers Blog Login Get Started For Free Login Sign up SMTP Error 542 What causes this error and solutions TABLE OF CONTENTS SMTP error 542 indicates your email was rejected due to security concerns with your email client or server's configuration . This permanent error (5xx) signifies the recipient server encountered issues processing your sender's security settings or authentication. This can occur in applications like phpmailer and jenkins when sending emails. What are the cases covered in SMTP Error 542? Common scenarios triggering SMTP Error 542: Insufficient Security: Your email client or server lacks the necessary security settings or authentication mechanisms required by the recipient server (phpmailer, jenkins). Unsupported Protocols: The recipient server demands specific security protocols like SSL/TLS, which your system can't connect with securely. Security Violations: Your email practices might be flagged for violating security policies, potentially due to spammy content or suspicious activity. Poor IP Reputation: Your sender IP address or domain may have a negative reputation, raising red flags on the recipient server. What’s Causing This SMTP Error 542 In Your Servers? Potential causes of SMTP Error 542: Inadequate Security Configuration: Ensure your email client or server adheres to the recipient server's security requirements, including encryption and authentication mechanisms. Unsupported Security Protocols: If the recipient server requires specific protocols like SSL/TLS, verify that your system supports and uses them correctly. Review Email Practices: If your system is flagged for security violations, analyze your email practices to ensure compliance with security policies and regulations. Enhance IP Reputation: If your sender IP or domain has a poor reputation, implement measures to improve email sending practices, reduce spam, and establish a positive sender reputation. How to Resolve SMTP Error 542 - Step-by-Step Solution Configure Security Settings: Ensure your email client or server meets the recipient server's security requirements, including encryption and authentication mechanisms. Use Supported Security Protocols: If the recipient server requires specific protocols like SSL/TLS, make sure your email system supports and properly uses them. Address Security Violations: If your system is flagged for security violations, review and adjust your email practices to comply with security policies and regulations. Improve IP Reputation: If your sender IP or domain has a poor reputation, take steps to improve email sending practices, reduce spam, and build a positive sender reputation. SMTP Error 542 Examples "542 5.7.0 Security configuration not supported. Update your settings to match recipient's requirements." "542 5.7.2 Unsupported security protocols. Recipient server requires SSL/TLS for connections." "542 5.1.1 Security violation detected. Correct your email practices to meet security policies." "542 5.5.0 Poor IP reputation. Improve email sending practices for secure connections." Say Goodbye to all SMTP Errors in Development SuprSend eliminates the need to build and configure email servers from scratch, ensuring you steer clear of SMTP errors. Here's how SuprSend would work for your application, building a reliable notification system. Get Started For Free Share this blog on: Written by: Sanjeev Kumar Engineering, SuprSend Get a powerful notification engine with SuprSend Build smart notifications across channels in minutes with a single API and frontend components Get started for free Say Goodbye to all SMTP Errors in Development SuprSend eliminates the need to build and configure email servers from scratch, ensuring you steer clear of SMTP errors. Here's how SuprSend would work for your application, building a reliable notification system. Get Started For Free More to explore Error: SMTP is not working on the server Error: Suddenlink SMTP Server Not Working Error - SMTP not working in python Error: SMTP mail not Working Error: SMTP Error Could not authenticate SMTP Connect Error 10060 SMTP Error from Remote Mail Server After End of Data SMTP Error: Data Not Accepted SMTP Error 554 SMTP Error 553 Implement a powerful stack for your notifications Get Started For Free Book Demo Company About us Signup Login Integrations Pricing Security Privacy Terms Contact Us Support SuprSend for Startups API Status Sign Up Channels Email SMS Notification Inbox Android Push iOS Push Web Push Xiaomi Push Whatsapp SDK Python SDK Node.js SDK Java SDK Android SDK React Native SDK iOS SDK Flutter SDK Go SDK Resources Documentation Changelog Blogs Write for us SMTP Error Codes SMS Providers Comparisons Email Providers Comparisons SMS Providers Alternatives Join us on Slack We are building a community of developers and product builders from across the globe to make notifications a pleasant experience. © 2025 All rights reserved. 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Marketing Essential These items are used to deliver advertising that is more relevant to you and your interests. They may also be used to limit the number of times you see an advertisement and measure the effectiveness of advertising campaigns. Advertising networks usually place them with the website operator’s permission. Personalization Essential These items allow the website to remember choices you make (such as your user name, language, or the region you are in) and provide enhanced, more personal features. For example, a website may provide you with local weather reports or traffic news by storing data about your current location. Analytics Essential These items help the website operator understand how its website performs, how visitors interact with the site, and whether there may be technical issues. This storage type usually doesn’t collect information that identifies a visitor. Confirm my preferences and close | 2026-01-13T08:48:22 |
https://ruul.io/author/ceylin-guven?4c4054ea_page=2 | Ruul Blog Writer - Ceylin Güven Product Payment Requests Get paid anywhere. Sell Services Make your services buyable Sell Products Create once sell forever Subscriptions Get paid on repeat Ruul Space Your personel storefront. One link for everything you offer. Learn more Pricing Resources Partner Programs Referral Program Get 1% for life. Seriously. Affiliate Program Bring users, get paid Partners Let’s grow together. More Blog About us Support Brand Kit For Customers Log in Sign up For Businesses Login Sign up Ceylin Güven Ceylin Güven likes reading anything she can get her hands on, writing poetry that’s way too personal, and watching Studio Ghibli movies. Best invoicing practices for freelancers to get paid on time Check out these integral invoicing tips if you want to know how to get invoices paid on time! How to politely ask clients for late payments (5 email samples) Is your customer taking a long time to pay? Learn how to ask for payments professionally. Tackling with isolation while working remotely Here are some of our actionable tips on how to overcome isolation when working remotely. Raise your freelance rates with these tips Discover why you deserve to be paid fairly, and how to tell your clients about the change without losing them. Latest global visa regulations for digital nomads and remote workers Want to travel the world while you work? Discover the power of digital nomad visas and how they can help you make your remote work dreams a reality. How to Price Your Freelance Work? 5 Models and Tips Are you unsure of how to price your freelance work? Read this guide to understand the factors that go into determining your rate and explore four different pricing models. Product Payment Requests Sell Services Sell Products Subscriptions Ruul Space Pricing For Businesses Resources Blog About Contact Support Referral Program Affiliate Program Partner Program Tools Invoice Generator NDA Generator Service Agreement Generator Freelancer Hourly Rate Calculator All Rights Reserved © 2025 Terms Of Use Privacy Policy | 2026-01-13T08:48:22 |
https://survey.stackoverflow.co/2025/stack-overflow/ | Stack Overflow | 2025 Stack Overflow Developer Survey Products Stack Overflow Where developers and technologists go to gain and share knowledge. Stack Overflow for Teams Where developers & technologists share private knowledge with coworkers Advertising Reach devs & technologists worldwide about your product, service or employer brand Knowledge Solutions Data licensing offering for businesses to build and improve AI tools and models Labs The future of collective knowledge sharing About the company Visit the blog Developers Technology AI Work Stack Overflow Methodology 5 Stack Overflow Community is at the center of all that we do. Here we take a look at how people use Stack Overflow and how connected they feel to the community. 5.1. Stack Overflow site use → 5.2. Participation and Feedback → 5.1 Stack Overflow site use Have an account on Stack Overflow? Stack Overflow is a foundational, long-term resource for developers. A vast majority (81%) have an account, up from 76% in 2024 and 74% in 2023. Do you have a Stack Overflow account? All Respondents Yes 81.4% No 11.9% Not sure/can't remember 6.7% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 32,748 ( 66.8% ) How long have you had an account on Stack Overflow? The Stack Overflow user base is deeply tenured: 76% have used the site for 6 or more years, with 45% having used it for over 11 years. How long have you used Stack Overflow? All Respondents Age 18-24 Age 25-34 Age 35-44 Age 45-54 Age 55-64 All Respondents Less than one year 2.6% 1 - 2 years 6.5% 3 - 5 years 12.3% 6 - 10 years 31.4% 11 - 15 years 33.1% 15+ years 12.2% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 32,578 ( 66.5% ) Age 18-24 Less than one year 8.4% 1 - 2 years 22.5% 3 - 5 years 34% 6 - 10 years 28.6% 11 - 15 years 2.2% 15+ years 0.2% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 32,578 ( 66.5% ) Age 25-34 Less than one year 1.9% 1 - 2 years 5.5% 3 - 5 years 13.7% 6 - 10 years 45.7% 11 - 15 years 29.1% 15+ years 2.3% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 32,578 ( 66.5% ) Age 35-44 Less than one year 1.1% 1 - 2 years 1.6% 3 - 5 years 4.2% 6 - 10 years 25.1% 11 - 15 years 48.7% 15+ years 17.9% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 32,578 ( 66.5% ) Age 45-54 Less than one year 1.1% 1 - 2 years 1.7% 3 - 5 years 3.8% 6 - 10 years 19% 11 - 15 years 43% 15+ years 30.5% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 32,578 ( 66.5% ) Age 55-64 Less than one year 1.1% 1 - 2 years 2.5% 3 - 5 years 5.3% 6 - 10 years 25% 11 - 15 years 40.4% 15+ years 24.9% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 32,578 ( 66.5% ) Frequency of visiting Stack Overflow Stack Overflow is a frequent destination for information. A strong majority (82%) visit at least a few times per month, with 25% visiting daily or more often. How frequently would you say you visit Stack Overflow? All Respondents Multiple times per day 8.2% Daily or almost daily 16.7% A few times per week 28% A few times per month or weekly 29.5% Less than once per month or monthly 10.7% Less than once every 2 - 3 months 4.1% Infrequently, less than once per year 2.9% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 32,661 ( 66.6% ) 5.2 Participation and Feedback Frequency of participation on Stack Overflow A combined 68% of respondents do not participate or rarely participate in Q&A. While Stack Overflow is a trusted source for finding human-verified knowledge, we’re continuing to find new ways to cultivate community and power learning, making the experience more valuable and engaging. See what's on the roadmap for the third quarter of 2025. How frequently would you say you participate in Q&A on Stack Overflow? By participate we mean ask, answer, and vote or comment on questions. All Respondents Infrequently, less than once per year 37.5% I have never participated in Q&A on Stack Overflow 30.9% Less than once every 2 - 3 months 14.2% Less than once per month or monthly 7.5% A few times per month or weekly 5.9% A few times per week 2.4% Daily or almost daily 1% Multiple times per day 0.6% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 32,183 ( 65.7% ) How do you choose to find relevant developer content? While all age groups want lists and articles, younger developers show a significantly higher interest in more social and interactive formats. For example, 37% of 18-24 year olds want "Chat (people)", compared to only 20% of 55-64 year olds. Similarly, 39% of the youngest cohort want "Coding challenges," also aligning with a motivation to skill up. Whether it be to solve a problem, for career growth or connecting with a community of developers, is there an alternative to the Q&A format you prefer using today or would like to see on Stack Overflow to get what you need? Select all that apply. All Respondents Age 18-24 Age 25-34 Age 35-44 Age 45-54 Age 55-64 All Respondents Lists of recommendations (tools, frameworks, technologies, etc.) 47.6% Long-form articles 40.8% Chat (bot/AI) 33.2% Coding challenges 29.5% Chat (people) 26.6% Videos 25% Job board 20.8% Day-in-the-life profiles/interviews with experts 19% Message Boards 17.8% Logic games/puzzles 15.8% Direct messaging of users 15% Other 4.5% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 22,807 ( 46.5% ) Age 18-24 Lists of recommendations (tools, frameworks, technologies, etc.) 48.3% Long-form articles 40.9% Chat (bot/AI) 31.3% Coding challenges 38.8% Chat (people) 37.4% Videos 26.2% Job board 20.7% Day-in-the-life profiles/interviews with experts 22.4% Message Boards 19.3% Logic games/puzzles 21.2% Direct messaging of users 19.8% Other 3.2% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 3,731 ( 7.6% ) Age 25-34 Lists of recommendations (tools, frameworks, technologies, etc.) 48.5% Long-form articles 41.5% Chat (bot/AI) 34.2% Coding challenges 32.8% Chat (people) 27.5% Videos 24.9% Job board 23.8% Day-in-the-life profiles/interviews with experts 22.2% Message Boards 17.4% Logic games/puzzles 17.9% Direct messaging of users 15.1% Other 4.2% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 7,424 ( 15.1% ) Age 35-44 Lists of recommendations (tools, frameworks, technologies, etc.) 46.2% Long-form articles 39.9% Chat (bot/AI) 36.2% Coding challenges 27.1% Chat (people) 24% Videos 25.3% Job board 21.9% Day-in-the-life profiles/interviews with experts 18.6% Message Boards 16.9% Logic games/puzzles 14.2% Direct messaging of users 12.7% Other 4.4% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 6,526 ( 13.3% ) Age 45-54 Lists of recommendations (tools, frameworks, technologies, etc.) 48.6% Long-form articles 39.8% Chat (bot/AI) 33.1% Coding challenges 22.1% Chat (people) 21.1% Videos 23.8% Job board 16.9% Day-in-the-life profiles/interviews with experts 13.6% Message Boards 18.4% Logic games/puzzles 12% Direct messaging of users 13.8% Other 5.2% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 3,179 ( 6.5% ) Age 55-64 Lists of recommendations (tools, frameworks, technologies, etc.) 47.9% Long-form articles 43.5% Chat (bot/AI) 25.3% Coding challenges 20.3% Chat (people) 20% Videos 23.4% Job board 14.3% Day-in-the-life profiles/interviews with experts 10.9% Message Boards 18.3% Logic games/puzzles 9% Direct messaging of users 13.8% Other 6.2% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 1,362 ( 2.8% ) How would you like to use Stack Overflow? The top-ranked activities developers are interested in are passive consumption: Read and/or vote on comments (Rank 1) and arriving at a Q&A post via search (Rank 2). Active contributions like answering a question rank much lower (Rank 6). When visiting Stack Overflow, which following activities are you most interested in? Please rank the following so the first activity is what most interests you and last is your least interested activity. Actions Overall Rank Median Rank Mode Rank Read and/or vote on comments for a Question or Answer I am interested in 1 2 1 Directly open a Q&A post via search, documentation or a peer 2 4 1 Ask a question 3 5 2 Browse content related to Q&A posts I recently viewed 4 5 2 Upvote/Downvote Q&A posts 5 5 3 Answer a question 6 5 6 Comment on Q&A posts 7 6 6 Bookmark posts to look at later 8 6 8 Use discussion or chat feature 9 7 9 Other (write in): 10 10 10 Share Twitter/X Facebook LinkedIn Responses: 26,234 ( 53.5% ) Feel like part of the Stack Overflow community? One third of respondents consider themselves a member of the Stack Overflow community. While respondents who have participated in the community longer are more likely to consider themselves part of the community, newer users are showing slightly elevated community sentiment, which could be a result of the expansion of features like Staging Ground. Do you consider yourself a member of the Stack Overflow community? All Respondents By Duration All Respondents Yes, definitely 9.6% Yes, somewhat 23.3% Neutral 20.2% No, not really 31.4% No, not at all 14.6% Not sure 0.9% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 31,664 ( 64.6% ) By Duration Less than one year 30.5% 1 - 2 years 28.5% 3 - 5 years 28.7% 6 - 10 years 30.7% 11 - 15 years 37.4% 15+ years 36.3% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 31,502 ( 64.3% ) Percent who consider themselves definitely or somewhat part of the Stack Overflow community. Frictions on Stack Overflow Developers turn to Stack Overflow for human-verified, trusted knowledge. About 35% of developers report that their visits to Stack Overflow are a result of AI-related issues at least some of the time. When you visit Stack Overflow, how often is it a result of encountering issues from AI or AI-enabled tools that require extra time or effort to fix, understand, or debug? All Respondents Rarely, almost never 42.9% I don't use AI or AI-enabled tools 22.1% Less than half of the time 18.5% About half of the time 9% More than half the time 7.4% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 30,751 ( 62.7% ) Previous Work Next Methodology Site design / logo © 2025 Stack Exchange Inc. User contributions licensed under CC BY-SA. Data licensed under Open Database License (ODbL). Terms Privacy policy Cookie policy Your Privacy Choices Go to stackoverflow.com | 2026-01-13T08:48:22 |
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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Nick Posted on Feb 14, 2022 JSX.Element vs ReactElement vs ReactNode # beginners # javascript # react # webdev React Internals (3 Part Series) 1 How does React allow creating custom components? 2 How do React Fragments work under the hood? 3 JSX.Element vs ReactElement vs ReactNode These three types usually confuse novice React developers. It seems like they are the same thing, just named differently. But it's not quite right. JSX.Element vs ReactElement Both types are the result of React.createElement() / jsx() function call. They are both objects with: type props key a couple of other "hidden" properties, like ref, $$typeof, etc ReactElement ReactElement type is the most basic of all. It's even defined in React source code using flow! // ./packages/shared/ReactElementType.js export type ReactElement = { | $ $typeof : any , type : any , key : any , ref : any , props : any , // ReactFiber _owner : any , // __DEV__ _store : { validated : boolean , ...}, _self : React$Element < any > , _shadowChildren : any , _source : Source , | }; Enter fullscreen mode Exit fullscreen mode This type is also defined in DefinitelyTyped package . interface ReactElement < P = any , T extends string | JSXElementConstructor < any > = string | JSXElementConstructor < any >> { type : T ; props : P ; key : Key | null ; } Enter fullscreen mode Exit fullscreen mode JSX.Element It's more generic type. The key difference is that props and type are typed as any in JSX.Element . declare global { namespace JSX { interface Element extends React . ReactElement < any , any > { } // ... } } Enter fullscreen mode Exit fullscreen mode This gives flexibility in how different libraries implement JSX. For example, Preact has its own implementation with different API . ReactNode ReactNode type is a different thing. It's not a return value of React.createElement() / jsx() function call. const Component = () => { // Here it's ReactElement return < div > Hello world! </ div > } // Here it's ReactNode const Example = Component (); Enter fullscreen mode Exit fullscreen mode React node itself is a representation of the virtual DOM. So ReactNode is the set of all possible return values of a component. type ReactChild = ReactElement | ReactText ; type ReactFragment = {} | Iterable < ReactNode > ; interface ReactPortal extends ReactElement { key : Key | null ; children : ReactNode ; } type ReactNode = | ReactChild | ReactFragment | ReactPortal | boolean | null | undefined ; Enter fullscreen mode Exit fullscreen mode What to use for children ? Generally speaking, ReactNode is the correct way to type the children prop. It gives the most flexibility while maintaining the proper type checking. But it has a caveat, because ReactFragment allows a {} type. const Item = ({ children }: { children : ReactNode }) => { return < li > { children } </ li >; } const App = () => { return ( < ul > // Run-time error here, objects are not valid children! < Item > { {} } </ Item > </ ul > ); } Enter fullscreen mode Exit fullscreen mode P.S. Follow me on Twitter for more content like this! React Internals (3 Part Series) 1 How does React allow creating custom components? 2 How do React Fragments work under the hood? 3 JSX.Element vs ReactElement vs ReactNode Top comments (2) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Collapse Expand Nick Nick Nick Follow Co-founder of Chainspect Email grechino@protonmail.com Location Tbilisi Joined Jun 25, 2021 • Feb 14 '22 Dropdown menu Copy link Hide Check out React+Typescript Cheatsheets for more info. Like comment: Like comment: 5 likes Like Comment button Reply Collapse Expand Sohail Haider Sohail Haider Sohail Haider Follow Joined May 23, 2019 • Jul 3 '22 Dropdown menu Copy link Hide But in React 18 intrinsic property of children won't work for FC from react. Like comment: Like comment: 1 like Like Comment button Reply Code of Conduct • Report abuse Are you sure you want to hide this comment? 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close AssemblyAI Challenge Follow Hide This is the official tag for submissions and announcements related to the AssemblyAI Challenge. Create Post submission guidelines All submission guidelines, judging criteria, official rules, and FAQs are on the official AssemblyAI Challenge page. about #assemblyaichallenge The latest AssemblyAI Challenge has ended. Check out our winners here . Thank you to everyone who participated! Looking for your next challenge? Check out our challenge page ! Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Congrats to the AssemblyAI Voice Agents Challenge Winners! Jess Lee Jess Lee Jess Lee Follow for The DEV Team Aug 7 '25 Congrats to the AssemblyAI Voice Agents Challenge Winners! # devchallenge # assemblyaichallenge # ai # api 47 reactions Comments 25 comments 2 min read 🎤 Voice of Voiceless - Enabling the Voiceless to Understand & Communicate 🔊 AssemblyAI Voice Agents Challenge: Real-Time Nizzad Nizzad Nizzad Follow Jul 28 '25 🎤 Voice of Voiceless - Enabling the Voiceless to Understand & Communicate 🔊 # devchallenge # assemblyaichallenge # ai # api 134 reactions Comments 19 comments 10 min read 🧑⚕️CareSetu AI: Instant Appointments, Intelligent Health Advice, and 24/7 Support Through Voice AssemblyAI Voice Agents Challenge: Business Automation Saket Jha Saket Jha Saket Jha Follow Jul 26 '25 🧑⚕️CareSetu AI: Instant Appointments, Intelligent Health Advice, and 24/7 Support Through Voice # devchallenge # assemblyaichallenge # ai # api 84 reactions Comments 33 comments 4 min read 🎓🧠 Grasp, Articulate & Refine: Your Real-Time Voice Coach for Smarter Recall & Academic Mastery 🎤📚⚡ AssemblyAI Voice Agents Challenge: Real-Time Divya Divya Divya Follow Jul 28 '25 🎓🧠 Grasp, Articulate & Refine: Your Real-Time Voice Coach for Smarter Recall & Academic Mastery 🎤📚⚡ # devchallenge # assemblyaichallenge # ai # api 68 reactions Comments 21 comments 8 min read 🌟 Ask a Philosopher: Voice AI Agent Powered by AssemblyAI and Gemini AssemblyAI Voice Agents Challenge: Domain Expert Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow Jul 25 '25 🌟 Ask a Philosopher: Voice AI Agent Powered by AssemblyAI and Gemini # devchallenge # assemblyaichallenge # ai # api 29 reactions Comments 14 comments 5 min read Elder Care Companion 🤖❤️ AssemblyAI Voice Agents Challenge: Real-Time Vivek V. Vivek V. Vivek V. Follow for AWS Community Builders Jul 28 '25 Elder Care Companion 🤖❤️ # devchallenge # assemblyaichallenge # ai # api 30 reactions Comments Add Comment 7 min read Wynnie 🦄 — 𝘠𝘰𝘶𝘳 𝘚𝘩𝘰𝘱𝘱𝘪𝘯𝘨, 𝘯𝘰𝘸 𝘰𝘯 𝘈𝘶𝘵𝘰𝘱𝘪𝘭𝘰𝘵! AssemblyAI Voice Agents Challenge: Business Automation Pratyay Banerjee Pratyay Banerjee Pratyay Banerjee Follow Jul 28 '25 Wynnie 🦄 — 𝘠𝘰𝘶𝘳 𝘚𝘩𝘰𝘱𝘱𝘪𝘯𝘨, 𝘯𝘰𝘸 𝘰𝘯 𝘈𝘶𝘵𝘰𝘱𝘪𝘭𝘰𝘵! # devchallenge # assemblyaichallenge # ai # api 89 reactions Comments 5 comments 8 min read building sales agents that know their stuff: vocallq's domain expertise approach AssemblyAI Voice Agents Challenge: Domain Expert Taki Tajwaruzzaman Khan Taki Tajwaruzzaman Khan Taki Tajwaruzzaman Khan Follow Jul 28 '25 building sales agents that know their stuff: vocallq's domain expertise approach # devchallenge # assemblyaichallenge # ai # api 40 reactions Comments Add Comment 9 min read Veew - Real-time video calling with live captioning, minutes recording, and speaker diarization. AssemblyAI Voice Agents Challenge: Real-Time sahra 💫 sahra 💫 sahra 💫 Follow Jul 28 '25 Veew - Real-time video calling with live captioning, minutes recording, and speaker diarization. # devchallenge # assemblyaichallenge # ai # api 25 reactions Comments Add Comment 3 min read Empathy AI-Your AI Help. AssemblyAI Voice Agents Challenge: Real-Time Jigin Vp Jigin Vp Jigin Vp Follow Jul 27 '25 Empathy AI-Your AI Help. # devchallenge # assemblyaichallenge # ai # api 18 reactions Comments Add Comment 2 min read 🧠🎤 FluentMate - Your Smart Fluency Friend & 24 7 Mentor 💬🤖 AssemblyAI Voice Agents Challenge: Domain Expert Divya Divya Divya Follow Jul 28 '25 🧠🎤 FluentMate - Your Smart Fluency Friend & 24 7 Mentor 💬🤖 # devchallenge # assemblyaichallenge # ai # api 59 reactions Comments 9 comments 10 min read Whispers - A Real-Time Voice Journaling Agent Built with AssemblyAI AssemblyAI Voice Agents Challenge: Real-Time VaishakhVipin VaishakhVipin VaishakhVipin Follow Jul 28 '25 Whispers - A Real-Time Voice Journaling Agent Built with AssemblyAI # devchallenge # assemblyaichallenge # ai # api 25 reactions Comments Add Comment 4 min read Real-Time Spanish Voice Agent with Python, AssemblyAI & <100ms Latency AssemblyAI Voice Agents Challenge: Real-Time Darien Calcedo Aguirre Darien Calcedo Aguirre Darien Calcedo Aguirre Follow Jul 27 '25 Real-Time Spanish Voice Agent with Python, AssemblyAI & <100ms Latency # devchallenge # assemblyaichallenge # ai # api 18 reactions Comments Add Comment 1 min read Youtube Live Transcription API AssemblyAI Voice Agents Challenge: Real-Time Oscar Martin Bahamonde Muñoz Oscar Martin Bahamonde Muñoz Oscar Martin Bahamonde Muñoz Follow Jul 28 '25 Youtube Live Transcription API # devchallenge # assemblyaichallenge # ai # api 16 reactions Comments Add Comment 2 min read KYC Admin Panel – Real-Time Voice KYC with AssemblyAI & Llama 3.3-70B AssemblyAI Voice Agents Challenge: Real-Time Nishikanta Ray Nishikanta Ray Nishikanta Ray Follow Jul 27 '25 KYC Admin Panel – Real-Time Voice KYC with AssemblyAI & Llama 3.3-70B # devchallenge # assemblyaichallenge # ai # api 22 reactions Comments Add Comment 3 min read AI✧Debate AssemblyAI Voice Agents Challenge: Domain Expert Nadine Nadine Nadine Follow Jul 26 '25 AI✧Debate # devchallenge # assemblyaichallenge # ai # api 28 reactions Comments Add Comment 3 min read Medical Consultation Voice Agent AssemblyAI Voice Agents Challenge: Domain Expert GenJess GenJess GenJess Follow Jul 28 '25 Medical Consultation Voice Agent # devchallenge # assemblyaichallenge # ai # api 17 reactions Comments 1 comment 3 min read GlobalCare AI: International Medical Voice Assistant AssemblyAI Voice Agents Challenge: Domain Expert Zakeer Zakeer Zakeer Follow Jul 27 '25 GlobalCare AI: International Medical Voice Assistant # devchallenge # assemblyaichallenge # ai # api 16 reactions Comments Add Comment 5 min read Supportly – Real-Time Voice & Video Agent for Customer Support AssemblyAI Voice Agents Challenge: Business Automation Adeniji Olajide Adeniji Olajide Adeniji Olajide Follow Jul 27 '25 Supportly – Real-Time Voice & Video Agent for Customer Support # devchallenge # assemblyaichallenge # ai # api 17 reactions Comments 1 comment 6 min read 300ms live captions that actually work: vocallq's real-time performance deep dive AssemblyAI Voice Agents Challenge: Real-Time Taki Tajwaruzzaman Khan Taki Tajwaruzzaman Khan Taki Tajwaruzzaman Khan Follow Jul 28 '25 300ms live captions that actually work: vocallq's real-time performance deep dive # devchallenge # assemblyaichallenge # ai # api 29 reactions Comments Add Comment 5 min read Supercharge RealTime Multi-Language Translation with AssemblyAI AssemblyAI Voice Agents Challenge: Real-Time Abraham Dahunsi Abraham Dahunsi Abraham Dahunsi Follow Jul 28 '25 Supercharge RealTime Multi-Language Translation with AssemblyAI # devchallenge # assemblyaichallenge # ai # api 31 reactions Comments 2 comments 4 min read Voice Gaming Interface AssemblyAI Voice Agents Challenge: Real-Time SreeGanesh SreeGanesh SreeGanesh Follow Jul 27 '25 Voice Gaming Interface # devchallenge # assemblyaichallenge # ai # api 15 reactions Comments Add Comment 20 min read 🎯 HireFlow Enhanced: AI-Powered Hiring Intelligence Platform AssemblyAI Voice Agents Challenge: Business Automation Arjun Sharma Arjun Sharma Arjun Sharma Follow Jul 28 '25 🎯 HireFlow Enhanced: AI-Powered Hiring Intelligence Platform # devchallenge # assemblyaichallenge # ai # api 59 reactions Comments 2 comments 5 min read 🎤 TechMentor Voice: Real-Time AI Documentation Assistant That Understands Developer Questions AssemblyAI Voice Agents Challenge: Domain Expert Jackson Kasi Jackson Kasi Jackson Kasi Follow Jul 27 '25 🎤 TechMentor Voice: Real-Time AI Documentation Assistant That Understands Developer Questions # devchallenge # assemblyaichallenge # ai # api 17 reactions Comments Add Comment 6 min read SwiftPad: AI Powered Transcription with AssemblyAI AssemblyAI Voice Agents Challenge: Business Automation Imisioluwa Elijah Imisioluwa Elijah Imisioluwa Elijah Follow Jul 28 '25 SwiftPad: AI Powered Transcription with AssemblyAI # devchallenge # assemblyaichallenge # ai # api 17 reactions Comments Add Comment 3 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://www.suprsend.com/smtp-error-solution/smtp-error-442-solution-causes-and-error-message-syntax-in-your-email-server | SMTP Error 442 Solution, Causes and Error Message Syntax in Your Email Server Product FEATURES Template Engine Powerful template editors for all channels App Inbox Fully customizable inbox for your app & website Analytics Deep data insights on notification performance Logs Real-time notifications logs for all channels Smart Routing Reach users where they are Branding Seamlessly manage multi-brand customization Workflows Craft complex notification workflows Bifrost Run notifications natively on data warehouse Preferences Develop user focused notifications Integrations Integrate any channel and provider within mins Solutions BY USECASES Transactional Real-time alerts like authentication, activity updates Batching & Digest Aggregate multiple alerts into one Collaboration & Action Alerts on cross-user activity Scheduled Notifications One-time or recurring alerts like reminders Multi-tenant Alerts tailored to your customer's preferences Announcement / Newsletters Feature releases, achievements, product & policy updates Pricing Docs Customers Blog Login Get Started For Free Login Sign up SMTP Error 442 What causes this error and solutions TABLE OF CONTENTS Say Goodbye to all SMTP Errors in Development SuprSend eliminates the need to build and configure email servers from scratch, ensuring you steer clear of SMTP errors. Here's how SuprSend would work for your application, building a reliable notification system. Get Started For Free Share this blog on: Written by: Sanjeev Kumar Engineering, SuprSend Get a powerful notification engine with SuprSend Build smart notifications across channels in minutes with a single API and frontend components Get started for free Say Goodbye to all SMTP Errors in Development SuprSend eliminates the need to build and configure email servers from scratch, ensuring you steer clear of SMTP errors. Here's how SuprSend would work for your application, building a reliable notification system. Get Started For Free More to explore Error: SMTP is not working on the server Error: Suddenlink SMTP Server Not Working Error - SMTP not working in python Error: SMTP mail not Working Error: SMTP Error Could not authenticate SMTP Connect Error 10060 SMTP Error from Remote Mail Server After End of Data SMTP Error: Data Not Accepted SMTP Error 554 SMTP Error 553 Implement a powerful stack for your notifications Get Started For Free Book Demo Company About us Signup Login Integrations Pricing Security Privacy Terms Contact Us Support SuprSend for Startups API Status Sign Up Channels Email SMS Notification Inbox Android Push iOS Push Web Push Xiaomi Push Whatsapp SDK Python SDK Node.js SDK Java SDK Android SDK React Native SDK iOS SDK Flutter SDK Go SDK Resources Documentation Changelog Blogs Write for us SMTP Error Codes SMS Providers Comparisons Email Providers Comparisons SMS Providers Alternatives Join us on Slack We are building a community of developers and product builders from across the globe to make notifications a pleasant experience. © 2025 All rights reserved. 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https://learn.microsoft.com/lifecycle/policies/modern | Modern Lifecycle Policy - Microsoft Lifecycle | Microsoft Learn Skip to main content Skip to Ask Learn chat experience This browser is no longer supported. Upgrade to Microsoft Edge to take advantage of the latest features, security updates, and technical support. Download Microsoft Edge More info about Internet Explorer and Microsoft Edge Table of contents Exit editor mode Ask Learn Ask Learn Focus mode Table of contents Read in English Add Add to plan Edit Share via Facebook x.com LinkedIn Email Print Note Access to this page requires authorization. You can try signing in or changing directories . Access to this page requires authorization. You can try changing directories . Modern Lifecycle Policy Feedback Summarize this article for me In this article Please go here to search for your product's lifecycle. The Modern Lifecycle Policy covers products and services that are serviced and supported continuously. Under this policy, the product or service remains in support if the following criteria are met: Customers must stay current as per the servicing and system requirements published for the product or service. Customers must be licensed to use the product or service. Microsoft must currently offer support for the product or service. Change notification Changes for these products and services may be more frequent and require customers to be alert for forthcoming modifications to their product or service. For products and services governed by the Modern Lifecycle Policy, unless otherwise noted, Microsoft's policy is to provide a minimum 30 days' notification when customers are required to take action in order to avoid significant degradation to the normal use of the product or service. Notification of security updates are made simultaneously with availability. Microsoft recommends customers adopt security updates immediately. Visit these roadmaps to find information about upcoming features and releases: M365: https://www.microsoft.com/microsoft-365/roadmap Azure: https://azure.microsoft.com/updates Dynamics 365: https://roadmap.dynamics.com Continuity and migration For products governed by the Modern Lifecycle Policy, Microsoft will provide a minimum of 12 months' notification prior to ending support if no successor product or service is offered—excluding free services or preview releases. For select Azure Services/products managed by the Modern Lifecycle Policy, Microsoft may provide notification up to three years prior to reaching the end of applicable support. Find detailed information here . For products under existing lifecycle policies (such as the Fixed Lifecycle Policy), Microsoft will continue to provide servicing and support for a fixed amount of time. Products that have already launched with existing lifecycle policies will continue to be supported according to the published retirement dates . Please see the Modern Policy FAQ for more details. Additional resources Last updated on 2024-06-18 In this article en-us Your Privacy Choices Theme Light Dark High contrast AI Disclaimer Previous Versions Blog Contribute Privacy Terms of Use Trademarks © Microsoft 2026 | 2026-01-13T08:48:22 |
https://www.suprsend.com/smtp-error-solution/smtp-error-459-solution-causes-and-error-message-syntax-in-your-email-server | SMTP Error 459 Solution, Causes and Error Message Syntax in Your Email Server Product FEATURES Template Engine Powerful template editors for all channels App Inbox Fully customizable inbox for your app & website Analytics Deep data insights on notification performance Logs Real-time notifications logs for all channels Smart Routing Reach users where they are Branding Seamlessly manage multi-brand customization Workflows Craft complex notification workflows Bifrost Run notifications natively on data warehouse Preferences Develop user focused notifications Integrations Integrate any channel and provider within mins Solutions BY USECASES Transactional Real-time alerts like authentication, activity updates Batching & Digest Aggregate multiple alerts into one Collaboration & Action Alerts on cross-user activity Scheduled Notifications One-time or recurring alerts like reminders Multi-tenant Alerts tailored to your customer's preferences Announcement / Newsletters Feature releases, achievements, product & policy updates Pricing Docs Customers Blog Login Get Started For Free Login Sign up SMTP Error 459 What causes this error and solutions TABLE OF CONTENTS SMTP Error 459 typically occurs when a detailed error message is not provided, making it challenging to deduce the exact cause. However, users within the SMTP community have identified common reasons for this error, including invalid recipient emails or sender IP/email being on a deny list. What's Causing This SMTP Error 459: The SMTP error 459 can be attributed to: Invalid recipient email. Sender's email sending IP or email being on a deny list. How to Resolve SMTP Error 459 - Step-by-Step Solution: As the error message is generic and lacks specificity, here are steps you can take to troubleshoot and potentially resolve the issue: Verify Email Address: Ensure the recipient email address is valid and accurately entered. Verify IP Blacklist: Check if your sender IP is listed on a deny list using tools like MxToolbox. If your IP is listed, contact the relevant Domain Name System-based blocklist service and request removal of your IP from their deny list. By following these steps, you can attempt to address SMTP Error 459, especially in environments like phpmailer and Jenkins. Say Goodbye to all SMTP Errors in Development SuprSend eliminates the need to build and configure email servers from scratch, ensuring you steer clear of SMTP errors. Here's how SuprSend would work for your application, building a reliable notification system. Get Started For Free Share this blog on: Written by: Sanjeev Kumar Engineering, SuprSend Get a powerful notification engine with SuprSend Build smart notifications across channels in minutes with a single API and frontend components Get started for free Say Goodbye to all SMTP Errors in Development SuprSend eliminates the need to build and configure email servers from scratch, ensuring you steer clear of SMTP errors. Here's how SuprSend would work for your application, building a reliable notification system. Get Started For Free More to explore Error: SMTP is not working on the server Error: Suddenlink SMTP Server Not Working Error - SMTP not working in python Error: SMTP mail not Working Error: SMTP Error Could not authenticate SMTP Connect Error 10060 SMTP Error from Remote Mail Server After End of Data SMTP Error: Data Not Accepted SMTP Error 554 SMTP Error 553 Implement a powerful stack for your notifications Get Started For Free Book Demo Company About us Signup Login Integrations Pricing Security Privacy Terms Contact Us Support SuprSend for Startups API Status Sign Up Channels Email SMS Notification Inbox Android Push iOS Push Web Push Xiaomi Push Whatsapp SDK Python SDK Node.js SDK Java SDK Android SDK React Native SDK iOS SDK Flutter SDK Go SDK Resources Documentation Changelog Blogs Write for us SMTP Error Codes SMS Providers Comparisons Email Providers Comparisons SMS Providers Alternatives Join us on Slack We are building a community of developers and product builders from across the globe to make notifications a pleasant experience. © 2025 All rights reserved. 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Marketing Essential These items are used to deliver advertising that is more relevant to you and your interests. They may also be used to limit the number of times you see an advertisement and measure the effectiveness of advertising campaigns. Advertising networks usually place them with the website operator’s permission. Personalization Essential These items allow the website to remember choices you make (such as your user name, language, or the region you are in) and provide enhanced, more personal features. For example, a website may provide you with local weather reports or traffic news by storing data about your current location. Analytics Essential These items help the website operator understand how its website performs, how visitors interact with the site, and whether there may be technical issues. This storage type usually doesn’t collect information that identifies a visitor. Confirm my preferences and close | 2026-01-13T08:48:22 |
https://www.suprsend.com/smtp-error-solution/smtp-error-455-solution-causes-and-error-message-syntax-in-your-email-server | SMTP Error 455 Solution, Causes and Error Message Syntax in Your Email Server Product FEATURES Template Engine Powerful template editors for all channels App Inbox Fully customizable inbox for your app & website Analytics Deep data insights on notification performance Logs Real-time notifications logs for all channels Smart Routing Reach users where they are Branding Seamlessly manage multi-brand customization Workflows Craft complex notification workflows Bifrost Run notifications natively on data warehouse Preferences Develop user focused notifications Integrations Integrate any channel and provider within mins Solutions BY USECASES Transactional Real-time alerts like authentication, activity updates Batching & Digest Aggregate multiple alerts into one Collaboration & Action Alerts on cross-user activity Scheduled Notifications One-time or recurring alerts like reminders Multi-tenant Alerts tailored to your customer's preferences Announcement / Newsletters Feature releases, achievements, product & policy updates Pricing Docs Customers Blog Login Get Started For Free Login Sign up SMTP Error 455 What causes this error and solutions TABLE OF CONTENTS SMTP Error 455 is a permanent or "5xx" error code returned by a mail server, indicating the rejection of an incoming email message due to specific policy violations or other reasons. Unlike transient errors, SMTP Error 455 signifies a persistent issue that requires addressing the underlying problem. SMTP Error 455 Examples: "455 5.7.1 Content blocked due to policy violations. Email flagged as spam." "455 5.1.0 Sender's domain blacklisted for abusive behavior. Contact administrator for removal." "455 5.5.2 Invalid recipient address recipient@example.com. Check recipient details." What's Causing This Error? SMTP Error 455 can stem from various reasons, including: Content policy violations: The email message contains content that breaches the recipient server's policies, such as spam, malware, or prohibited file types. Sender reputation issues: The sender's email address or domain has a poor reputation, possibly due to previous policy violations or spammy behavior. Invalid recipient address: The recipient's email address provided in the "RCPT TO" command or the "To:" field of the email message does not correspond to a valid email account or mailbox. How to Resolve SMTP Error 455? To address SMTP Error 455, follow these steps: Review email content: Ensure that the email message content complies with the recipient server's policies. Remove or modify any content that may be flagged as spam or malicious. Improve sender reputation: Address any issues related to the sender's reputation by adhering to email best practices and policies. Avoid sending spam or engaging in spammy behavior. Verify recipient address: Ensure that the recipient's email address is spelled correctly, is complete, and corresponds to a valid email account or mailbox. Say Goodbye to all SMTP Errors in Development SuprSend eliminates the need to build and configure email servers from scratch, ensuring you steer clear of SMTP errors. Here's how SuprSend would work for your application, building a reliable notification system. Get Started For Free Share this blog on: Written by: Sanjeev Kumar Engineering, SuprSend Get a powerful notification engine with SuprSend Build smart notifications across channels in minutes with a single API and frontend components Get started for free Say Goodbye to all SMTP Errors in Development SuprSend eliminates the need to build and configure email servers from scratch, ensuring you steer clear of SMTP errors. Here's how SuprSend would work for your application, building a reliable notification system. Get Started For Free More to explore Error: SMTP is not working on the server Error: Suddenlink SMTP Server Not Working Error - SMTP not working in python Error: SMTP mail not Working Error: SMTP Error Could not authenticate SMTP Connect Error 10060 SMTP Error from Remote Mail Server After End of Data SMTP Error: Data Not Accepted SMTP Error 554 SMTP Error 553 Implement a powerful stack for your notifications Get Started For Free Book Demo Company About us Signup Login Integrations Pricing Security Privacy Terms Contact Us Support SuprSend for Startups API Status Sign Up Channels Email SMS Notification Inbox Android Push iOS Push Web Push Xiaomi Push Whatsapp SDK Python SDK Node.js SDK Java SDK Android SDK React Native SDK iOS SDK Flutter SDK Go SDK Resources Documentation Changelog Blogs Write for us SMTP Error Codes SMS Providers Comparisons Email Providers Comparisons SMS Providers Alternatives Join us on Slack We are building a community of developers and product builders from across the globe to make notifications a pleasant experience. © 2025 All rights reserved. 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Marketing Essential These items are used to deliver advertising that is more relevant to you and your interests. They may also be used to limit the number of times you see an advertisement and measure the effectiveness of advertising campaigns. Advertising networks usually place them with the website operator’s permission. Personalization Essential These items allow the website to remember choices you make (such as your user name, language, or the region you are in) and provide enhanced, more personal features. For example, a website may provide you with local weather reports or traffic news by storing data about your current location. Analytics Essential These items help the website operator understand how its website performs, how visitors interact with the site, and whether there may be technical issues. This storage type usually doesn’t collect information that identifies a visitor. Confirm my preferences and close | 2026-01-13T08:48:22 |
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Latest News from the Heroku Blog Heroku AI: Accelerating AI Development With New Models, Performance Improvements, and Messages API News Last Updated: December 18, 2025 Anush DSouza This month marks significant expansion for Heroku Managed Inference and Agents , directly accelerating our AI PaaS framework. We’re announcing a substantial addition to our model catalog , providing access to leading proprietary AI models such as Claude Opus 4.5,… Heroku AI: The AI PaaS for Modern Apps Build intelligent applications with managed inference and agents Get Started Now A streamlined platform for building AI-powered apps Heroku is your gateway to building, deploying, and scaling AI-powered applications without the operational complexity. As an AI PaaS, Heroku gives developers the infrastructure, tools, and managed services needed to bring AI apps to life faster. We go beyond the basics by unifying model inference, agents, and seamless interoperability with tools like MCP—all within the trusted Heroku developer experience, with our hallmark simplicity. Heroku brings together the core building blocks needed for AI development: Easy integration of AI models Support for agentic workflows Interoperability between AI and Heroku’s dynamic infrastructure Extensibility through tools like MCP With familiar features like Pipelines and Review Apps, Heroku helps teams iterate quickly and scale AI apps with confidence—backed by the ease, flexibility, and reliability Heroku is known for. Heroku Managed Inference and Agents Build intelligent apps with Heroku Managed Inference and Agents. Access top AI models using a production-ready API, with just a few CLI commands. Heroku Managed Inference and Agents supports a curated set of popular frameworks and models, optimized for performance and cost-efficiency—so you can focus on building, not managing infrastructure. Explore Heroku Managed Inference and Agents MCP (Model Context Protocol) on Heroku Heroku’s MCP Toolkits provide a unified gateway to deploy and manage multiple MCP servers on Heroku. This gives agentic systems like Claude Desktop, Cursor and Heroku Managed Inference and Agents a consistent interface to call APIs and interact with resources, whether they’re running on Heroku or elsewhere. This approach streamlines tool integration, reduces operational overhead, and ensures secure, scalable access to both internal and external services. Explore MCP on Heroku pgvector for Heroku Postgres Enhance your AI applications with vector similarity search using the pgvector extension on Heroku Postgres. Store embeddings, run semantic queries, and power use cases like RAG (retrieval augmented generation) and recommendations—all within your trusted database. Explore pgvector for Heroku Postgres How it works Heroku, a comprehensive AI PaaS, integrates powerful components to bring intelligent capabilities to your application seamlessly. Heroku Managed Inference and Agents provides a comprehensive ecosystem for connecting AI to your application: inference models from top AI providers, embedding generation, vector storage with pgvector for Heroku Postgres and agentic tool calling with MCP – all within Heroku’s trusted infrastructure. Your apps, made smarter Heroku AI is designed for building cloud-native and AI-powered applications and services, accelerating delivery of agentic workflows at scale. Secure, scalable infrastructure Heroku AI runs on Heroku’s proven platform infrastructure, trusted by developers to deploy and scale applications reliably and securely. Whether you’re running a single agent or scaling to thousands, you benefit from Heroku’s mature runtime, built-in security features, and seamless operational experience—all while having access to leading AI models from the world’s top AI providers. Integrated with Heroku developer experience Heroku AI extends the trusted Heroku developer experience to AI use cases. Reduce IT complexity with an integrated platform experience that includes infrastructure, runtime, application, managed inference, agents, AI-native workflows, and developer services. Confidently build and ship AI-powered apps across environments, at scale. Open standards, interoperable tools Heroku AI gives you access to leading AI models, optimized for a range of agentic workflows. It’s built for flexibility—supporting a variety of models, libraries, and development tools—so you can integrate seamlessly with your team’s existing frameworks and build intelligent, responsive applications faster. Get Started Now Heroku AI is ideal for Product teams adding AI-driven features Simplify AI integration. Heroku’s managed platform handles the complexities of inference and agents, freeing up product teams to concentrate on core features. Engineers looking for access to powerful foundation models Get to production faster. Heroku AI services enable you to easily leverage a variety of AI models tailored to your application needs, removing infrastructure hurdles so you can integrate AI into your applications with speed and confidence. Startups iterating fast leveraging managed infrastructure Unleash your AI innovation. Heroku AI services lets you quickly deploy and iterate on intelligent features without infrastructure bottlenecks slowing you down. Enterprises integrating AI into cloud-native architectures Achieve enterprise-grade AI scalability. Built on a next-generation AI PaaS, Heroku AI ensures reliable performance for your critical AI-powered applications at any scale. I was able to get access to using Heroku Managed Inference and Agents and ‘boom’ I’ve got a model running immediately that I can attach to my app and instantly start interacting with and it uses the OpenAI APIs. So all the existing SDKs just work. It saves me so much time and headache. So I can now go and actually run some of these experiments that are critical for some of our new products. Freedom Dumlao Chief Technology Officer, Vestmark Resources Heroku Managed Inference and Agents docs Heroku Managed Inference and Agents Add-on API docs Heroku Managed Inference and Agents Add-on CLI Commands Heroku Managed Inference and Agents Add-on Quick Start Guides Heroku Managed Inference and Agents Available Models docs Heroku Platform MCP Server docs Working with MCP on Heroku pgvector on Heroku Postgres docs Ready to start building with Heroku AI? 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https://www.suprsend.com/smtp-error-solution/smtp-error-533-solution-causes-and-error-message-syntax-in-your-email-server | SMTP Error 533 Solution, Causes and Error Message Syntax in Your Email Server Product FEATURES Template Engine Powerful template editors for all channels App Inbox Fully customizable inbox for your app & website Analytics Deep data insights on notification performance Logs Real-time notifications logs for all channels Smart Routing Reach users where they are Branding Seamlessly manage multi-brand customization Workflows Craft complex notification workflows Bifrost Run notifications natively on data warehouse Preferences Develop user focused notifications Integrations Integrate any channel and provider within mins Solutions BY USECASES Transactional Real-time alerts like authentication, activity updates Batching & Digest Aggregate multiple alerts into one Collaboration & Action Alerts on cross-user activity Scheduled Notifications One-time or recurring alerts like reminders Multi-tenant Alerts tailored to your customer's preferences Announcement / Newsletters Feature releases, achievements, product & policy updates Pricing Docs Customers Blog Login Get Started For Free Login Sign up SMTP Error 533 What causes this error and solutions TABLE OF CONTENTS SMTP Error 522, encountered in PHPMailer or Jenkins, arises when the recipient's email server declines the inbound email due to diverse factors. These may include an incorrect recipient address, a saturated mailbox, technical glitches within the recipient's email server, or the sender's IP address being blacklisted. What are the cases covered in SMTP Error 533? Case 1: "522 5.1.0 recipient@example.com: Recipient address rejected. Please verify the recipient's email address." Case 2: "522 5.2.2 recipient@example.com: The recipient's mailbox is full. Delivery temporarily suspended." Case 3: "522 5.7.0 recipient@example.com: The recipient's email server is experiencing technical issues. Delivery delayed." Case 4: "522 5.7.1 Sender IP address is blocklisted. Email delivery denied. Please contact your email service provider to resolve the issue." What's Causing This Error SMTP error 522 is often triggered when the client's IP address is found on a blocklist maintained by the recipient's email server or due to the server's security protocols. The blocklisting of IP addresses commonly stems from engaging in activities deemed malicious or suspicious. Sending bulk emails or conducting marketing campaigns are among the primary actions that can lead to an IP address being blocklisted. Solution - Here's How To Resolve It To address this problem effectively, it is imperative to verify with the recipient's email server whether the client's IP address is flagged on any blocklists or obstructed by security measures. If the IP address is identified on a global or public blocklist, the client should commence an appeal process to request its removal. Say Goodbye to all SMTP Errors in Development SuprSend eliminates the need to build and configure email servers from scratch, ensuring you steer clear of SMTP errors. Here's how SuprSend would work for your application, building a reliable notification system. Get Started For Free Share this blog on: Written by: Sanjeev Kumar Engineering, SuprSend Get a powerful notification engine with SuprSend Build smart notifications across channels in minutes with a single API and frontend components Get started for free Say Goodbye to all SMTP Errors in Development SuprSend eliminates the need to build and configure email servers from scratch, ensuring you steer clear of SMTP errors. Here's how SuprSend would work for your application, building a reliable notification system. Get Started For Free More to explore Error: SMTP is not working on the server Error: Suddenlink SMTP Server Not Working Error - SMTP not working in python Error: SMTP mail not Working Error: SMTP Error Could not authenticate SMTP Connect Error 10060 SMTP Error from Remote Mail Server After End of Data SMTP Error: Data Not Accepted SMTP Error 554 SMTP Error 553 Implement a powerful stack for your notifications Get Started For Free Book Demo Company About us Signup Login Integrations Pricing Security Privacy Terms Contact Us Support SuprSend for Startups API Status Sign Up Channels Email SMS Notification Inbox Android Push iOS Push Web Push Xiaomi Push Whatsapp SDK Python SDK Node.js SDK Java SDK Android SDK React Native SDK iOS SDK Flutter SDK Go SDK Resources Documentation Changelog Blogs Write for us SMTP Error Codes SMS Providers Comparisons Email Providers Comparisons SMS Providers Alternatives Join us on Slack We are building a community of developers and product builders from across the globe to make notifications a pleasant experience. © 2025 All rights reserved. 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https://www.suprsend.com/smtp-error-solution/smtp-error-data-not-accepted---causes-and-solution | SMTP Error: Data Not Accepted - Causes and Solution Product FEATURES Template Engine Powerful template editors for all channels App Inbox Fully customizable inbox for your app & website Analytics Deep data insights on notification performance Logs Real-time notifications logs for all channels Smart Routing Reach users where they are Branding Seamlessly manage multi-brand customization Workflows Craft complex notification workflows Bifrost Run notifications natively on data warehouse Preferences Develop user focused notifications Integrations Integrate any channel and provider within mins Solutions BY USECASES Transactional Real-time alerts like authentication, activity updates Batching & Digest Aggregate multiple alerts into one Collaboration & Action Alerts on cross-user activity Scheduled Notifications One-time or recurring alerts like reminders Multi-tenant Alerts tailored to your customer's preferences Announcement / Newsletters Feature releases, achievements, product & policy updates Pricing Docs Customers Blog Login Get Started For Free Login Sign up SMTP Error: Data Not Accepted What causes this error and solutions TABLE OF CONTENTS This error message signifies that the email server rejected your message due to a mismatch between the "From" email address and the SMTP username (phpmailer, jenkins). What Triggers This Error? This issue commonly arises when using third-party plugins that send emails with their default email addresses, which often differ from the actual SMTP username. Resolving the "SMTP Error: Data Not Accepted" To fix this error, ensure that the "From" email address in your email message matches the username you're using for SMTP authentication (phpmailer, jenkins). While some default settings might not enforce this alignment, you can often configure the system to force the "From" address to match the SMTP username . Say Goodbye to all SMTP Errors in Development SuprSend eliminates the need to build and configure email servers from scratch, ensuring you steer clear of SMTP errors. Here's how SuprSend would work for your application, building a reliable notification system. Get Started For Free Share this blog on: Written by: Sanjeev Kumar Engineering, SuprSend Get a powerful notification engine with SuprSend Build smart notifications across channels in minutes with a single API and frontend components Get started for free Say Goodbye to all SMTP Errors in Development SuprSend eliminates the need to build and configure email servers from scratch, ensuring you steer clear of SMTP errors. Here's how SuprSend would work for your application, building a reliable notification system. Get Started For Free More to explore Error: SMTP is not working on the server Error: Suddenlink SMTP Server Not Working Error - SMTP not working in python Error: SMTP mail not Working Error: SMTP Error Could not authenticate SMTP Connect Error 10060 SMTP Error from Remote Mail Server After End of Data SMTP Error 554 SMTP Error 553 SMTP Error 556 Implement a powerful stack for your notifications Get Started For Free Book Demo Company About us Signup Login Integrations Pricing Security Privacy Terms Contact Us Support SuprSend for Startups API Status Sign Up Channels Email SMS Notification Inbox Android Push iOS Push Web Push Xiaomi Push Whatsapp SDK Python SDK Node.js SDK Java SDK Android SDK React Native SDK iOS SDK Flutter SDK Go SDK Resources Documentation Changelog Blogs Write for us SMTP Error Codes SMS Providers Comparisons Email Providers Comparisons SMS Providers Alternatives Join us on Slack We are building a community of developers and product builders from across the globe to make notifications a pleasant experience. © 2025 All rights reserved. SuprStack Inc. By clicking “Accept All Cookies” , you agree to the storing of cookies on your device to enhance site navigation, analyze site usage, and assist in our marketing efforts. View our Privacy Policy for more information. Preferences Deny Accept Privacy Preference Center When you visit websites, they may store or retrieve data in your browser. This storage is often necessary for the basic functionality of the website. The storage may be used for marketing, analytics, and personalization of the site, such as storing your preferences. Privacy is important to us, so you have the option of disabling certain types of storage that may not be necessary for the basic functioning of the website. Blocking categories may impact your experience on the website. Reject all cookies Allow all cookies Manage Consent Preferences by Category Essential Always Active These items are required to enable basic website functionality. 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https://www.suprsend.com/smtp-error-solution/smtp-error-431-solution-causes-and-error-message-syntax-in-your-email-server | SMTP Error 431 Solution, Causes and Error Message Syntax in Your Email Server Product FEATURES Template Engine Powerful template editors for all channels App Inbox Fully customizable inbox for your app & website Analytics Deep data insights on notification performance Logs Real-time notifications logs for all channels Smart Routing Reach users where they are Branding Seamlessly manage multi-brand customization Workflows Craft complex notification workflows Bifrost Run notifications natively on data warehouse Preferences Develop user focused notifications Integrations Integrate any channel and provider within mins Solutions BY USECASES Transactional Real-time alerts like authentication, activity updates Batching & Digest Aggregate multiple alerts into one Collaboration & Action Alerts on cross-user activity Scheduled Notifications One-time or recurring alerts like reminders Multi-tenant Alerts tailored to your customer's preferences Announcement / Newsletters Feature releases, achievements, product & policy updates Pricing Docs Customers Blog Login Get Started For Free Login Sign up SMTP Error 431 What causes this error and solutions TABLE OF CONTENTS SMTP Error 431 is a transient or "4xx" error code returned by a mail server, indicating a temporary issue that prevents the server from accepting the email message. This error suggests that the sending server should retry for successful email delivery at a later time. What's Causing This SMTP Error 431: SMTP Error 431 may be caused by various temporary issues, including: Server Congestion: The mail server is currently handling a high volume of incoming email traffic, leading to delays in processing new messages. Rate Limiting: The server may impose limits on the number of emails a sender can send within a specific time frame. Exceeding this limit can result in a 431 error. Greylisting: Some mail servers use greylisting as a spam-fighting technique. An initial rejection with a 431 error occurs when an unknown sender attempts to send an email. Legitimate senders will retry the delivery after a delay, and the email will be accepted. Temporary Server Issues: Server hardware or software issues, network problems, or other transient problems can lead to SMTP error 431. How to Resolve SMTP Error 431 - Step-by-Step Solution: To resolve SMTP Error 431, follow these steps: Wait and Retry: This error is typically temporary. Wait and retry the email delivery later, allowing the receiving server time to handle the message. Check for Rate Limits: Ensure you are not exceeding any rate limits imposed by the receiving server, especially if sending a high volume of emails. Consider spreading out your email sending over a longer period. Investigate Server Issues: If encountering SMTP error 431 consistently, the recipient's mail server may be experiencing server issues. Contact the recipient's email administrator for assistance. SMTP Error 431 Examples: "431 Service temporarily unavailable. Please try again later." "431 Rate limit exceeded for sender@example.com. Try again in an hour." "431 Greylisted - Retry email delivery in 15 minutes." "431 4.3.2 Server experiencing temporary issues. Email delivery delayed." By addressing the underlying causes and following these steps, you can effectively resolve SMTP Error 431 in both phpmailer and Jenkins environments. Say Goodbye to all SMTP Errors in Development SuprSend eliminates the need to build and configure email servers from scratch, ensuring you steer clear of SMTP errors. Here's how SuprSend would work for your application, building a reliable notification system. Get Started For Free Share this blog on: Written by: Sanjeev Kumar Engineering, SuprSend Get a powerful notification engine with SuprSend Build smart notifications across channels in minutes with a single API and frontend components Get started for free Say Goodbye to all SMTP Errors in Development SuprSend eliminates the need to build and configure email servers from scratch, ensuring you steer clear of SMTP errors. Here's how SuprSend would work for your application, building a reliable notification system. Get Started For Free More to explore Error: SMTP is not working on the server Error: Suddenlink SMTP Server Not Working Error - SMTP not working in python Error: SMTP mail not Working Error: SMTP Error Could not authenticate SMTP Connect Error 10060 SMTP Error from Remote Mail Server After End of Data SMTP Error: Data Not Accepted SMTP Error 554 SMTP Error 553 Implement a powerful stack for your notifications Get Started For Free Book Demo Company About us Signup Login Integrations Pricing Security Privacy Terms Contact Us Support SuprSend for Startups API Status Sign Up Channels Email SMS Notification Inbox Android Push iOS Push Web Push Xiaomi Push Whatsapp SDK Python SDK Node.js SDK Java SDK Android SDK React Native SDK iOS SDK Flutter SDK Go SDK Resources Documentation Changelog Blogs Write for us SMTP Error Codes SMS Providers Comparisons Email Providers Comparisons SMS Providers Alternatives Join us on Slack We are building a community of developers and product builders from across the globe to make notifications a pleasant experience. © 2025 All rights reserved. SuprStack Inc. By clicking “Accept All Cookies” , you agree to the storing of cookies on your device to enhance site navigation, analyze site usage, and assist in our marketing efforts. View our Privacy Policy for more information. Preferences Deny Accept Privacy Preference Center When you visit websites, they may store or retrieve data in your browser. This storage is often necessary for the basic functionality of the website. The storage may be used for marketing, analytics, and personalization of the site, such as storing your preferences. Privacy is important to us, so you have the option of disabling certain types of storage that may not be necessary for the basic functioning of the website. Blocking categories may impact your experience on the website. Reject all cookies Allow all cookies Manage Consent Preferences by Category Essential Always Active These items are required to enable basic website functionality. Marketing Essential These items are used to deliver advertising that is more relevant to you and your interests. They may also be used to limit the number of times you see an advertisement and measure the effectiveness of advertising campaigns. Advertising networks usually place them with the website operator’s permission. Personalization Essential These items allow the website to remember choices you make (such as your user name, language, or the region you are in) and provide enhanced, more personal features. For example, a website may provide you with local weather reports or traffic news by storing data about your current location. Analytics Essential These items help the website operator understand how its website performs, how visitors interact with the site, and whether there may be technical issues. This storage type usually doesn’t collect information that identifies a visitor. Confirm my preferences and close | 2026-01-13T08:48:22 |
https://www.suprsend.com/smtp-error-solution/error-smtp-error-could-not-authenticate---causes-and-solutions | Error: SMTP Error Could not authenticate - Causes and Solutions Product FEATURES Template Engine Powerful template editors for all channels App Inbox Fully customizable inbox for your app & website Analytics Deep data insights on notification performance Logs Real-time notifications logs for all channels Smart Routing Reach users where they are Branding Seamlessly manage multi-brand customization Workflows Craft complex notification workflows Bifrost Run notifications natively on data warehouse Preferences Develop user focused notifications Integrations Integrate any channel and provider within mins Solutions BY USECASES Transactional Real-time alerts like authentication, activity updates Batching & Digest Aggregate multiple alerts into one Collaboration & Action Alerts on cross-user activity Scheduled Notifications One-time or recurring alerts like reminders Multi-tenant Alerts tailored to your customer's preferences Announcement / Newsletters Feature releases, achievements, product & policy updates Pricing Docs Customers Blog Login Get Started For Free Login Sign up Error: SMTP Error Could not authenticate What causes this error and solutions TABLE OF CONTENTS The error "SMTP error: could not authenticate" indicates a failure to authenticate with the SMTP (Simple Mail Transfer Protocol) server while attempting to send an email. SMTP authentication is a mechanism used to verify the identity of the sender, typically requiring a username and password. What's Causing This Error Inaccurate login credentials supplied by users Overlooking mandatory multi-factor authentication checks User oversight concerning SMTP setting arrangements. Solution - Here's How To Resolve It Users need to ascertain their employed credentials remain correct. Users ought to guarantee completion of every multi-factor authentication challenge. Users must corroborate the presence of authentic SMTP configurations within their clients containing the following essential components: - Email server address - Designated Transport Layer Security (TLS)/Secure Sockets Layer (SSL) port numbers where relevant Say Goodbye to all SMTP Errors in Development SuprSend eliminates the need to build and configure email servers from scratch, ensuring you steer clear of SMTP errors. Here's how SuprSend would work for your application, building a reliable notification system. Get Started For Free Share this blog on: Written by: Sanjeev Kumar Engineering, SuprSend Get a powerful notification engine with SuprSend Build smart notifications across channels in minutes with a single API and frontend components Get started for free Say Goodbye to all SMTP Errors in Development SuprSend eliminates the need to build and configure email servers from scratch, ensuring you steer clear of SMTP errors. Here's how SuprSend would work for your application, building a reliable notification system. Get Started For Free More to explore Error: SMTP is not working on the server Error: Suddenlink SMTP Server Not Working Error - SMTP not working in python Error: SMTP mail not Working SMTP Connect Error 10060 SMTP Error from Remote Mail Server After End of Data SMTP Error: Data Not Accepted SMTP Error 554 SMTP Error 553 SMTP Error 556 Implement a powerful stack for your notifications Get Started For Free Book Demo Company About us Signup Login Integrations Pricing Security Privacy Terms Contact Us Support SuprSend for Startups API Status Sign Up Channels Email SMS Notification Inbox Android Push iOS Push Web Push Xiaomi Push Whatsapp SDK Python SDK Node.js SDK Java SDK Android SDK React Native SDK iOS SDK Flutter SDK Go SDK Resources Documentation Changelog Blogs Write for us SMTP Error Codes SMS Providers Comparisons Email Providers Comparisons SMS Providers Alternatives Join us on Slack We are building a community of developers and product builders from across the globe to make notifications a pleasant experience. © 2025 All rights reserved. SuprStack Inc. By clicking “Accept All Cookies” , you agree to the storing of cookies on your device to enhance site navigation, analyze site usage, and assist in our marketing efforts. View our Privacy Policy for more information. Preferences Deny Accept Privacy Preference Center When you visit websites, they may store or retrieve data in your browser. This storage is often necessary for the basic functionality of the website. The storage may be used for marketing, analytics, and personalization of the site, such as storing your preferences. Privacy is important to us, so you have the option of disabling certain types of storage that may not be necessary for the basic functioning of the website. Blocking categories may impact your experience on the website. Reject all cookies Allow all cookies Manage Consent Preferences by Category Essential Always Active These items are required to enable basic website functionality. Marketing Essential These items are used to deliver advertising that is more relevant to you and your interests. They may also be used to limit the number of times you see an advertisement and measure the effectiveness of advertising campaigns. Advertising networks usually place them with the website operator’s permission. Personalization Essential These items allow the website to remember choices you make (such as your user name, language, or the region you are in) and provide enhanced, more personal features. For example, a website may provide you with local weather reports or traffic news by storing data about your current location. Analytics Essential These items help the website operator understand how its website performs, how visitors interact with the site, and whether there may be technical issues. This storage type usually doesn’t collect information that identifies a visitor. Confirm my preferences and close | 2026-01-13T08:48:22 |
https://www.suprsend.com/smtp-error-solution/smtp-error-510-solution-causes-and-error-message-syntax-in-your-email-server | SMTP Error 510 Solution, Causes and Error Message Syntax in Your Email Server Product FEATURES Template Engine Powerful template editors for all channels App Inbox Fully customizable inbox for your app & website Analytics Deep data insights on notification performance Logs Real-time notifications logs for all channels Smart Routing Reach users where they are Branding Seamlessly manage multi-brand customization Workflows Craft complex notification workflows Bifrost Run notifications natively on data warehouse Preferences Develop user focused notifications Integrations Integrate any channel and provider within mins Solutions BY USECASES Transactional Real-time alerts like authentication, activity updates Batching & Digest Aggregate multiple alerts into one Collaboration & Action Alerts on cross-user activity Scheduled Notifications One-time or recurring alerts like reminders Multi-tenant Alerts tailored to your customer's preferences Announcement / Newsletters Feature releases, achievements, product & policy updates Pricing Docs Customers Blog Login Get Started For Free Login Sign up SMTP Error 510 What causes this error and solutions TABLE OF CONTENTS When you encounter SMTP error 510, it means your email cannot be delivered because the recipient's mailbox is full or unavailable . This permanent error (5xx) signifies the recipient's server can't accept your message. This error can occur in applications like phpmailer and jenkins when sending emails. What are the cases covered in SMTP Error 510? Common scenarios triggering SMTP Error 510: Mailbox Overload: The recipient's mailbox has reached its storage limit and cannot accommodate new emails (phpmailer, jenkins). Suspended Account: The recipient's email account has been temporarily or permanently disabled, making it inaccessible (jenkins). Email Routing Issues: Problems with email routing or domain configuration prevent delivery to the recipient's server (smtp-error-510). What’s Causing This SMTP Error 510 In Your Servers? Potential causes of SMTP Error 510: Recipient Mailbox Full: The recipient's mailbox has exceeded its storage quota, leaving no space for your email (phpmailer, jenkins). Suspended Recipient Account: The recipient's email account is temporarily or permanently suspended, blocking email reception (jenkins). Email Routing or Domain Issues: Problems with email routing or domain configuration hinder delivery to the recipient's server (smtp-error-510). How to Resolve SMTP Error 510 - Step-by-Step Solution Resolving SMTP Error 510: Contact the Recipient: Inform the recipient about the error and suggest actions like clearing mailbox space, reactivating their account, or addressing any access issues (phpmailer, jenkins). Verify Recipient Mailbox Status: Check if the recipient's mailbox is indeed full or their account is suspended. If suspended, they need to contact their email provider (phpmailer, jenkins). Investigate Routing or Domain Issues: If the error seems related to routing or domain configuration, contact the recipient's email administrator or hosting provider for assistance (smtp-error-510). Say Goodbye to all SMTP Errors in Development SuprSend eliminates the need to build and configure email servers from scratch, ensuring you steer clear of SMTP errors. Here's how SuprSend would work for your application, building a reliable notification system. Get Started For Free Share this blog on: Written by: Sanjeev Kumar Engineering, SuprSend Get a powerful notification engine with SuprSend Build smart notifications across channels in minutes with a single API and frontend components Get started for free Say Goodbye to all SMTP Errors in Development SuprSend eliminates the need to build and configure email servers from scratch, ensuring you steer clear of SMTP errors. Here's how SuprSend would work for your application, building a reliable notification system. Get Started For Free More to explore Error: SMTP is not working on the server Error: Suddenlink SMTP Server Not Working Error - SMTP not working in python Error: SMTP mail not Working Error: SMTP Error Could not authenticate SMTP Connect Error 10060 SMTP Error from Remote Mail Server After End of Data SMTP Error: Data Not Accepted SMTP Error 554 SMTP Error 553 Implement a powerful stack for your notifications Get Started For Free Book Demo Company About us Signup Login Integrations Pricing Security Privacy Terms Contact Us Support SuprSend for Startups API Status Sign Up Channels Email SMS Notification Inbox Android Push iOS Push Web Push Xiaomi Push Whatsapp SDK Python SDK Node.js SDK Java SDK Android SDK React Native SDK iOS SDK Flutter SDK Go SDK Resources Documentation Changelog Blogs Write for us SMTP Error Codes SMS Providers Comparisons Email Providers Comparisons SMS Providers Alternatives Join us on Slack We are building a community of developers and product builders from across the globe to make notifications a pleasant experience. © 2025 All rights reserved. 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https://docs.microsoft.com/en-us/dotnet/api/microsoft.spark.sql.sparksession?view=spark-dotnet | SparkSession Class (Microsoft.Spark.Sql) - .NET for Apache Spark | Microsoft Learn Skip to main content Skip to in-page navigation Skip to Ask Learn chat experience This browser is no longer supported. Upgrade to Microsoft Edge to take advantage of the latest features, security updates, and technical support. Download Microsoft Edge More info about Internet Explorer and Microsoft Edge Table of contents Exit editor mode Ask Learn Ask Learn Focus mode Language csharp vb fsharp Table of contents Read in English Add Add to plan Edit Share via Facebook x.com LinkedIn Email Print Note Access to this page requires authorization. You can try signing in or changing directories . Access to this page requires authorization. You can try changing directories . Summarize this article for me Spark Session Class Definition Namespace: Microsoft.Spark.Sql Assembly: Microsoft.Spark.dll Package: Microsoft.Spark v1.0.0 Important Some information relates to prerelease product that may be substantially modified before it’s released. Microsoft makes no warranties, express or implied, with respect to the information provided here. The entry point to programming Spark with the Dataset and DataFrame API. public sealed class SparkSession : IDisposable type SparkSession = class interface IDisposable Public NotInheritable Class SparkSession Implements IDisposable Inheritance Object SparkSession Implements IDisposable Properties Catalog Interface through which the user may create, drop, alter or query underlying databases, tables, functions etc. SparkContext Returns SparkContext object associated with this SparkSession. Methods Active() Returns the currently active SparkSession, otherwise the default one. If there is no default SparkSession, throws an exception. Builder() Creates a Builder object for SparkSession. ClearActiveSession() Clears the active SparkSession for current thread. Subsequent calls to GetOrCreate() will return the first created context instead of a thread-local override. ClearDefaultSession() Clears the default SparkSession that is returned by the builder. Conf() Runtime configuration interface for Spark. <remarks> This is the interface through which the user can get and set all Spark and Hadoop configurations that are relevant to Spark SQL. When getting the value of a config, this defaults to the value set in the underlying SparkContext, if any. </remarks> CreateDataFrame(IEnumerable<Boolean>) Creates a Dataframe given data as IEnumerable of type Boolean CreateDataFrame(IEnumerable<Date>) Creates a Dataframe given data as IEnumerable of type Date CreateDataFrame(IEnumerable<Double>) Creates a Dataframe given data as IEnumerable of type Double CreateDataFrame(IEnumerable<GenericRow>, StructType) Creates a DataFrame from an IEnumerable containing GenericRow s using the given schema. It is important to make sure that the structure of every GenericRow of the provided IEnumerable matches the provided schema. Otherwise, there will be runtime exception. CreateDataFrame(IEnumerable<Int32>) Creates a Dataframe given data as IEnumerable of type Int32 CreateDataFrame(IEnumerable<Nullable<Boolean>>) Creates a Dataframe given data as IEnumerable of type Nullable<T> CreateDataFrame(IEnumerable<Nullable<Double>>) Creates a Dataframe given data as IEnumerable of type Nullable<T> CreateDataFrame(IEnumerable<Nullable<Int32>>) Creates a Dataframe given data as IEnumerable of type Nullable<T> CreateDataFrame(IEnumerable<String>) Creates a Dataframe given data as IEnumerable of type String CreateDataFrame(IEnumerable<Timestamp>) Creates a Dataframe given data as IEnumerable of type Timestamp Dispose() Synonym for Stop(). ExecuteCommand(String, String, Dictionary<String,String>) Execute an arbitrary string command inside an external execution engine rather than Spark. This could be useful when user wants to execute some commands out of Spark. For example, executing custom DDL/DML command for JDBC, creating index for ElasticSearch, creating cores for Solr and so on. The command will be eagerly executed after this method is called and the returned DataFrame will contain the output of the command(if any). GetActiveSession() Returns the active SparkSession for the current thread, returned by the builder. GetDefaultSession() Returns the default SparkSession that is returned by the builder. NewSession() Start a new session with isolated SQL configurations, temporary tables, registered functions are isolated, but sharing the underlying SparkContext and cached data. Range(Int64, Int64, Int64, Int32) Creates a DataFrame with a single column named id, containing elements in a range from start to end (exclusive) with a step value, with partition number specified. Range(Int64, Int64, Int64) Creates a DataFrame with a single column named id, containing elements in a range from start to end (exclusive) with a step value. Range(Int64, Int64) Creates a DataFrame with a single column named id, containing elements in a range from start to end (exclusive) with step value 1. Range(Int64) Creates a DataFrame with a single column named id, containing elements in a range from 0 to end (exclusive) with step value 1. Read() Returns a DataFrameReader that can be used to read non-streaming data in as a DataFrame. ReadStream() Returns a DataStreamReader that can be used to read streaming data in as a DataFrame. SetActiveSession(SparkSession) Changes the SparkSession that will be returned in this thread when GetOrCreate() is called. This can be used to ensure that a given thread receives a SparkSession with an isolated session, instead of the global (first created) context. SetDefaultSession(SparkSession) Sets the default SparkSession that is returned by the builder. Sql(String) Executes a SQL query using Spark, returning the result as a DataFrame. Stop() Stops the underlying SparkContext. Streams() Returns a StreamingQueryManager that allows managing all the StreamingQuery instances active on this context. Table(String) Returns the specified table/view as a DataFrame. Udf() Returns UDFRegistraion object with which user-defined functions (UDF) can be registered. Extension Methods GetAssemblyInfo(SparkSession, Int32) Get the Microsoft.Spark.Utils.AssemblyInfoProvider.AssemblyInfo for the "Microsoft.Spark" assembly running on the Spark Driver and make a "best effort" attempt in determining the Microsoft.Spark.Utils.AssemblyInfoProvider.AssemblyInfo of "Microsoft.Spark.Worker" assembly on the Spark Executors. There is no guarantee that a Spark Executor will be run on all the nodes in a cluster. To increase the likelyhood, the spark conf spark.executor.instances and the numPartitions settings should be adjusted to a reasonable number relative to the number of nodes in the Spark cluster. 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https://open.spotify.com/show/6ntGFKgVK1vurtfFBCCwLq?si=raBf7B-ESSuD2jqhdRs9FA | Agile in Action with Bill Raymond | Podcast on Spotify Agile in Action with Bill Raymond Bill Raymond Follow The Agile in Action podcast is hosted by Bill Raymond and features top industry leaders who share how they are adopting agile techniques to gain a competitive edge. The show features authors, agile practitioners, and teams working in the trenches that are eager to share how they are delivering a high level of value to their customers. Bill is an award-winning speaker, agile transformation leader, consultant, author, and trainer. Bill runs two popular podcasts, the Agile in Action Podcast with Bill Raymond and the T-Suite Podcast. Bill is the CEO of Cambermast, a strategic business consulting firm that helps clients deliver their most critical projects. LinkedIn: https://www.linkedin.com/in/williamraymond Blog: https://www.cambermast.com Agile in Action: https://www.agileinaction.com 5 (9) Careers All Episodes AI in Learning and Development Watch on YouTube: https://youtu.be/MfImeEij4XY In this episode of the Agile and Action Podcast, Bill chats with Bhavneet Chahal, Co-founder and CEO of GoSkills, about how AI is reshaping online learning and development. Bhavneet shares how GoSkills took the bite-sized learning approach seriously way back in 2013 and why it still holds strong today. Instead of hour-long snoozefests, they focus on 3 to 5 minute lessons that come with cheat sheets, quizzes, and exercises. Bhav also explains how their platform integrates AI to help trainers build courses, generate lesson plans, and even make course titles pop. But she's quick to add that AI should assist, not replace, human quality and insight. The conversation dives into how AI isn't a threat to structured learning but actually helps enhance it. While ChatGPT and YouTube are great for quick answers, structured platforms like GoSkills offer guided learning that actually sticks. They've rolled out tools like Genie and Ask AI to boost productivity and personalize the learning experience without losing quality. Bhav shares her thoughts on how AI can help not just with content creation but also strategy, marketing, and even spotting hidden opportunities from raw data. Her hot tip for trainers and instructional designers: learn how to use AI to polish and sell your course, not just build it. What You'll Learn Why micro-learning still wins in adult education How AI can help you build and market better courses The difference between using AI for quick answers vs structured learning How GoSkills uses AI to find trends and shape future content Tips for trainers to stay competitive using AI tools in course design and promotion Jul 15, 2025 24 min Learn Agile and Scrum in Two Hours "How do you eat an elephant? One bite at a time. It's the same thing with projects." — Luke Pivac In this episode of the Agile in Action Podcast, Bill Raymond chats with Luke Pivac, co-author of Learn Agile and Scrum in Two Hours. They talk about why Agile is more about mindset than rigid frameworks, the shift from traditional project management to Agile practices, and how teams adapted to remote work during the pandemic. Luke shares his personal journey into Agile, why Scrum works, and how Agile principles help teams stay resilient, especially in uncertain times. What you will learn: ✅ Why a strong Agile mindset beats just following a framework ✅ How daily standups and retrospectives can transform a team's dynamics ✅ The difference between Agile and traditional project management (hint: flexibility wins) ✅ How Agile principles help teams adapt during crises (like COVID-19) ✅ How AI can complement Agile practices (but not replace human creativity and problem-solving) Luke on LinkedIn: https://www.linkedin.com/in/lukepivac Learn Agile and Scrum in 2 Hours: https://www.amazon.com/Learn-Agile-Scrum-Hours-Beginners/dp/0994169345 Jun 3, 2025 26 min Acknowledging change and acting: The case for project professionals In this Agile in Action Podcast episode, Professor Adam Boddison, CEO of the Association for Project Management (APM), discusses the evolving role of project professionals in a rapidly changing world. He emphasizes the critical importance of project professionals in delivering societal and organizational change, advocating for their broader recognition beyond technical roles to strategic leadership positions. The conversation touches on the need to redefine success in project management, the challenges posed by global talent shortages, the inclusion of agile methodologies under the project professional umbrella, and the value of stakeholder engagement, continuous learning, and benefit realization. Boddison also makes a case for integrating project management as a core component of leadership training and suggests that roles like Chief Operating Officer may need to evolve into Chief Project or Transformation Officers to better align with today's change-driven business landscape. What You Will Learn: The strategic role of project professionals: Why project professionals are more than just process experts—they are essential to executing organizational strategy and managing change effectively across sectors. The need to redefine project success: How modern project management requires focus on benefits realization and adaptability, rather than strict adherence to initial plans. Bridging the project profession and the C-suite: Why project management deserves a seat at the executive table and how roles like COO may need to evolve to reflect a greater emphasis on transformation. Building project capability and maturity: The importance of upskilling both intentional and "accidental" project professionals and using lessons learned to inform future projects. Relevant URLs: Association for Project Management (APM): https://www.apm.org.uk Agile in Action Podcast: https://agileinaction.com Adam Boddison on LinkedIn: https://www.linkedin.com/in/adamboddison May 20, 2025 29 min AI and Agile in Federally Regulated Robotics Prototyping 🎥 Watch now: https://youtu.be/yBw6bnP8YV0 Today, we are honored to have Captain Jon Haase on the podcast. Captain Jon Haase is a Navy Program Manager at the Navy Expeditionary Missions Program Office (or PMS 408) in NAVSEA and actively promotes AI readiness and innovation within the defense sector. In this episode, host Bill Raymond and Captain Jon Haase explore integrating AI and Agile methodologies to tackle the unique challenges in highly regulated federal government environments. They share real-world applications, touching on the latest trends in defense robotics and how AI technologies, field testing, and agility improve mission success rates. In this podcast, you will learn the following: ✅ How AI can enhance operational effectiveness and efficiency ✅ The impact of Agile methodologies in defense robotics projects ✅ Navigating the challenges of working in regulated government environments 🎉 How combining AI and Agile drives innovation in military robotics Sep 17, 2024 41 min Pivoting with Purpose: Navigating Successful Business Pivots 🎥 Watch now: https://youtu.be/XUv3SHoXgK0 Bill Raymond chats with Vazgen Tadevosyan and Edik Baghdasaryan about their bold move from running a consulting firm to developing their gaming product. This episode is a masterclass in navigating significant business shifts without losing focus. Vazgen and Edik dive deep into their journey, sharing the lessons learned from balancing consulting services with product development. From overcoming technical challenges to keeping their team motivated, they provide actionable insights for anyone considering a similar pivot or looking to succeed in a highly competitive industry. ✅ Discover the challenges of scaling and the importance of domain-specific expertise ✅ Learn how to maintain client trust while pivoting your business ✅ Hear how they tackled team dynamics and flexibility during their transition 🎉 Get inspired by their passion for gaming and how it fueled their new venture Aug 27, 2024 21 min Objective-driven Agility Jul 23, 2024 32 min Living with complexity and exploring the Cynefin framework 🎥 Watch Now: 🌪️ Living with complexity and an exploration of the Cynefin framework Douglas Squirrel, author of Agile Conversations, joins Bill Raymond on the Agile in Action podcast. Douglas discusses the misconceptions around agility in tech teams and the importance of experimentation in complex environments. Bill and Douglas discuss the benefits of rapid experimentation, handling complexity and chaos, and avoiding common pitfalls in software development. In this podcast, you will learn the following: ✅ The Cynefin framework for managing complexity ✅ The importance of experimentation in software teams ✅ How to avoid common development pitfalls 🎉 Strategies to make tech teams more profitable Jun 25, 2024 34 min Avoid traps along the value trail 🎥 Watch now: https://youtu.be/N9u-dsvOhSU Are you feeling trapped because your product is not delivering value? Guest David Pereira shares how to untrap your team by prioritizing customer needs and behaviors over backlog grooming, focusing on adding value. David and Bill will equip you with practical, actionable tips and strategies. You'll learn how to measure the value delivered by a product or feature and why having honest conversations with customers is crucial to gaining a deeper understanding of their needs. Untrapping your product teams and creating products that deliver value will become a tangible goal. In this podcast, you will learn: ✅ How to understand customer needs and behaviors ✅ Strategies for prioritizing features ✅ The importance of incremental change over perfection 🚀 Untrap your product teams to re-focus on value For this podcast's transcript, to reach David, and much more, visit the Agile in Action website: https://agileinaction.com May 27, 2024 28 min Scaling AI Product Teams 🎥 Watch on YouTube: https://youtu.be/gw4zl-cYiao 🤔 Running an AI project? Be prepared to think a little differently. Bill Raymond interviews Paolo Sammicheli, author of Scrum in AI. They discuss the unique differences between typical software development and AI product teams. Paolo shares insights on building AI models, the importance of diverse skills in AI teams, challenges in data preparation, the role of product ownership in AI projects, and using Scrum patterns for scaling effectively. In this podcast, you will learn the following: ✅ The difference between software and AI teams ✅ The importance of subject matter expertise in AI teams ✅ The cross-functional nature of AI teams 🎉 How to effectively scale and manage Scrum AI teams To contact Paolo, access transcripts, and much more, visit: https://agileinaction.com/agile-in-action-podcast/2024/04/30/scaling-ai-product-teams.html Apr 30, 2024 28 min Can Agile Transform Non-Software Teams Too? 🎥 Watch on YouTube: https://youtu.be/FoTL1KKyRws Gil Broza shares how Non-software teams can use agile principles to transform how they deliver customer value. In this podcast, you will learn the following: ✅ How Agile principles apply to non-software teams ✅ Common challenges and solutions for implementing Agile outside of tech ✅ Strategies for fostering an Agile mindset in any team 🎉 The transformative power of Agile for team dynamics and project management Use the following link to receive a free chapter of Gil's book, contact Gil, read the transcription, and much more: https://agileinaction.com/agile-in-action-podcast/2024/04/16/can-agile-transform-non-software-teams-too.html Apr 16, 2024 29 min Avoid the "Undocumented Pipes" problem by slicing your work 🎥 Watch on YouTube: https://youtu.be/pQk7wUP4k-U Today, Anton Skornyakov, Certified Scrum Trainer, co-founder, and managing director of Agile.coach, will help you navigate the complexities of delivering value in your projects, regardless of the industry. In this episode, Anton and Bill Raymond dive into the art of slicing work into manageable pieces to deliver immediate value. Drawing from diverse examples like software development, house renovation, and public housing projects, we explore how agile principles can be applied in various contexts to enhance adaptability, risk management, and prioritization. In this podcast, you will learn the following: ✅ The importance of breaking down work into smaller, value-delivering pieces. ✅ Strategies for prioritizing tasks to address risks and uncertainties. 🎉 How to apply agile `principles beyond software development to achieve continuous improvement. 🍕 Slice up your project to deliver more value! 🎯 Today, Anton Skornyakov, Certified Scrum Trainer, co-founder, and managing director of Agile.coach, will help you navigate the complexities of delivering value in your projects, regardless of the industry. In this episode, Anton and Bill Raymond dive into the art of slicing work into manageable pieces to deliver immediate value. Drawing from diverse examples like software development, house renovation, and public housing projects, we explore how agile principles can be applied in various contexts to enhance adaptability, risk management, and prioritization. In this podcast, you will learn the following: ✅ The importance of breaking down work into smaller, value-delivering pieces. ✅ Strategies for prioritizing tasks to address risks and uncertainties. 🎉 How to apply agile `principles beyond software development to achieve continuous improvement. Mar 12, 2024 36 min In retrospect, this [Scrum] event should have been fun 🎥 Watch on YouTube: https://youtu.be/WZZ7xCR-g0I Today, Paulo Caroli, an author, speaker, and advisor at Thoughtworks, shares the transformative power of retrospectives in fostering continuous improvement within agile teams. Learn how retrospectives are the cornerstone for continuous improvement, enabling teams to reflect, learn, and grow. 🌱 In this podcast, you will learn: ✅ The role of retrospectives in identifying and addressing team issues ✅ How to design and structure great retrospectives 🚀 Practical strategies for improving team morale and collaboration through retrospectives Feb 27, 2024 34 min Load more episodes Home Search Your Library Premium , | 2026-01-13T08:48:22 |
https://devblogs.microsoft.com/dotnet/using-net-for-apache-spark-to-analyze-log-data/#running | .NET for Apache Spark Helps Makes Big Data Accessible - .NET Blog Skip to main content Microsoft Dev Blogs Dev Blogs Dev Blogs Home Developer Microsoft for Developers Visual Studio Visual Studio Code Develop from the cloud All things Azure Xcode DevOps Windows Developer ISE Developer Azure SDK Command Line Aspire Technology DirectX Semantic Kernel Languages C++ C# F# TypeScript PowerShell Team Python Java Java Blog in Chinese Go .NET All .NET posts .NET Aspire .NET MAUI AI ASP.NET Core Blazor Entity Framework NuGet Servicing .NET Blog in Chinese Platform Development #ifdef Windows Microsoft Foundry Azure Government Azure VM Runtime Team Bing Dev Center Microsoft Edge Dev Microsoft Azure Microsoft 365 Developer Microsoft Entra Identity Developer Old New Thing Power Platform Data Development Azure Cosmos DB Azure Data Studio Azure SQL OData Revolutions R Unified Data Model (IDEAs) Microsoft Entra PowerShell More Search Search No results Cancel Dev Blogs .NET Blog Using .NET for Apache® Spark™ to Analyze Log Data .NET 10 is here! .NET 10 is now available: the most productive, modern, secure, intelligent, and performant release of .NET yet. Learn More Download Now February 10th, 2020 1 reaction Using .NET for Apache® Spark™ to Analyze Log Data Brigit Murtaugh Program Manager Show more At Spark + AI Summit in May 2019 , we released .NET for Apache Spark . .NET for Apache Spark is aimed at making Apache® Spark™ , and thus the exciting world of big data analytics, accessible to .NET developers. .NET for Spark can be used for processing batches of data, real-time streams, machine learning, and ad-hoc query. In this blog post, we’ll explore how to use .NET for Spark to perform a very popular big data task known as log analysis . The remainder of this post describes the following topics: What is log analysis? Writing a .NET for Spark log analysis app Running a .NET for Spark app Wrap Up What is log analysis? Log analysis, also known as log processing , is the process of analyzing computer-generated records called logs. Logs tell us what’s happening on a tool like a computer or web server, such as what applications are being used or the top websites users visit. The goal of log analysis is to gain meaningful insights from these logs about activity and performance of our tools or services. .NET for Spark enables us to analyze anywhere from megabytes to petabytes of log data with blazing fast and efficient processing! In this blog post, we’ll be analyzing a set of Apache log entries that express how users are interacting with content on a web server. You can view a sample of Apache log entries here . Writing a .NET for Spark log analysis app Log analysis is an example of batch processing with Spark. Batch processing is the transformation of data at rest, meaning that the source data has already been loaded into data storage. In our case, the input text file is already populated with logs and won’t be receiving new or updated logs as we process it. When creating a new .NET for Spark application, there are just a few steps we need to follow to start getting those interesting insights from our data: Create a Spark Session. Read input data, typically using a DataFrame. Manipulate and analyze input data, typically using Spark SQL. Create a Spark Session In any Spark application, we start off by establishing a new SparkSession , which is the entry point to programming with Spark: SparkSession spark = SparkSession .Builder() .AppName("Apache User Log Processing") .GetOrCreate(); By calling on the spark object created above, we can now access Spark and DataFrame functionality throughout our program – great! But what is a DataFrame? Let’s learn about it in the next step. Read input data Now that we have access to Spark functionality, we can read in the log data we’ll be analyzing. We store input data in a DataFrame , which is a distributed collection of data organized into named columns: DataFrame generalDf = spark.Read().Text("<path to input data set>"); When our input is contained in a .txt file, we use the .Text() method, as shown above. There are other methods to read in data from other sources, such as .Csv() to read in comma-separated values files. Manipulate and analyze input data With our input logs stored in a DataFrame, we can start analyzing them – now things are getting exciting! An important first step is data preparation . Data prep involves cleaning up our data in some way. This could include removing incomplete entries to avoid error in later calculations or removing irrelevant input to improve performance. In our example, we should first ensure all of our entries are complete logs. We can do this by comparing each log entry to a regular expression (AKA a regex), which is a sequence of characters that defines a pattern. Let’s define a regex expressing a pattern all valid Apache log entries should follow: string s_apacheRx = "^(\S+) (\S+) (\S+) [([\w:/]+\s[+-]\d{4})] \"(\S+) (\S+) (\S+)\" (\d{3}) (\d+)"; How do we perform a calculation on each row of a DataFrame, like comparing each log entry to the above regex? The answer is Spark SQL . Spark SQL Spark SQL provides many great functions for working with the structured data stored in a DataFrame. One of the most popular features of Spark SQL is UDFs , or user-defined functions. We define the type of input they take and the type of output they produce, and then the actual calculation or filtering they perform. Let’s define a new UDF GeneralReg to compare each log entry to the s_apacheRx regex. Our UDF requires an Apache log entry, which is a string, and will return a true or false depending upon if the log matches the regex: spark.Udf().Register<string, bool>("GeneralReg", log => Regex.IsMatch(log, s_apacheRx)); So how do we call GeneralReg ? In addition to UDFs, Spark SQL provides the ability to write SQL calls to analyze our data – how convenient! It’s common to write a SQL call to apply a UDF to each row of data. To call GeneralReg from above, let’s use the following SQL call: DataFrame generalDf = spark.Sql("SELECT logs.value, GeneralReg(logs.value) FROM Logs"); This SQL call tests each row of generalDf to determine if it’s a valid and complete log. We can use .Filter() to only keep the complete log entries in our data, and then .Show() to display our newly filtered DataFrame: generalDf = generalDf.Filter(generalDf["GeneralReg(value)"]); generalDf.Show(); Now that we’ve performed some initial data prep, we can continue filtering and analyzing our data. Let’s find log entries from IP addresses starting with 10 and related to spam in some way: // Choose valid log entries that start with 10 spark.Udf().Register<string, bool>( "IPReg", log => Regex.IsMatch(log, "^(?=10)")); generalDf.CreateOrReplaceTempView("IPLogs"); // Apply UDF to get valid log entries starting with 10 DataFrame ipDf = spark.Sql( "SELECT iplogs.value FROM IPLogs WHERE IPReg(iplogs.value)"); ipDf.Show(); // Choose valid log entries that start with 10 and deal with spam spark.Udf().Register<string, bool>( "SpamRegEx", log => Regex.IsMatch(log, "\\b(?=spam)\\b")); ipDf.CreateOrReplaceTempView("SpamLogs"); // Apply UDF to get valid, start with 10, spam entries DataFrame spamDF = spark.Sql( "SELECT spamlogs.value FROM SpamLogs WHERE SpamRegEx(spamlogs.value)"); Finally, let’s count the number of GET requests in our final cleaned dataset. The magic of .NET for Spark is that we can combine it with other popular .NET features to write our apps. We’ll use LINQ to analyze the data in our Spark app one last time: int numGetRequests = spamDF .Collect() .Where(r => ContainsGet(r.GetAs<string>("value"))) .Count(); In the above code, ContainsGet() checks for GET requests using regex matching : // Use regex matching to group data // Each group matches a column in our log schema // i.e. first group = first column = IP public static bool ContainsGet(string logLine) { Match match = Regex.Match(logLine, s_apacheRx); // Determine if valid log entry is a GET request if (match.Success) { Console.WriteLine("Full log entry: '{0}'", match.Groups[0].Value); // 5th column/group in schema is "method" if (match.Groups[5].Value == "GET") { return true; } } return false; } As a final step in our Spark apps, we call spark.Stop() to shut down the underlying Spark Session and Spark Context. You can view the complete log processing example in our GitHub repo. Running your app To run a .NET for Apache Spark app , you need to use the spark-submit command, which will submit your application to run on Apache Spark. The main parts of spark-submit include: –class, to call the DotnetRunner. –master, to determine if this is a local or cloud Spark submission. Path to the Microsoft.Spark jar file. Any arguments or dependencies for your app, such as the path to your input file or the dll containing UDF definitions. You’ll also need to download and setup some dependencies before running a .NET for Spark app locally, such as Java and Apache Spark. A sample Windows command for running your app is as follows: spark-submit --class org.apache.spark.deploy.dotnet.DotnetRunner --master local /path/to/microsoft-spark-<version>.jar dotnet /path/to/netcoreapp<version>/LoggingApp.dll .NET for Apache Spark Wrap Up We’d love to help you get started with .NET for Apache Spark and hear your feedback. You can Request a Demo from our landing page and check out the .NET for Spark GitHub repo to learn more about how you can apply .NET for Spark in your apps and get involved with our effort to make .NET a great tech stack for building big data applications! 1 0 0 Share on Facebook Share on X Share on Linkedin Copy Link --> Category .NET Apache Topics .NET for Spark Apache Spark Big Data Log Analysis Spark.NET Share Author Brigit Murtaugh Program Manager Brigit Murtaugh is a Program Manager on the .NET team, where she largely focuses on big data and machine learning. 0 comments Discussion is closed. Code of Conduct Read next February 11, 2020 .NET Framework February 2020 Security and Quality Rollup Tara Overfield February 12, 2020 Deprecating TLS 1.0 and 1.1 on NuGet.org – Stage 1 The NuGet Team Stay informed Get notified when new posts are published. Email * Country/Region * Select... 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https://dev.to/yumyum116/why-print-can-cause-a-tle-even-with-an-efficient-algorithm-4f7e#execute-machine-instructions-on-the-cpu | Why print() Can Cause a TLE Even with an Efficient Algorithm - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse yumyum116 Posted on Jan 11 Why print() Can Cause a TLE Even with an Efficient Algorithm # python # programming Hi, everyone. This is yumyum116. This article is part of a series of how standard library functions work . I am glad that this will help beginners understand the underlying mechanisms behind these functions. This topic arose from a personal experience in which I encountered a TLE, despite using an efficient algorithm to solve the problem. After investigating, I discovered that the issue was caused by calling the print function too many times within the program . Based on this experience, this article explains how the print function works internally and why excessive use of it can lead to a TLE . 1. Example of a TLE Despite Using an Efficient Algorithm In this chapter, I introduce an example of a program that results in a TLE despite using an efficient algorithm. The program determines whether a given number is prime using the Sieve of Eratosthenes. At first glance, the algorithm itself is efficiet - but can you identify which part of the code causes of the TLE? For reference, the input number satisfies the following conditions: conditions: 1 < = n < = 380 , 000 1 <= n <= 380,000 1 <= n <= 380 , 000 1 < = a r r a y [ i ] < = 6 , 000 , 000 ( 1 < = i < = n ) 1 <= array[i] <= 6,000,000 (1 <= i <= n) 1 <= a rr a y [ i ] <= 6 , 000 , 000 ( 1 <= i <= n ) MAX_A = 6000000 def eratosthenes ( n ): is_prime = [ True ] * ( n + 1 ) is_prime [ 0 ] = is_prime [ 1 ] = False for i in range ( 2 , int ( n ** 0.5 ) + 1 ): if is_prime [ i ]: for j in range ( i * i , n + 1 , i ): is_prime [ j ] = False return is_prime n = int ( input ()) arr = [ int ( input ()) for _ in range ( n )] for i in range ( n ): print ( " prime " if is_prime ( arr [ i ]) else " not prime " ) Enter fullscreen mode Exit fullscreen mode Next, I introduce a program that that fixes the TLE issue. MAX_A = 6000000 def eratosthenes ( n ): is_prime = [ True ] * ( n + 1 ) is_prime [ 0 ] = is_prime [ 1 ] = False for i in range ( 2 , int ( n ** 0.5 ) + 1 ): if is_prime [ i ]: for j in range ( i * i , n + 1 , i ): is_prime [ j ] = False return is_prime n = int ( input ()) arr = [ int ( input ()) for _ in range ( n )] is_prime_table = eratosthenes ( MAX_A ) out = [] for x in arr : out . append ( " prime " if is_prime_table [ x ] else " not prime " ) print ( " \n " . join ( out )) Enter fullscreen mode Exit fullscreen mode In the next chapter, let's take a closer look at why the TLE happened. 2. What Happens Internally When Executing a Python Program Before diving into the main discussion, let's take a look at what actually happens when a Python program is executed. This section is a bit long, but understanding of this flow will help you build a deeper intuition about how Python programs work under the hood. At a high level, the execution flow looks like this: Execute a Python program. -- the python interpreter starts runnung -- Perform lexical analysis by breaking the source code into tokens. Generate a sequence of tokens. Parse the token sequence. Build an Abstract Syntax Tree (AST). Generate code objects from the AST. Compile the code objects into bytecode. Execute the bytecode on the Python virtual machine. -- the python interpreter completes execution -- Execute machine instructions on the CPU. Now, let's walk through a simple example. Consider the following Python program (1). # test.py print ( " Hi, how are you? " ) Enter fullscreen mode Exit fullscreen mode Lexical Analysis When the Python interpreter runs test.py, it first performs lexical analysis. During this process, the source code is broken down into tokens such as Hi , , , how , are , you , and ? . Parsing Based on the tokens generated during lexical analysis, the interpreter builds a data structure called an Abstract Syntax Tree (AST) through parsing. Let's take an actual look at the AST objects generated when executing test.py . $ python > import ast > tree = ast.parse('print("Hi, how are you?")') > > print(ast.dump(tree, indent=4)) Module( body=[ Expr( value=Call( func=Name(id='print', ctx=Load()), args=[ Constant(value='Hi, how are you?')], keywords=[]))], type_ignores=[]) > Enter fullscreen mode Exit fullscreen mode If you want to better grasp the structure of an AST, using a sentence that includes mathematical expressions can be very helpful. However, that is beyond the scope of this article. Now, let's break down the generated AST. ① func=Name(id = 'print', ctx=Load()) This means the identifier print is loaded as a value. ctx , which is one of the arguments of the Name node, specifies how the identifier is used. It can be set to Store() when assigning a value, Load() when reading a value, or Del() when deleting an element. Structurally, this can be summarized as follows: A Name node is a parsing node that contains the following information: The presence of the identifier print in the source code. How the identifier is used in context (in this example, it is used as Load() ). ② args=[Constant(value='Hi, how are you?')] This represents a structural node that holds the value of an argument passed to a function. In computer science terms, this is an AST node that represents a string literal. For reference, the Constant node has been used since Python 3.8, whereas Str was used in earlier versions of Python (prior to 3.8). ③ Call(...) This node represents a function call statement and stores the following information: i. func - information about the called object ii. args - expressions to be evaluated as positional arguments iii. keywords - expressions to be evaluated as keyword arguments ④ Expr(...) This node represents an expression whose purpose is only to produce output. There are many other nodes at the same hierarchical level as Expr , each serving a different role. However, due to the scope of this article, I will introduce those nodes in a separate article. ⑤ Module(...) This node represents the root AST node of a .py file. As a supplement, body=[...] is a list of statements included in the source code, and type_ignores=[] stores additional information for type checkers. For example, it records the line numbers of comments that instruct the type checker to ignore type errors. Generate Code Objects from the AST In this step, the following processes are performed. ① Analyze the AST and perform the following tasks: (i) Determine whether each variable is local, global, or free. (ii) Register constants in the constant table. (iii) Build a code object for each function and class. ② Build the structural body of a PyCodeObject Ideally, the following elements are constructed as the internal structure of the code object. CodeObject { co_consts co_names co_varnames co_freevars co_cellvars co_flags co_code } Enter fullscreen mode Exit fullscreen mode Generate bytecode After completing syntax analysis, the Python interpreter generates bytecode from the AST. During this process, a source file named compile.c is executed. This file implements the compiler that translates the AST into bytecode. The resulting bytecode is expressed as follows: >> import dis >>> dis.dis('print("Hi, how are you?")') 0 0 RESUME 0 1 2 PUSH_NULL 4 LOAD_NAME 0 (print) 6 LOAD_CONST 0 ('Hi, how are you?') 8 CALL 1 16 RETURN_VALUE Enter fullscreen mode Exit fullscreen mode This representation is close to programs written in assembly or machine language, and LOAD_NAME 0 corresponds to a single bytecode instruction. The full list of bytecode instructions can be found in opcode.h . From a computer science perspective, this process converts the AST into instructions for a stack machine by traversing the AST nodes. Conceptually, the following sequence of instructions is generated: co_code = [ LOAD_NAME print LOAD_CONST "Hi, how are you?" CALL 1 RETURN_VALUE ] Enter fullscreen mode Exit fullscreen mode Through this process, the bytecode is transformed into a form that the virtual machine can interpret directly. Execute the bytecode on the Python virtual machine As I mentioned in the section Generate bytecode , the Python virtual machine is a type of stack machine , which primarily uses a stack during calculation. A stack is a data structure used to store values in such a way that new data is added on top of existing data. When data is removed, the most recently added value is taken first. This behavior is known as Last In, First Out(LIFO) . The bytecode generated by the Python interpreter is designed to be executed efficiently on a stack-based virtual machine. Below, you can see a simplified explanation of how the previously shown bytecode is executed. For clarify, some details are omitted, so this description is not perfectly precise, but it should help build intuition. Instruction Meaning RESUME 0 Represent the start of a function call PUSH_NULL Push NULL onto the stack to indicate that this is not a method call LOAD_NAME 0 (print) Push the value of the variable print onto the stack LOAD_CONST 0 ('Hi, how are you?') Push the value of the variable Hi, how are you? onto the stack CALL 1 Pop the number of values specified by the variable argc from the top of the stack, and call the corresponding callable object RETURN_VALUE Return to the original caller On the Python virtual machine, this bytecode is executed sequentially from the top, with each instruction performing operations that push the resulting Python objects onto the stack. Execute machine instructions on the CPU The CPU executes programs that have been loaded into memory. In the case of Python, the CPU executes the machine instructions that implement the Python virtual machine. Let me briefly explain what machine instructions are. Machine instructions represent operations using binary values composed of zeros and ones. For readability, hexadecimal notation is often used so that humans can more easily interpret them. If you are interested, you can open a .pyc file using a binary editor to see this representation yourself. In the case of test.py , the machine instructions would look like the following. Note that these are shown in hexadecimal for human readability and differ from the actual machine instructions executed directly by the CPU. Now, let's return to the main discussion. For example, the CALL 1 bytecode instruction corresponds to invoking a specific case in a switch statement in C, conceptually described as follows: switch (opcode){ case CALL: /* Call a function with the given arguments */ } Enter fullscreen mode Exit fullscreen mode To describe the entire flow precisely -- from execution on the Python virtual machine to execution on the CPU --it can be summarized as follows: The CALL 1 instruction is read by CPython's C implementation, which branches to the corresponding case CALL: in a switch statement. The CPU then executes the machine instructions that implement that case CALL: within CPython itself. At the Python level, the callable function is written as print . However, the actual callable object is implemented in CPython's C code, specifically as builtin_print_impl . The above describes the complete flow of how a Python program is executed. 3. What Happens When the print Function Is Called? Now, let's take a closer look at the behavior of the print function. Briefly speaking, print is not part of the standard library--it is a built-in function . Built-in functions are implemented directly in CPython's C source code. You can find the function object for print in the CPython repository here . As mentioned in the previous section, the impolementation corresponding to print is builtin_print_impl . To keep the discussion focused, I will paste the relevant part of the original source code below. static PyObject * builtin_print_impl(PyObject *module, PyObject *args, PyObject *sep, PyObject *end, PyObject *file, int flush) /*[clinic end generated code: output=3cfc0940f5bc237b input=c143c575d24fe665]*/ { int i, err; if (file == Py_None) { PyThreadState *tstate = _PyThreadState_GET(); file = _PySys_GetAttr(tstate, &_Py_ID(stdout)); if (file == NULL) { PyErr_SetString(PyExc_RuntimeError, "lost sys.stdout"); return NULL; } /* sys.stdout may be None when FILE* stdout isn't connected */ if (file == Py_None) { Py_RETURN_NONE; } } if (sep == Py_None) { sep = NULL; } else if (sep && !PyUnicode_Check(sep)) { PyErr_Format(PyExc_TypeError, "sep must be None or a string, not %.200s", Py_TYPE(sep)->tp_name); return NULL; } if (end == Py_None) { end = NULL; } else if (end && !PyUnicode_Check(end)) { PyErr_Format(PyExc_TypeError, "end must be None or a string, not %.200s", Py_TYPE(end)->tp_name); return NULL; } for (i = 0; i < PyTuple_GET_SIZE(args); i++) { if (i > 0) { if (sep == NULL) { err = PyFile_WriteString(" ", file); } else { err = PyFile_WriteObject(sep, file, Py_PRINT_RAW); } if (err) { return NULL; } } err = PyFile_WriteObject(PyTuple_GET_ITEM(args, i), file, Py_PRINT_RAW); if (err) { return NULL; } } if (end == NULL) { err = PyFile_WriteString("\n", file); } else { err = PyFile_WriteObject(end, file, Py_PRINT_RAW); } if (err) { return NULL; } if (flush) { PyObject *tmp = PyObject_CallMethodNoArgs(file, &_Py_ID(flush)); if (tmp == NULL) { return NULL; } Py_DECREF(tmp); } Py_RETURN_NONE; } Enter fullscreen mode Exit fullscreen mode When the print function is called, characters are displayed on the standard output through the following sequenc of steps: Execute Python source code. Compile the source code into Python bytecode. Execute the bytecode on the Cpython virtual machine. Invoke the built-in print function. Call file.write() . Call the C standard library function write() . -- The steps above are executed within the Python runtime layer .-- Invoke a system call handled by the operating system kernel. Output the characters to the standard output. The connection between these steps and the previous sections may not be immediately clear, so before explaining each operation in detail, I will first provide some additional context. The steps above describe the observable behavior at a high level, while the CPU is continuously executing instructions behind the scenes. From the CPU's perspective, the steps above can be described as follows: While executing the machine instructions that implement the CPython virtual machine, the CPU reaches a CALL instruction and invokes the machine instructions corresponding to the built-in print function. During this process, execution transitions through PyFile_WriteObject to FileIO.write , and finally to the write system call. Visually, the process can be illustrated as follows: CPU └─ CPython VM（machine instructions） └─ builtin print（machine instructions） └─ PyFile_WriteObject（machine instructions） └─ FileIO.write（machine instructions） └─ libc write（machine instructions） └─ kernel write（machine instructions） Enter fullscreen mode Exit fullscreen mode With this overview in mind, let's move on to a detailed explanation of the entire execution flow of the print function. Invoke the Built-in print Function Here, the actual callable object is defined as follows: static PyObject * builtin_print_impl(PyObject *module, PyObject *args, PyObject *sep, PyObject *end, PyObject *file, int flush) Enter fullscreen mode Exit fullscreen mode When this object is invoked, the following steps are executed: ① Receive the given arguments as PyObject* values. ② Interpret the sep , end , file , and flush parameters. ③ Determine the output destination ( file ), which defaults to sys.stdout . Invoke the file.write() method on the output file object In the following C implementation, the write method of the Python file object is invoked. PyFile_WriteObject(obj, file, Py_PRINT_RAW); Enter fullscreen mode Exit fullscreen mode Within builtinmodule.c , which was introduced in the previous section, the following function corresponds to this behavior. PyFile_WriteObject(sep, file, Py_PRINT_RAW) Enter fullscreen mode Exit fullscreen mode In effect, this is equivalent to calling sys.stdout.write(...) at the Python level. Invoke the standard library function write() Python's sys.stdout is composed of multiple layers of wrapper objects, as illustrated below. TextIOWrapper └─ BufferedWriter └─ FileIO Enter fullscreen mode Exit fullscreen mode The C implementation of FileIO.write() is located in Module/_io/fileio.c , and the function _io_FileIO_write_impl provides the low-level implementation of FileIO.write() . /*[clinic input] _io.FileIO.write cls: defining_class b: Py_buffer / Write buffer b to file, return number of bytes written. Only makes one system call, so not all of the data may be written. The number of bytes actually written is returned. In non-blocking mode, returns None if the write would block. [clinic start generated code]*/ static PyObject * _io_FileIO_write_impl(fileio *self, PyTypeObject *cls, Py_buffer *b) /*[clinic end generated code: output=927e25be80f3b77b input=2776314f043088f5]*/ { Py_ssize_t n; int err; if (self->fd < 0) return err_closed(); if (!self->writable) { _PyIO_State *state = get_io_state_by_cls(cls); return err_mode(state, "writing"); } n = _Py_write(self->fd, b->buf, b->len); /* copy errno because PyBuffer_Release() can indirectly modify it */ err = errno; if (n < 0) { if (err == EAGAIN) { PyErr_Clear(); Py_RETURN_NONE; } return NULL; } return PyLong_FromSsize_t(n); } Enter fullscreen mode Exit fullscreen mode ( source ) The function prototype is shown below: _Py_write(fd, buf, size) Enter fullscreen mode Exit fullscreen mode At this level, execution transitions from the Python layer to the C I/O layer. Invoke a System Call Handled by the Operating System Kernel. In the entire execution of the print function, this step is the most expensive. During a system call, the following operations occur: ① Transition from user space to kernel space. ② Perform a context switch. ③ Write to standard output within the operating system. Transition from User Space to Kernel Space This step means that the CPU switches its execution mode. User space is where ordinary applications, such as Python programs, CPython itself and standard libraries, run. Code in user space cannot directly access hardware devices or protected memory. Kernel space is where the operating system runs. Device operations, file I/O and process management are handled in this space. The print function must transition from user space to kernel space in order to perform device-related operations. You can think of this transition as occurring when a system call, such as write() , is invoked. Perform a Context Switch This step means that the CPU switches its execution context. There are two types of context switches. One is (A) a transition from user mode to kernel mode, as described above. The other is (B) a process switch, where the CPU switches from one process to another. In the case of the print function, the important context switch is (A). This mode transition caused by a system call is the primary reason why I/O operations are expensive. The Operating System Handles Standard Output Briefly speaking, this step sends an instruction to the operating system that says, "Write these characters to the file descriptor whose value is 1." (File descriptor 1 corresponds to standard output.) Conceptually, standard output is processed as follows. Execute sys_write(fd=1, buf) ↓ Resolve the file descriptor to an internal file structure ↓ Route the output to the corresponding device, file, or pipe ↓ Apply buffering if necessary Enter fullscreen mode Exit fullscreen mode To summarize this flow more simply: When print() is called, CPython invokes write() , which switches the CPU execution mode from user mode to kernel mode. The operating system then resolves the file descriptor with value 1 (standard output) and writes the data to the appropriate destination, such as a terminal, file, or pipe. These kernel-level operations and device I/O are significantly more expensive than the mode switch itself, which is why frequent calls to print() can easily become a performance bottleneck. Output Characters To the Standard Output The kernel sends the characters to the appropriate output destination , which in this case is the terminal. 4. The Cause of the TLE: Calling print Inside a for Loop First of all, thank you for staying with me up to this point. As stated in the heading, the cause of the TLE I encountered was the repeated use of the print function inside a for loop. More precisely, the implementation introduced in the first chapter, which is described below, triggers a TLE because print is executed on every iteration of the loop. for i in range(n): print("prime" if is_prime(arr[i]) else "not prime") Enter fullscreen mode Exit fullscreen mode Each time the loop variable i i i is incremented by 1 , the print function is called. As explained throughout this article, calling print involves kernel-level operations and device I/O. Executing these expensive operations on every iteration significantly degrades performance. For example, when the maximum input value of 380,000 is provided, the print() function is invoked 380,000 times. This workload is simply too heavy for the CPU and the operating system to handle efficiently. This example clearly demonstrates that--even when using an efficient algorithm--an inappropriate implementation choice can lead to disastrous performance under the given input constraints. Now, let's take another look at the revised program. out = [] for x in arr: out.append("prime" if is_prime_table[x] else "not prime") print("\n".join(out)) Enter fullscreen mode Exit fullscreen mode No matter how large the input value is, collecting the output values in an array results in calling the print function only once. When you compare a single call to print with 380,000 calls, the difference in CPU workload becomes immediately clear. This experience taught me an important lesson: when you encounter a TLE despite using an efficient algorithm, suspect I/O operations . I hope this article has helped you gain a deeper understanding of what happens behind the scenes and why such performance issues occur. If you find any mistakes, please let me know through the feedback form. I will revise them as quickly as possible. See you again in the next article! Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse yumyum116 Follow A beginner who wants to transit my career into software engineer. 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https://www.airmeet.com/ | Airmeet | AI Powered Webinar platform with deep insights | G2 Rating: 4.6/5 (750+ reviews) Zoom Frustrations - why play on back-foot ? Know More Host Login Attend an Event Platform COMPONENTS FOR BEST WEBINAR EXPERIENCE Branding & Customization Setup & Management Engagement & Networking Data & Analytics White Glove Services What’s New! 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Browse our select examples and spark ideas for your next standout event. Explore Discover how Airmeet’s tailored solutions can accelerate your business growth. Get a quick walkthrough and learn how to leverage event-led growth for success. Watch Now Webinar Resources Blogs Customer Stories eBooks Events News & Press Event Tooltkit Expert Playbooks Community News NEW Podcast Schedule a Demo Your High-Stakes Events, Powered by Engagement Airmeet helps you deliver robust, customizable, and engaging experiences for events and training programs that truly matter. Start Your Free Trial Book a Demo Rated 4.6 | 750+ reviews Trusted by over 4000+ Organizations Host Seamless Internal Events with Airmeet Enhance learning, collaboration, and engagement with Airmeet’s dynamic platform. Learning Conference Facilitate engaging training and development programs with interactive features. Townhalls Connect employees and leaders for impactful company-wide updates and discussions. Virtual Offsites & Team Building Foster team bonding and collaboration through immersive virtual offsite events. Top Rated on G2 4.6/5      4.6/5 750+ reviews Airmeet is proud to be recognized as a Top Rated solution on G2 , with a 4.6 out of 5 rating from more than 750 customer reviews —a reflection of the real results our customers achieve every day. In Winter 2025 , G2 named us a Leader across both Enterprise and Mid-Market , while also recognizing us as a High Performer in each segment. Customers consistently highlight our platform for its ease of setup , fast time to value , and outstanding support , earning us awards for Easiest Setup (Enterprise) , Most Implementable (Mid-Market) , and Best Support (Enterprise) . These honors reinforce our commitment to delivering powerful capabilities that are simple to adopt, easy to scale, and backed by a team our customers trust. High Performer Enterprise – Spring 2025 Leader Enterprise – Spring 2025 Easiest Setup Enterprise – Spring 2025 Momentum Leader – Spring 2025 Best Support Enterprise – Spring 2025 Leader Mid-Market – Spring 2025 Users Most Likely To Recommend Enterprise – Spring 2025 High Performer Mid-Market – Spring 2025 Explore the power of Airmeet Discover how Airmeet can transform your events and learning experiences. Watch these videos to see our platform in action. Webinars That Don’t Just Talk — They Deliver Maximize every attendee’s impact. Reimagine Town Halls Employees Actually Love From standard calls to experiences employees love. Elevate Learning. Inspire Real Impact. Turn every internal meeting into engagement and results. Turn Every Click into a Conversion Story From signups to tangible results, effortlessly. Host 50,000+ Attendees Without a Glitch Seamless events for 50,000 employees—every time.” Play. Engage. 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Victoria Younes Executive Events Manager Kaiser Permanente Top health plan company in the U.S. Previous Platform ON24 Event Type Annual Conference What do they love about Airmeet Realistic virtual event experience Jamie McCarter Senior Director, Technology Learning Comcast US based Fortune 500 company. Previous Platform Hopin Event Type Townhall, Internal events, staff meetings What do they love about Airmeet Scalable, engaging, user-friendly platform Benjamin Ryan Vice President, Talent & Learning Comcast US based Fortune 500 company. Previous Platform Hopin Event Type Townhall, Internal events, staff meetings What do they love about Airmeet Reliable, accessible, solution-oriented partnership. Meenakshi Bamezai Global Head of Learning Delivery & Events Capgemini Amongst the top 10 IT companies worldwide Previous Platform Zoom Event Type Learning & Development and Employee Onboarding events What do they love about Airmeet Exceptional experience, high engagement, ease of use TJ Davis Senior Project Manager, Corporate Communications Maximus Amongst the top 10 companies in government services and healthcare outsourcing Previous Platform Microsoft Teams Event Type Internal Learning & Development Events What do they love about Airmeet Gamification, engagement, performance analytics. Best HubSpot integration for Webinars Instantly access Hubspot deal data by hovering over attendees in real-time during your event Integrate with over 50+ apps Elevate Your Marketing Game with Airmeet as Your Core Tool for Amplifying Data and Features Across Platforms Learn More > Special use cases Townhalls Virtual Job Fairs Community Meetups Sales Kickoff Learning & Development Events Rewards & Recognition Leadership Conferences Career Fairs ERG Events Product Launches Learning Fest Member Conference Company Milestone Events Employer Branding Events Workshops & Trainings Virtual Expos Townhalls Unite your team with engaging virtual gatherings. Foster transparency, alignment, and motivation across your organization. Explore Townhalls Virtual Job Fairs Connect top talent with opportunities. Create an interactive space for candidates and recruiters to engage meaningfully. Explore Virtual Job Fairs Community Meetups Build thriving communities around shared interests. 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Attract top talent by hosting engaging events that highlight what makes your organization unique. Explore Employer Branding Events Workshops & Trainings Facilitate collaborative learning experiences. Engage participants with interactive sessions, breakout discussions, and hands-on activities. Explore Workshops & Tranings Virtual Expos Create immersive online trade shows and exhibitions. Connect exhibitors with attendees through virtual booths, product demos, and networking lounges. Explore Virtual Expos Keeping your webinars 💯 Monitor real-time event performance with attendance, session performance, engagement, and booth visits. Best Event Registration Software in 2026 for Secure, Easy Sign-Ups Branded Webinar Platform for SaaS Companies: Webinars That Reflect Your Product 20 Best Email Automation Tips for Marketing Workflows Best Time to Send an Email : The Ultimate Guide to Maximizing Engagement and Conversions Top Webinar Platforms for Demand Generation: Compare Features, Pricing, and Lead Quality in 2025 What is Customer Journey – A Practical Guide on its Stages & Mapping How AI Is Shaping the Future of Corporate Training in 2026: Trends & Tools Learning and Development Presentation Templates: Designing Impactful Training 10 engaging L&D activities to boost Employee Skills “Airmeet’s innovative features and excellent service have enhanced our online events, making them more accessible and engaging globally.” Andrea Livingston Associate Director of Engagement & Partnerships “Airmeet’s seamless performance, 24/7 support, and robust features make it ideal for large-scale events, live courses, and community gatherings, ensuring successful virtual experiences.” Utkarsh A. 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Airmeet’s platform allows us to scale while maintaining a great experience, from accessibility features to enhanced scheduling screens.” Jamie McCarter Senior Director, Technology Learning “Airmeet’s breakout rooms and seamless integration spotlight co-founders and team members, ensuring effective communication and engagement during our monthly company-wide calls.” Kristina Igoe Executive Assistant “Airmeet’s platform is probably as close to an actual event virtually as I’ve seen, and I used to manage actual trade shows and conferences. I would spend months preparing our trade show booth, pick just the right spot, not right in the back, but not just at the front.” Victoria Younes Executive Events Manager “Airmeet enables seamless remote work with easy team connections and effective activity monitoring, ensuring smooth, hassle-free virtual interactions and maintaining productivity.” Shivam A. Executive Assistant “Airmeet enhances virtual conferences with speed networking, one-on-one meetings, and interactive exhibitor booths. Its intuitive navigation and excellent support ensure a smooth, engaging experience.” Rusty Shores Associate Director of Operations “Airmeet offers engaging virtual events with networking, interactive sessions, and live polls. It’s easy to customize and navigate, with excellent customer support. Highly recommended!” Arman Alam Data Analyst Transforming Learning & Development with Airmeet Discover how organizations elevate their learning initiatives with Airmeet's innovative solutions. Capgemini Leveraged Airmeet To Host Impactful L&D Events and Enhance Onboarding Initiatives Capgemini hosts Global Event with 2K Engaged Attendees on Airmeet Dazzling L&D Events for 20K+ Attendees across 4 Continents for $100+ Bil Conglomerate Maximus Expanded Its Audience Reach and Amplified Event Engagement with Airmeet EVBox Journey to Enhanced Engagement and Audience Delight with Airmeet Leading Media and Communications Company Facilitated Global Connections and Boosted Employee Engagement at Airmeet AltSchool Africa Achieved Over 60% Engagement with Airmeet Experience it for Yourself We know our Event Experience Cloud has the power to help you achieve real connection, qualified pipeline generation, and grow revenue. And we can’t wait to show you how. 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CAPABILITIES Accessibility Integrations Whitelabeling TYPES Premium Webinars Conference & Summits Hybrid Events Airmeet Managed Events NEW Solutions TEAMS & INDUSTRIES GTM TEAMS & MARKETERS Broaden Market Impact with Immersive Events ORGANIZATIONS & HRs Strengthen Bonds, Boost Engagement FINTECHS NEW Grow your business with tailored events INDUSTRIES Association Education Finance Non Profit Pharma Business Media IT Event Agency Healthcare USE CASES Townhall & Kickoffs Virtual Job Fairs Community Meetups Sales Kickoff Learning & Development Rewards & Recognition Leadership Conferences Education Events ERG Events Product Launches Learning Fest Associations Company Milestone Employer Branding Workshops & Trainings Virtual Expos NEW Brand Conference NEW Pricing Resources Proven strategies. Real-world insights. Actionable solutions. Short, power-packed episodes with expert strategies to make your events a success. Watch Now Discover how top brands create engaging, branded events. Browse our select examples and spark ideas for your next standout event. Explore Discover how Airmeet’s tailored solutions can accelerate your business growth. Get a quick walkthrough and learn how to leverage event-led growth for success. Watch Now Webinar Resources Blogs Customer Stories eBooks Events News & Press Event Tooltkit Expert Playbooks Community News NEW Podcast Watch Demo Host Login Attend an Event Book a Demo “I was really excited to see how alive Airmeet seemed. The first time I raised my virtual hand to ask a question, I was brought up on stage, my camera flipped on, and I was able to talk with the presenters, that was the sold-moment in my head! That is what I wanted. We weren't going to be speaking at our audience. We wanted a two-way engagement. With the analytics in the background, that was my “Aha moment!” Victoria Younes Executive Events Manager Incredible Companies Use Airmeet Most loved Virtual Events Platform “I was really excited to see how alive Airmeet seemed. The first time I raised my virtual hand to ask a question, I was brought up on stage, my camera flipped on, and I was able to talk with the presenters, that was the sold-moment in my head! That is what I wanted. We weren't going to be speaking at our audience. We wanted a two-way engagement. With the analytics in the background, that was my “Aha moment!” Victoria Younes Executive Events Manager Incredible Companies Use Airmeet Most loved Virtual Events Platform Book a Demo Incredible Companies Use Airmeet “I was really excited to see how alive Airmeet seemed. The first time I raised my virtual hand to ask a question, I was brought up on stage, my camera flipped on, and I was able to talk with the presenters, that was the sold-moment in my head! That is what I wanted. We weren't going to be speaking at our audience. We wanted a two-way engagement. With the analytics in the background, that was my “Aha moment!” Victoria Younes Executive Events Manager Incredible Companies Use Airmeet Most loved Virtual Events Platform “I was really excited to see how alive Airmeet seemed. The first time I raised my virtual hand to ask a question, I was brought up on stage, my camera flipped on, and I was able to talk with the presenters, that was the sold-moment in my head! That is what I wanted. We weren't going to be speaking at our audience. We wanted a two-way engagement. With the analytics in the background, that was my “Aha moment!” Victoria Younes Executive Events Manager Incredible Companies Use Airmeet Most loved Virtual Events Platform “I was really excited to see how alive Airmeet seemed. The first time I raised my virtual hand to ask a question, I was brought up on stage, my camera flipped on, and I was able to talk with the presenters, that was the sold-moment in my head! That is what I wanted. We weren't going to be speaking at our audience. We wanted a two-way engagement. With the analytics in the background, that was my “Aha moment!” Victoria Younes Executive Events Manager Incredible Companies Use Airmeet Most loved Virtual Events Platform Incredible Companies Use Airmeet Most loved Virtual Events Platform | 2026-01-13T08:48:22 |
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https://www.suprsend.com/smtp-error-solution/smtp-error-432-solution-causes-and-error-message-syntax-in-your-email-server | SMTP Error 432 Solution, Causes and Error Message Syntax in Your Email Server Product FEATURES Template Engine Powerful template editors for all channels App Inbox Fully customizable inbox for your app & website Analytics Deep data insights on notification performance Logs Real-time notifications logs for all channels Smart Routing Reach users where they are Branding Seamlessly manage multi-brand customization Workflows Craft complex notification workflows Bifrost Run notifications natively on data warehouse Preferences Develop user focused notifications Integrations Integrate any channel and provider within mins Solutions BY USECASES Transactional Real-time alerts like authentication, activity updates Batching & Digest Aggregate multiple alerts into one Collaboration & Action Alerts on cross-user activity Scheduled Notifications One-time or recurring alerts like reminders Multi-tenant Alerts tailored to your customer's preferences Announcement / Newsletters Feature releases, achievements, product & policy updates Pricing Docs Customers Blog Login Get Started For Free Login Sign up SMTP Error 432 What causes this error and solutions TABLE OF CONTENTS SMTP Error 432 is a transient or "4xx" error code returned by a mail server, indicating a temporary issue during the processing of an email message. This error signals that the server cannot complete the request at the moment, and the sending server should attempt email delivery again later. What's Causing This SMTP Error 432: SMTP Error 432 in phpmailer: Server congestion: The mail server is currently handling a high volume of incoming email traffic, causing delays in processing new messages. Rate limiting: The server may impose limits on the number of emails a sender can send within a specific time frame, triggering a 432 error if exceeded. Temporary server issues: Hardware, software, network problems, or other transient issues can lead to SMTP error 432. Greylisting: Some mail servers use greylisting as a spam-fighting technique, initially rejecting emails from unknown senders with a 432 error. Legitimate senders can retry delivery after a delay. SMTP Error 432 in Jenkins: Server congestion: The mail server in Jenkins is currently handling a high volume of incoming email traffic, leading to processing delays. Rate limiting: Jenkins server may impose limits on the number of emails a sender can send within a specific time frame, resulting in a 432 error if exceeded. Temporary server issues: Hardware, software, network problems, or other transient issues can lead to SMTP error 432. Greylisting: Jenkins mail server may use greylisting as a spam-fighting technique, initially rejecting emails from unknown senders with a 432 error. Legitimate senders can retry delivery after a delay. How to Resolve SMTP Error 432 - Step-by-Step Solution: To resolve SMTP Error 432, follow these steps: Wait and Retry: This error is typically temporary, caused by server congestion, rate limiting, or other transient problems. Wait and retry the email delivery later; the receiving server should eventually accept the message. Check for Rate Limits: If sending a high volume of emails, ensure you don't exceed rate limits imposed by the receiving server. If exceeded, consider spreading out email sending over a longer period. Investigate Server Issues: If consistently encountering SMTP error 432 to a specific recipient or domain, contact the recipient's email administrator. It may indicate the recipient's mail server is experiencing issues. SMTP Error 432 Examples: "432 Service temporarily unavailable. Please try again later." "432 Rate limit exceeded for sender@example.com. Try again in an hour." "432 Greylisted - Retry email delivery in 15 minutes." "432 4.3.2 Server experiencing temporary issues. Email delivery delayed." Say Goodbye to all SMTP Errors in Development SuprSend eliminates the need to build and configure email servers from scratch, ensuring you steer clear of SMTP errors. Here's how SuprSend would work for your application, building a reliable notification system. Get Started For Free Share this blog on: Written by: Sanjeev Kumar Engineering, SuprSend Get a powerful notification engine with SuprSend Build smart notifications across channels in minutes with a single API and frontend components Get started for free Say Goodbye to all SMTP Errors in Development SuprSend eliminates the need to build and configure email servers from scratch, ensuring you steer clear of SMTP errors. Here's how SuprSend would work for your application, building a reliable notification system. 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https://devblogs.microsoft.com/dotnet/using-net-for-apache-spark-to-analyze-log-data/#mainContent | .NET for Apache Spark Helps Makes Big Data Accessible - .NET Blog Skip to main content Microsoft Dev Blogs Dev Blogs Dev Blogs Home Developer Microsoft for Developers Visual Studio Visual Studio Code Develop from the cloud All things Azure Xcode DevOps Windows Developer ISE Developer Azure SDK Command Line Aspire Technology DirectX Semantic Kernel Languages C++ C# F# TypeScript PowerShell Team Python Java Java Blog in Chinese Go .NET All .NET posts .NET Aspire .NET MAUI AI ASP.NET Core Blazor Entity Framework NuGet Servicing .NET Blog in Chinese Platform Development #ifdef Windows Microsoft Foundry Azure Government Azure VM Runtime Team Bing Dev Center Microsoft Edge Dev Microsoft Azure Microsoft 365 Developer Microsoft Entra Identity Developer Old New Thing Power Platform Data Development Azure Cosmos DB Azure Data Studio Azure SQL OData Revolutions R Unified Data Model (IDEAs) Microsoft Entra PowerShell More Search Search No results Cancel Dev Blogs .NET Blog Using .NET for Apache® Spark™ to Analyze Log Data .NET 10 is here! .NET 10 is now available: the most productive, modern, secure, intelligent, and performant release of .NET yet. Learn More Download Now February 10th, 2020 1 reaction Using .NET for Apache® Spark™ to Analyze Log Data Brigit Murtaugh Program Manager Show more At Spark + AI Summit in May 2019 , we released .NET for Apache Spark . .NET for Apache Spark is aimed at making Apache® Spark™ , and thus the exciting world of big data analytics, accessible to .NET developers. .NET for Spark can be used for processing batches of data, real-time streams, machine learning, and ad-hoc query. In this blog post, we’ll explore how to use .NET for Spark to perform a very popular big data task known as log analysis . The remainder of this post describes the following topics: What is log analysis? Writing a .NET for Spark log analysis app Running a .NET for Spark app Wrap Up What is log analysis? Log analysis, also known as log processing , is the process of analyzing computer-generated records called logs. Logs tell us what’s happening on a tool like a computer or web server, such as what applications are being used or the top websites users visit. The goal of log analysis is to gain meaningful insights from these logs about activity and performance of our tools or services. .NET for Spark enables us to analyze anywhere from megabytes to petabytes of log data with blazing fast and efficient processing! In this blog post, we’ll be analyzing a set of Apache log entries that express how users are interacting with content on a web server. You can view a sample of Apache log entries here . Writing a .NET for Spark log analysis app Log analysis is an example of batch processing with Spark. Batch processing is the transformation of data at rest, meaning that the source data has already been loaded into data storage. In our case, the input text file is already populated with logs and won’t be receiving new or updated logs as we process it. When creating a new .NET for Spark application, there are just a few steps we need to follow to start getting those interesting insights from our data: Create a Spark Session. Read input data, typically using a DataFrame. Manipulate and analyze input data, typically using Spark SQL. Create a Spark Session In any Spark application, we start off by establishing a new SparkSession , which is the entry point to programming with Spark: SparkSession spark = SparkSession .Builder() .AppName("Apache User Log Processing") .GetOrCreate(); By calling on the spark object created above, we can now access Spark and DataFrame functionality throughout our program – great! But what is a DataFrame? Let’s learn about it in the next step. Read input data Now that we have access to Spark functionality, we can read in the log data we’ll be analyzing. We store input data in a DataFrame , which is a distributed collection of data organized into named columns: DataFrame generalDf = spark.Read().Text("<path to input data set>"); When our input is contained in a .txt file, we use the .Text() method, as shown above. There are other methods to read in data from other sources, such as .Csv() to read in comma-separated values files. Manipulate and analyze input data With our input logs stored in a DataFrame, we can start analyzing them – now things are getting exciting! An important first step is data preparation . Data prep involves cleaning up our data in some way. This could include removing incomplete entries to avoid error in later calculations or removing irrelevant input to improve performance. In our example, we should first ensure all of our entries are complete logs. We can do this by comparing each log entry to a regular expression (AKA a regex), which is a sequence of characters that defines a pattern. Let’s define a regex expressing a pattern all valid Apache log entries should follow: string s_apacheRx = "^(\S+) (\S+) (\S+) [([\w:/]+\s[+-]\d{4})] \"(\S+) (\S+) (\S+)\" (\d{3}) (\d+)"; How do we perform a calculation on each row of a DataFrame, like comparing each log entry to the above regex? The answer is Spark SQL . Spark SQL Spark SQL provides many great functions for working with the structured data stored in a DataFrame. One of the most popular features of Spark SQL is UDFs , or user-defined functions. We define the type of input they take and the type of output they produce, and then the actual calculation or filtering they perform. Let’s define a new UDF GeneralReg to compare each log entry to the s_apacheRx regex. Our UDF requires an Apache log entry, which is a string, and will return a true or false depending upon if the log matches the regex: spark.Udf().Register<string, bool>("GeneralReg", log => Regex.IsMatch(log, s_apacheRx)); So how do we call GeneralReg ? In addition to UDFs, Spark SQL provides the ability to write SQL calls to analyze our data – how convenient! It’s common to write a SQL call to apply a UDF to each row of data. To call GeneralReg from above, let’s use the following SQL call: DataFrame generalDf = spark.Sql("SELECT logs.value, GeneralReg(logs.value) FROM Logs"); This SQL call tests each row of generalDf to determine if it’s a valid and complete log. We can use .Filter() to only keep the complete log entries in our data, and then .Show() to display our newly filtered DataFrame: generalDf = generalDf.Filter(generalDf["GeneralReg(value)"]); generalDf.Show(); Now that we’ve performed some initial data prep, we can continue filtering and analyzing our data. Let’s find log entries from IP addresses starting with 10 and related to spam in some way: // Choose valid log entries that start with 10 spark.Udf().Register<string, bool>( "IPReg", log => Regex.IsMatch(log, "^(?=10)")); generalDf.CreateOrReplaceTempView("IPLogs"); // Apply UDF to get valid log entries starting with 10 DataFrame ipDf = spark.Sql( "SELECT iplogs.value FROM IPLogs WHERE IPReg(iplogs.value)"); ipDf.Show(); // Choose valid log entries that start with 10 and deal with spam spark.Udf().Register<string, bool>( "SpamRegEx", log => Regex.IsMatch(log, "\\b(?=spam)\\b")); ipDf.CreateOrReplaceTempView("SpamLogs"); // Apply UDF to get valid, start with 10, spam entries DataFrame spamDF = spark.Sql( "SELECT spamlogs.value FROM SpamLogs WHERE SpamRegEx(spamlogs.value)"); Finally, let’s count the number of GET requests in our final cleaned dataset. The magic of .NET for Spark is that we can combine it with other popular .NET features to write our apps. We’ll use LINQ to analyze the data in our Spark app one last time: int numGetRequests = spamDF .Collect() .Where(r => ContainsGet(r.GetAs<string>("value"))) .Count(); In the above code, ContainsGet() checks for GET requests using regex matching : // Use regex matching to group data // Each group matches a column in our log schema // i.e. first group = first column = IP public static bool ContainsGet(string logLine) { Match match = Regex.Match(logLine, s_apacheRx); // Determine if valid log entry is a GET request if (match.Success) { Console.WriteLine("Full log entry: '{0}'", match.Groups[0].Value); // 5th column/group in schema is "method" if (match.Groups[5].Value == "GET") { return true; } } return false; } As a final step in our Spark apps, we call spark.Stop() to shut down the underlying Spark Session and Spark Context. You can view the complete log processing example in our GitHub repo. Running your app To run a .NET for Apache Spark app , you need to use the spark-submit command, which will submit your application to run on Apache Spark. The main parts of spark-submit include: –class, to call the DotnetRunner. –master, to determine if this is a local or cloud Spark submission. Path to the Microsoft.Spark jar file. Any arguments or dependencies for your app, such as the path to your input file or the dll containing UDF definitions. You’ll also need to download and setup some dependencies before running a .NET for Spark app locally, such as Java and Apache Spark. A sample Windows command for running your app is as follows: spark-submit --class org.apache.spark.deploy.dotnet.DotnetRunner --master local /path/to/microsoft-spark-<version>.jar dotnet /path/to/netcoreapp<version>/LoggingApp.dll .NET for Apache Spark Wrap Up We’d love to help you get started with .NET for Apache Spark and hear your feedback. You can Request a Demo from our landing page and check out the .NET for Spark GitHub repo to learn more about how you can apply .NET for Spark in your apps and get involved with our effort to make .NET a great tech stack for building big data applications! 1 0 0 Share on Facebook Share on X Share on Linkedin Copy Link --> Category .NET Apache Topics .NET for Spark Apache Spark Big Data Log Analysis Spark.NET Share Author Brigit Murtaugh Program Manager Brigit Murtaugh is a Program Manager on the .NET team, where she largely focuses on big data and machine learning. 0 comments Discussion is closed. Code of Conduct Read next February 11, 2020 .NET Framework February 2020 Security and Quality Rollup Tara Overfield February 12, 2020 Deprecating TLS 1.0 and 1.1 on NuGet.org – Stage 1 The NuGet Team Stay informed Get notified when new posts are published. Email * Country/Region * Select... 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https://www.suprsend.com/comparison-page/twilio-vs-exotel-2023 | Twilio vs Exotel (2023) Product FEATURES Template Engine Powerful template editors for all channels App Inbox Fully customizable inbox for your app & website Analytics Deep data insights on notification performance Logs Real-time notifications logs for all channels Smart Routing Reach users where they are Branding Seamlessly manage multi-brand customization Workflows Craft complex notification workflows Bifrost Run notifications natively on data warehouse Preferences Develop user focused notifications Integrations Integrate any channel and provider within mins Solutions BY USECASES Transactional Real-time alerts like authentication, activity updates Batching & Digest Aggregate multiple alerts into one Collaboration & Action Alerts on cross-user activity Scheduled Notifications One-time or recurring alerts like reminders Multi-tenant Alerts tailored to your customer's preferences Announcement / Newsletters Feature releases, achievements, product & policy updates Pricing Docs Customers Blog Login Get Started For Free Login Sign up vs. Twilio vs Exotel ? Looking for which SMS provider will be the best for your use case among Twilio vs Exotel ? Compare Twilio vs Exotel head-to-head on factors such as their features, pricing, latency, deliverability and more. Integrate now A Quick Introduction Introducing Twilio vs Exotel (2023) , two industry leading SMS vendors that are transforming the way businesses connect with their audience What is Twilio ? Twilio is a cloud communication platform that enables businesses to send real-time SMS notifications to their customers. Let's check how Twiio compares against other SMS vendors in terms of cost, features, security, reliability and more. Get started What is Exotel ? Exotel is a prominent SMS provider offering comprehensive communication solutions, including SMS, voice, and cloud telephony services, to empower businesses with efficient customer engagement and communication. Let's check how Karix fares against other SMS vendors. Get started What is Twilio ? Twilio is a cloud communication platform that enables businesses to send real-time SMS notifications to their customers. Let's check how Twiio compares against other SMS vendors in terms of cost, features, security, reliability and more. Get started What is Exotel ? Exotel is a prominent SMS provider offering comprehensive communication solutions, including SMS, voice, and cloud telephony services, to empower businesses with efficient customer engagement and communication. Let's check how Karix fares against other SMS vendors. Get started Comparative Guide: Twilio vs Exotel (2023) In a market flooded with SMS providers, selecting the one that suits your needs can be challenging. This comparative guide offers a swift overview of their offerings, making it easy for you to decide. Features Interactive Voice Response Twilio Supported Exotel Supported Recording and Transcriptions Twilio Supported Exotel Supported Carrier Route Optimization Twilio Supported Exotel Supported Free Inbound SMS Twilio Not Supported Exotel Supported Concatenation Twilio Supported Exotel Supported Cost Dedicated Number Twilio $1/month Exotel $1/ month Incoming SMS Twilio $0.00075/message Exotel FREE Outgoing SMS Twilio $0.00075/message Exotel $0.0022/ message Security Encryption Twilio TLS 1.2 / HTTP AES 256 Exotel TLS 1.2 Certification Twilio ISO/IEC 27017 CSA STAR FIPS 140-2 Level 3 ISO/IEC 27001 ISO/IEC 27018 Exotel ISO/IEC 27001:2013 Compliance Twilio HIPPA GDPR PCI DSS Exotel NA Authentication IDs/Tokens Twilio Yes Exotel Yes Rate Limits Outbound Throughput Limit Range Twilio 1 MPS 1 MPS Exotel Character Limits Accepted Twilio 1600 Concatenated / 160 Exotel 160 Features Heading Twilio Exotel Interactive Voice Response Supported Supported Recording and Transcriptions Supported Supported Carrier Route Optimization Supported Supported Free Inbound SMS Not Supported Supported Concatenation Supported Supported Cost Heading Twilio Exotel Dedicated Number $1/month $1/ month Incoming SMS $0.00075/message FREE Outgoing SMS $0.00075/message $0.0022/ message Security Heading Twilio Exotel Encryption TLS 1.2 / HTTP AES 256 TLS 1.2 Certification ISO/IEC 27017 CSA STAR FIPS 140-2 Level 3 ISO/IEC 27001 ISO/IEC 27018 ISO/IEC 27001:2013 Compliance HIPPA GDPR PCI DSS Authentication IDs / Tokens NA Yes Yes Rate Limits Heading Twilio Exotel Outbound Throughput Limit Range 1 MPS 1 MPS Character Limits Accepted 1600 Concatenated / 160 160 Calculate your Savings, one step at a time! SMS Price Comparison Calculator Step 1: Choose Numbers What numbers will you use to send and receive messages? Toll-Free Number Local Number Next Step 2: SMS Sending How many SMS messages will you be sending per month? Back Next Step 3: SMS Receiving How many SMS messages are you expecting to receive per month? Back Calculate Price Comparison Twilio $0.00 Exotel $0.00 Back Pros and Cons: Twilio vs Exotel (2023) Every choice comes with its trade-offs. Let's break down the advantages and disadvantages of the providers for a clear decision making. Twilio Pros Wide Range of features Twilio offers a wide range of features for communication, including SMS, MMS, voice, and video calling. Easy to use Twilio is easy to use, even for beginners. The documentation is clear and concise, and there are many tutorials available online. Scalable Twilio is scalable, so you can easily add more users or channels as your business grows. Global Reach Twilio has a global reach, so you can communicate with customers all over the world. Cons High learning curve Twilio can have a high learning curve, especially for complex features like two-factor authentication and call routing. Not as user-friendly as some competitors Some competitors, such as RingCentral and Vonage, have more user-friendly interfaces. Can be expensive for high-volume usage If you have a high volume of SMS or voice calls, Twilio can be expensive. Exotel Pros Very good customer service Users appreciate Exotel's prompt and helpful customer support, which has been a standout feature over the years. User-friendly interface Exotel's platform is easy to use, with a clean and straightforward user interface, making it accessible for various users. Customizable workflows Users like the ability to create customized call flows and IVR systems, allowing them to design their communication processes. Reliable call quality Exotel offers good call quality, ensuring that users can maintain clear and effective communication with their customers. Comprehensive reporting Exotel provides robust reporting and analytics tools, allowing users to track call data and gain insights into their communication activities. Cons IVR limitations Testing IVRs can be challenging, as there is no preview option, and users must call the number to test it. International call connectivity Some users have experienced delays in international call connections, which can be frustrating. Lack of a mobile app Exotel does not have a mobile app, which could enhance user convenience for those who need to access the platform on the go. Support ticket system Users mention that they often need to raise support tickets for issues, and urgent matters may require follow-up calls, which can be a bit inconvenient. Heading Pros Cons Twilio Wide Range of features Twilio offers a wide range of features for communication, including SMS, MMS, voice, and video calling. Easy to use Twilio is easy to use, even for beginners. The documentation is clear and concise, and there are many tutorials available online. Scalable Twilio is scalable, so you can easily add more users or channels as your business grows. Global Reach Twilio has a global reach, so you can communicate with customers all over the world. High learning curve Twilio can have a high learning curve, especially for complex features like two-factor authentication and call routing. Not as user-friendly as some competitors Some competitors, such as RingCentral and Vonage, have more user-friendly interfaces. Can be expensive for high-volume usage If you have a high volume of SMS or voice calls, Twilio can be expensive. Exotel Very good customer service Users appreciate Exotel's prompt and helpful customer support, which has been a standout feature over the years. User-friendly interface Exotel's platform is easy to use, with a clean and straightforward user interface, making it accessible for various users. Customizable workflows Users like the ability to create customized call flows and IVR systems, allowing them to design their communication processes. Reliable call quality Exotel offers good call quality, ensuring that users can maintain clear and effective communication with their customers. Comprehensive reporting Exotel provides robust reporting and analytics tools, allowing users to track call data and gain insights into their communication activities. IVR limitations Testing IVRs can be challenging, as there is no preview option, and users must call the number to test it. International call connectivity Some users have experienced delays in international call connections, which can be frustrating. Lack of a mobile app Exotel does not have a mobile app, which could enhance user convenience for those who need to access the platform on the go. Support ticket system Users mention that they often need to raise support tickets for issues, and urgent matters may require follow-up calls, which can be a bit inconvenient. Real Voices, Real Experiences Don't just take our word for it. Hear directly from users on G2 who have used Twilio and Exotel firsthand Reviews for Twilio 4.3 " Reliable for our programmable SMS needs! I like how Twilio drives our user authentication process through a single API that does the job of an otp ( one-time password ), while also guarding our verification process against artificially inflated traffic attacks by continuously monitoring our current and previous sms traffic behaviour. Twilio has consistently not only met but often surpasses the requirements and expectations. Juliano V. Software Engineering Manager " Go to for your Authentication! Very easy to use, with a ton of information available on how certain functions work and why. The help center is very comprehensive such that a beginner could navigate the platform with just research. Navigation through different parts of the platform can prove to be difficult due to some of the placements of things not being as intuitive as others. this makes brand management a bit more difficult. Madison T. Digital Marketing Analyst Reviews for Exotel 4.4 " Good cloud telephone service provider! Its simple and easy to set up the service, the call data and recordings can be easily accessed. In all these years that we have been using their service, we have never really faced any kind of major service related issues. The pricing is a bit on the higher side, especially the sms service cost which is way higher than those offered in the market. Also there could be lot more user data that could be made available which is currently missing. Siraj U. Product Marketing Manager " Exotel products are great for startups! We are using Exotel to connect to customers via different channels. Our Companies, Redcliffe Labs and Crysta IVF, are using Exotel Telephony, SMS and Whatsapp solutions together with a few other contact service solutions to effectively connect with customers and provide them with world-class healthcare facility. Support is an area where the company lags as compared to its competitors. Abhishek K VP, Technology Development More to explore vs. Bandwidth vs Gupshup (2024) Check out the SMS vendor comparison between Bandwidth vs Gupshup based on parameters such as features, cost, pricing, security, reliability, latency and more. 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Check now Implement a powerful stack for your notifications Get Started For Free Book Demo Company About us Signup Login Integrations Pricing Security Privacy Terms Contact Us Support SuprSend for Startups API Status Sign Up Channels Email SMS Notification Inbox Android Push iOS Push Web Push Xiaomi Push Whatsapp SDK Python SDK Node.js SDK Java SDK Android SDK React Native SDK iOS SDK Flutter SDK Go SDK Resources Documentation Changelog Blogs Write for us SMTP Error Codes SMS Providers Comparisons Email Providers Comparisons SMS Providers Alternatives Join us on Slack We are building a community of developers and product builders from across the globe to make notifications a pleasant experience. © 2025 All rights reserved. SuprStack Inc. By clicking “Accept All Cookies” , you agree to the storing of cookies on your device to enhance site navigation, analyze site usage, and assist in our marketing efforts. View our Privacy Policy for more information. 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https://podcasts.apple.com/us/podcast/agile-in-action-with-bill-raymond/id1516008955 | Agile in Action with Bill Raymond - Podcast - Apple Podcasts Home New Top Charts Search Agile in Action with Bill Raymond Bill Raymond 5.0 (6) MANAGEMENT UPDATED WEEKLY The Agile in Action podcast is hosted by Bill Raymond and features top industry leaders who share how they are adopting agile techniques to gain a competitive edge. The show features authors, agile practitioners, and teams working in the trenches that are eager to share how they are delivering a high level of value to their customers. Bill is an award-winning speaker, agile transformation leader, consultant, author, and trainer. Bill runs two popular podcasts, the Agile in Action Podcast with Bill Raymond and the T-Suite Podcast. Bill is the CEO of Cambermast, a strategic business consulting firm that helps clients deliver their most critical projects. LinkedIn: https://www.linkedin.com/in/williamraymond Blog: https://www.cambermast.com Agile in Action: https://www.agileinaction.com Latest Episode Follow Episodes 07/15/2025 AI in Learning and Development Watch on YouTube: https://youtu.be/MfImeEij4XY In this episode of the Agile and Action Podcast, Bill chats with Bhavneet Chahal, Co-founder and CEO of GoSkills, about how AI is reshaping online learning and development. Bhavneet shares how GoSkills took the bite-sized learning approach seriously way back in 2013 and why it still holds strong today. Instead of hour-long snoozefests, they focus on 3 to 5 minute lessons that come with cheat sheets, quizzes, and exercises. Bhav also explains how their platform integrates AI to help trainers build courses, generate lesson plans, and even make course titles pop. But she's quick to add that AI should assist, not replace, human quality and insight. The conversation dives into how AI isn't a threat to structured learning but actually helps enhance it. While ChatGPT and YouTube are great for quick answers, structured platforms like GoSkills offer guided learning that actually sticks. They've rolled out tools like Genie and Ask AI to boost productivity and personalize the learning experience without losing quality. Bhav shares her thoughts on how AI can help not just with content creation but also strategy, marketing, and even spotting hidden opportunities from raw data. Her hot tip for trainers and instructional designers: learn how to use AI to polish and sell your course, not just build it. What You'll Learn Why micro-learning still wins in adult education How AI can help you build and market better courses The difference between using AI for quick answers vs structured learning How GoSkills uses AI to find trends and shape future content Tips for trainers to stay competitive using AI tools in course design and promotion 25 min 06/03/2025 Learn Agile and Scrum in Two Hours "How do you eat an elephant? One bite at a time. It's the same thing with projects." — Luke Pivac In this episode of the Agile in Action Podcast, Bill Raymond chats with Luke Pivac, co-author of Learn Agile and Scrum in Two Hours. They talk about why Agile is more about mindset than rigid frameworks, the shift from traditional project management to Agile practices, and how teams adapted to remote work during the pandemic. Luke shares his personal journey into Agile, why Scrum works, and how Agile principles help teams stay resilient, especially in uncertain times. What you will learn: ✅ Why a strong Agile mindset beats just following a framework ✅ How daily standups and retrospectives can transform a team's dynamics ✅ The difference between Agile and traditional project management (hint: flexibility wins) ✅ How Agile principles help teams adapt during crises (like COVID-19) ✅ How AI can complement Agile practices (but not replace human creativity and problem-solving) Luke on LinkedIn: https://www.linkedin.com/in/lukepivac Learn Agile and Scrum in 2 Hours: https://www.amazon.com/Learn-Agile-Scrum-Hours-Beginners/dp/0994169345 26 min 05/20/2025 Acknowledging change and acting: The case for project professionals In this Agile in Action Podcast episode, Professor Adam Boddison, CEO of the Association for Project Management (APM), discusses the evolving role of project professionals in a rapidly changing world. He emphasizes the critical importance of project professionals in delivering societal and organizational change, advocating for their broader recognition beyond technical roles to strategic leadership positions. The conversation touches on the need to redefine success in project management, the challenges posed by global talent shortages, the inclusion of agile methodologies under the project professional umbrella, and the value of stakeholder engagement, continuous learning, and benefit realization. Boddison also makes a case for integrating project management as a core component of leadership training and suggests that roles like Chief Operating Officer may need to evolve into Chief Project or Transformation Officers to better align with today's change-driven business landscape. What You Will Learn: The strategic role of project professionals: Why project professionals are more than just process experts—they are essential to executing organizational strategy and managing change effectively across sectors. The need to redefine project success: How modern project management requires focus on benefits realization and adaptability, rather than strict adherence to initial plans. Bridging the project profession and the C-suite: Why project management deserves a seat at the executive table and how roles like COO may need to evolve to reflect a greater emphasis on transformation. Building project capability and maturity: The importance of upskilling both intentional and "accidental" project professionals and using lessons learned to inform future projects. Relevant URLs: Association for Project Management (APM): https://www.apm.org.uk Agile in Action Podcast: https://agileinaction.com Adam Boddison on LinkedIn: https://www.linkedin.com/in/adamboddison 30 min 09/17/2024 AI and Agile in Federally Regulated Robotics Prototyping 🎥 Watch now: https://youtu.be/yBw6bnP8YV0 Today, we are honored to have Captain Jon Haase on the podcast. Captain Jon Haase is a Navy Program Manager at the Navy Expeditionary Missions Program Office (or PMS 408) in NAVSEA and actively promotes AI readiness and innovation within the defense sector. In this episode, host Bill Raymond and Captain Jon Haase explore integrating AI and Agile methodologies to tackle the unique challenges in highly regulated federal government environments. They share real-world applications, touching on the latest trends in defense robotics and how AI technologies, field testing, and agility improve mission success rates. In this podcast, you will learn the following: ✅ How AI can enhance operational effectiveness and efficiency ✅ The impact of Agile methodologies in defense robotics projects ✅ Navigating the challenges of working in regulated government environments 🎉 How combining AI and Agile drives innovation in military robotics 42 min 08/27/2024 Pivoting with Purpose: Navigating Successful Business Pivots 🎥 Watch now: https://youtu.be/XUv3SHoXgK0 Bill Raymond chats with Vazgen Tadevosyan and Edik Baghdasaryan about their bold move from running a consulting firm to developing their gaming product. This episode is a masterclass in navigating significant business shifts without losing focus. Vazgen and Edik dive deep into their journey, sharing the lessons learned from balancing consulting services with product development. From overcoming technical challenges to keeping their team motivated, they provide actionable insights for anyone considering a similar pivot or looking to succeed in a highly competitive industry. ✅ Discover the challenges of scaling and the importance of domain-specific expertise ✅ Learn how to maintain client trust while pivoting your business ✅ Hear how they tackled team dynamics and flexibility during their transition 🎉 Get inspired by their passion for gaming and how it fueled their new venture 22 min 07/23/2024 Objective-driven Agility with Allan Kelly, Author Succeeding with OKRs in Agile Agile in Action with Bill Raymond 33 min 06/25/2024 Living with complexity and exploring the Cynefin framework, with Douglas Squirrel, Author of Agile Conversations 🎥 Watch Now: 🌪️ Living with complexity and an exploration of the Cynefin framework Douglas Squirrel, author of Agile Conversations, joins Bill Raymond on the Agile in Action podcast. Douglas discusses the misconceptions around agility in tech teams and the importance of experimentation in complex environments. Bill and Douglas discuss the benefits of rapid experimentation, handling complexity and chaos, and avoiding common pitfalls in software development. In this podcast, you will learn the following: ✅ The Cynefin framework for managing complexity ✅ The importance of experimentation in software teams ✅ How to avoid common development pitfalls 🎉 Strategies to make tech teams more profitable 35 min 05/27/2024 Avoid traps along the value trail with David Pereira 🎥 Watch now: https://youtu.be/N9u-dsvOhSU Are you feeling trapped because your product is not delivering value? Guest David Pereira shares how to untrap your team by prioritizing customer needs and behaviors over backlog grooming, focusing on adding value. David and Bill will equip you with practical, actionable tips and strategies. You'll learn how to measure the value delivered by a product or feature and why having honest conversations with customers is crucial to gaining a deeper understanding of their needs. Untrapping your product teams and creating products that deliver value will become a tangible goal. In this podcast, you will learn: ✅ How to understand customer needs and behaviors ✅ Strategies for prioritizing features ✅ The importance of incremental change over perfection 🚀 Untrap your product teams to re-focus on value For this podcast's transcript, to reach David, and much more, visit the Agile in Action website: https://agileinaction.com 28 min See All (99) Ratings & Reviews 5 out of 5 6 Ratings The best podcast for learning agile 08/10/2022 Gabbanana As someone who works in the medical profession, we must follow strict regulations and processes. However, there are always better, more efficient ways to get things done. Bill’s podcast helps me think differently about how our teams work together to provide a more collaborative approach to improving patient care and outcomes. About The Agile in Action podcast is hosted by Bill Raymond and features top industry leaders who share how they are adopting agile techniques to gain a competitive edge. The show features authors, agile practitioners, and teams working in the trenches that are eager to share how they are delivering a high level of value to their customers. Bill is an award-winning speaker, agile transformation leader, consultant, author, and trainer. Bill runs two popular podcasts, the Agile in Action Podcast with Bill Raymond and the T-Suite Podcast. Bill is the CEO of Cambermast, a strategic business consulting firm that helps clients deliver their most critical projects. LinkedIn: https://www.linkedin.com/in/williamraymond Blog: https://www.cambermast.com Agile in Action: https://www.agileinaction.com Information Creator Bill Raymond Years Active 2020 - 2025 Episodes 99 Rating Clean Copyright © Copyright Cambermast LLC Show Website Agile in Action with Bill Raymond United States Español (México) العربية Русский 简体中文 Français (France) 한국어 Português (Brazil) Tiếng Việt 繁體中文 (台灣) Select a country or region Africa, Middle East, and India See All Algeria Angola Armenia Azerbaijan Bahrain Benin Botswana Brunei Darussalam Burkina Faso Cameroun Cape Verde Chad Côte d’Ivoire Congo, The Democratic Republic Of The Egypt Eswatini Gabon Gambia Ghana Guinea-Bissau India Iraq Israel Jordan Kenya Kuwait Lebanon Liberia Libya Madagascar Malawi Mali Mauritania Mauritius Morocco Mozambique Namibia Niger (English) Nigeria Oman Qatar Congo, Republic of Rwanda São Tomé and Príncipe Saudi Arabia Senegal Seychelles Sierra Leone South Africa Sri Lanka Tajikistan Tanzania, United Republic Of Tunisia Turkmenistan United Arab Emirates Uganda Yemen Zambia Zimbabwe Asia Pacific See All Afghanistan Australia Bhutan Cambodia 中国大陆 Fiji 香港 Indonesia (English) 日本 Kazakhstan 대한민국 Kyrgyzstan Lao People's Democratic Republic 澳門 Malaysia (English) Maldives Micronesia, Federated States of Mongolia Myanmar Nauru Nepal New Zealand Pakistan Palau Papua New Guinea Philippines Singapore Solomon Islands 台灣 Thailand Tonga Turkmenistan Uzbekistan Vanuatu Vietnam Europe See All Albania Armenia Österreich Belarus Belgium Bosnia and Herzegovina Bulgaria Croatia Cyprus Czechia Denmark Estonia Finland France (Français) Georgia Deutschland Greece Hungary Iceland Ireland Italia Kosovo Latvia Lithuania Luxembourg (English) Malta Moldova, Republic Of Montenegro Nederland North Macedonia Norway Poland Portugal (Português) Romania Россия Serbia Slovakia Slovenia España Sverige Schweiz Türkiye (English) Ukraine United Kingdom Latin America and the Caribbean See All Anguilla Antigua and Barbuda Argentina (Español) Bahamas Barbados Belize Bermuda Bolivia (Español) Brasil Virgin Islands, British Cayman Islands Chile (Español) Colombia (Español) Costa Rica (Español) Dominica República Dominicana Ecuador (Español) El Salvador (Español) Grenada Guatemala (Español) Guyana Honduras (Español) Jamaica México Montserrat Nicaragua (Español) Panamá Paraguay (Español) Perú St. Kitts and Nevis Saint Lucia St. Vincent and The Grenadines Suriname Trinidad and Tobago Turks and Caicos Uruguay (English) Venezuela (Español) The United States and Canada See All Canada (English) Canada (Français) United States Estados Unidos (Español México) الولايات المتحدة США 美国 (简体中文) États-Unis (Français France) 미국 Estados Unidos (Português Brasil) Hoa Kỳ 美國 (繁體中文台灣) Copyright © 2026 Apple Inc. 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https://devblogs.microsoft.com/dotnet/using-net-for-apache-spark-to-analyze-log-data/#wrapup | .NET for Apache Spark Helps Makes Big Data Accessible - .NET Blog Skip to main content Microsoft Dev Blogs Dev Blogs Dev Blogs Home Developer Microsoft for Developers Visual Studio Visual Studio Code Develop from the cloud All things Azure Xcode DevOps Windows Developer ISE Developer Azure SDK Command Line Aspire Technology DirectX Semantic Kernel Languages C++ C# F# TypeScript PowerShell Team Python Java Java Blog in Chinese Go .NET All .NET posts .NET Aspire .NET MAUI AI ASP.NET Core Blazor Entity Framework NuGet Servicing .NET Blog in Chinese Platform Development #ifdef Windows Microsoft Foundry Azure Government Azure VM Runtime Team Bing Dev Center Microsoft Edge Dev Microsoft Azure Microsoft 365 Developer Microsoft Entra Identity Developer Old New Thing Power Platform Data Development Azure Cosmos DB Azure Data Studio Azure SQL OData Revolutions R Unified Data Model (IDEAs) Microsoft Entra PowerShell More Search Search No results Cancel Dev Blogs .NET Blog Using .NET for Apache® Spark™ to Analyze Log Data .NET 10 is here! .NET 10 is now available: the most productive, modern, secure, intelligent, and performant release of .NET yet. Learn More Download Now February 10th, 2020 1 reaction Using .NET for Apache® Spark™ to Analyze Log Data Brigit Murtaugh Program Manager Show more At Spark + AI Summit in May 2019 , we released .NET for Apache Spark . .NET for Apache Spark is aimed at making Apache® Spark™ , and thus the exciting world of big data analytics, accessible to .NET developers. .NET for Spark can be used for processing batches of data, real-time streams, machine learning, and ad-hoc query. In this blog post, we’ll explore how to use .NET for Spark to perform a very popular big data task known as log analysis . The remainder of this post describes the following topics: What is log analysis? Writing a .NET for Spark log analysis app Running a .NET for Spark app Wrap Up What is log analysis? Log analysis, also known as log processing , is the process of analyzing computer-generated records called logs. Logs tell us what’s happening on a tool like a computer or web server, such as what applications are being used or the top websites users visit. The goal of log analysis is to gain meaningful insights from these logs about activity and performance of our tools or services. .NET for Spark enables us to analyze anywhere from megabytes to petabytes of log data with blazing fast and efficient processing! In this blog post, we’ll be analyzing a set of Apache log entries that express how users are interacting with content on a web server. You can view a sample of Apache log entries here . Writing a .NET for Spark log analysis app Log analysis is an example of batch processing with Spark. Batch processing is the transformation of data at rest, meaning that the source data has already been loaded into data storage. In our case, the input text file is already populated with logs and won’t be receiving new or updated logs as we process it. When creating a new .NET for Spark application, there are just a few steps we need to follow to start getting those interesting insights from our data: Create a Spark Session. Read input data, typically using a DataFrame. Manipulate and analyze input data, typically using Spark SQL. Create a Spark Session In any Spark application, we start off by establishing a new SparkSession , which is the entry point to programming with Spark: SparkSession spark = SparkSession .Builder() .AppName("Apache User Log Processing") .GetOrCreate(); By calling on the spark object created above, we can now access Spark and DataFrame functionality throughout our program – great! But what is a DataFrame? Let’s learn about it in the next step. Read input data Now that we have access to Spark functionality, we can read in the log data we’ll be analyzing. We store input data in a DataFrame , which is a distributed collection of data organized into named columns: DataFrame generalDf = spark.Read().Text("<path to input data set>"); When our input is contained in a .txt file, we use the .Text() method, as shown above. There are other methods to read in data from other sources, such as .Csv() to read in comma-separated values files. Manipulate and analyze input data With our input logs stored in a DataFrame, we can start analyzing them – now things are getting exciting! An important first step is data preparation . Data prep involves cleaning up our data in some way. This could include removing incomplete entries to avoid error in later calculations or removing irrelevant input to improve performance. In our example, we should first ensure all of our entries are complete logs. We can do this by comparing each log entry to a regular expression (AKA a regex), which is a sequence of characters that defines a pattern. Let’s define a regex expressing a pattern all valid Apache log entries should follow: string s_apacheRx = "^(\S+) (\S+) (\S+) [([\w:/]+\s[+-]\d{4})] \"(\S+) (\S+) (\S+)\" (\d{3}) (\d+)"; How do we perform a calculation on each row of a DataFrame, like comparing each log entry to the above regex? The answer is Spark SQL . Spark SQL Spark SQL provides many great functions for working with the structured data stored in a DataFrame. One of the most popular features of Spark SQL is UDFs , or user-defined functions. We define the type of input they take and the type of output they produce, and then the actual calculation or filtering they perform. Let’s define a new UDF GeneralReg to compare each log entry to the s_apacheRx regex. Our UDF requires an Apache log entry, which is a string, and will return a true or false depending upon if the log matches the regex: spark.Udf().Register<string, bool>("GeneralReg", log => Regex.IsMatch(log, s_apacheRx)); So how do we call GeneralReg ? In addition to UDFs, Spark SQL provides the ability to write SQL calls to analyze our data – how convenient! It’s common to write a SQL call to apply a UDF to each row of data. To call GeneralReg from above, let’s use the following SQL call: DataFrame generalDf = spark.Sql("SELECT logs.value, GeneralReg(logs.value) FROM Logs"); This SQL call tests each row of generalDf to determine if it’s a valid and complete log. We can use .Filter() to only keep the complete log entries in our data, and then .Show() to display our newly filtered DataFrame: generalDf = generalDf.Filter(generalDf["GeneralReg(value)"]); generalDf.Show(); Now that we’ve performed some initial data prep, we can continue filtering and analyzing our data. Let’s find log entries from IP addresses starting with 10 and related to spam in some way: // Choose valid log entries that start with 10 spark.Udf().Register<string, bool>( "IPReg", log => Regex.IsMatch(log, "^(?=10)")); generalDf.CreateOrReplaceTempView("IPLogs"); // Apply UDF to get valid log entries starting with 10 DataFrame ipDf = spark.Sql( "SELECT iplogs.value FROM IPLogs WHERE IPReg(iplogs.value)"); ipDf.Show(); // Choose valid log entries that start with 10 and deal with spam spark.Udf().Register<string, bool>( "SpamRegEx", log => Regex.IsMatch(log, "\\b(?=spam)\\b")); ipDf.CreateOrReplaceTempView("SpamLogs"); // Apply UDF to get valid, start with 10, spam entries DataFrame spamDF = spark.Sql( "SELECT spamlogs.value FROM SpamLogs WHERE SpamRegEx(spamlogs.value)"); Finally, let’s count the number of GET requests in our final cleaned dataset. The magic of .NET for Spark is that we can combine it with other popular .NET features to write our apps. We’ll use LINQ to analyze the data in our Spark app one last time: int numGetRequests = spamDF .Collect() .Where(r => ContainsGet(r.GetAs<string>("value"))) .Count(); In the above code, ContainsGet() checks for GET requests using regex matching : // Use regex matching to group data // Each group matches a column in our log schema // i.e. first group = first column = IP public static bool ContainsGet(string logLine) { Match match = Regex.Match(logLine, s_apacheRx); // Determine if valid log entry is a GET request if (match.Success) { Console.WriteLine("Full log entry: '{0}'", match.Groups[0].Value); // 5th column/group in schema is "method" if (match.Groups[5].Value == "GET") { return true; } } return false; } As a final step in our Spark apps, we call spark.Stop() to shut down the underlying Spark Session and Spark Context. You can view the complete log processing example in our GitHub repo. Running your app To run a .NET for Apache Spark app , you need to use the spark-submit command, which will submit your application to run on Apache Spark. The main parts of spark-submit include: –class, to call the DotnetRunner. –master, to determine if this is a local or cloud Spark submission. Path to the Microsoft.Spark jar file. Any arguments or dependencies for your app, such as the path to your input file or the dll containing UDF definitions. You’ll also need to download and setup some dependencies before running a .NET for Spark app locally, such as Java and Apache Spark. A sample Windows command for running your app is as follows: spark-submit --class org.apache.spark.deploy.dotnet.DotnetRunner --master local /path/to/microsoft-spark-<version>.jar dotnet /path/to/netcoreapp<version>/LoggingApp.dll .NET for Apache Spark Wrap Up We’d love to help you get started with .NET for Apache Spark and hear your feedback. You can Request a Demo from our landing page and check out the .NET for Spark GitHub repo to learn more about how you can apply .NET for Spark in your apps and get involved with our effort to make .NET a great tech stack for building big data applications! 1 0 0 Share on Facebook Share on X Share on Linkedin Copy Link --> Category .NET Apache Topics .NET for Spark Apache Spark Big Data Log Analysis Spark.NET Share Author Brigit Murtaugh Program Manager Brigit Murtaugh is a Program Manager on the .NET team, where she largely focuses on big data and machine learning. 0 comments Discussion is closed. Code of Conduct Read next February 11, 2020 .NET Framework February 2020 Security and Quality Rollup Tara Overfield February 12, 2020 Deprecating TLS 1.0 and 1.1 on NuGet.org – Stage 1 The NuGet Team Stay informed Get notified when new posts are published. Email * Country/Region * Select... 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https://devblogs.microsoft.com/visualstudio/making-our-unity-analyzers-open-source/#mainContent | Making our Unity Analyzers Open-Source - Visual Studio Blog Skip to main content Microsoft Dev Blogs Dev Blogs Dev Blogs Home Developer Microsoft for Developers Visual Studio Visual Studio Code Develop from the cloud All things Azure Xcode DevOps Windows Developer ISE Developer Azure SDK Command Line Aspire Technology DirectX Semantic Kernel Languages C++ C# F# TypeScript PowerShell Team Python Java Java Blog in Chinese Go .NET All .NET posts .NET Aspire .NET MAUI AI ASP.NET Core Blazor Entity Framework NuGet Servicing .NET Blog in Chinese Platform Development #ifdef Windows Microsoft Foundry Azure Government Azure VM Runtime Team Bing Dev Center Microsoft Edge Dev Microsoft Azure Microsoft 365 Developer Microsoft Entra Identity Developer Old New Thing Power Platform Data Development Azure Cosmos DB Azure Data Studio Azure SQL OData Revolutions R Unified Data Model (IDEAs) Microsoft Entra PowerShell More Search Search No results Cancel Dev Blogs Visual Studio Blog Making our Unity Analyzers Open-Source February 11th, 2020 0 reactions Making our Unity Analyzers Open-Source Jb Evain Principal Software Engineering Manager Show more Visual Studio for Mac is retired Visual Studio for Mac was retired on August 31, 2024 in accordance with Microsoft's Modern Lifecycle Policy . While you can continue to work with Visual Studio for Mac, there are several other options for developers on Mac such as the preview version of the new C# Dev Kit extension for VS Code. Learn more about support timelines and alternatives. Here at the Visual Studio Tools for Unity team our mission is to improve the productivity of Unity developers. In Visual Studio 2019 we’ve introduced our Unity Analyzers, a collection of Unity specific code diagnostics and code fixes. Today we’re excited to make our Unity Analyzers Open-Source . Unity Analyzers Visual Studio and Visual Studio for Mac rely on Roslyn , our compiler infrastructure, to deliver a fantastic C# programming experience. One of my favorite features of Roslyn is the ability to programmatically guide developers when using an API. At the core of this experience, an analyzer detects a code pattern, and can offer to replace it with a more recommended pattern. A common example that is specific to the Unity API is how you compare tags on your game objects. You could write collision.gameObject.tag == "enemy"; to compare tags But Unity offers a CompareTag method that is more efficient, so we implemented a CompareTag diagnostic that will detect this pattern and offer to use the more optimized method instead. On Windows just press (CTRL+.) or press (Alt-Enter) on Visual Studio for Mac to trigger the Quick Fixes, and you’ll be prompted by a preview of the change: We currently have a dozen analyzers that are shipping in the Tools for Unity, with more being written right now. Improving the Default Experience Recently the Roslyn team introduced analyzer suppressors. This feature allows us to programmatically suppress the default set of analyzers that Roslyn ships. This is great for Unity developers, because it allows the Tools for Unity team to remove warnings or code fix suggestions that do not apply to Unity development. A common example is for fields decorated with Unity’s SerializeField attributes to light-up the fields in the Unity Inspector. For instance, without the Unity Analyzers, Visual Studio would offer to make a serialized field readonly while we know the Unity engine is setting the value of this field. If you were to accept that code fix, Unity would remove any association you set in the Inspector for this field, which could break things. By writing a suppressor, we can programmatically suppress this behavior while keeping it enabled for standard C# fields. Available now Today, the Unity Analyzers are being shipped as part of the Tools for Unity and are enabled on Visual Studio and Visual Studio for Mac. The analyzers are running inside Visual Studio, meaning that if you suppress a warning you might still see it in Unity’s error list. We’re working on improving this for a future release. Bring your tips and tricks The Tools for Unity team has a backlog of analyzers, code fixes and suppressors that we’re working on, but we’re always on the lookout for new analyzers that would improve the C# programming experience of Unity developers. The project is easy to get started with. Just head to our README and suggest a new analyzer or even submit a PR to the repository. See you on GitHub! 0 0 0 Share on Facebook Share on X Share on Linkedin Copy Link --> Category Cross-Platform Gaming Open Source Visual Studio Topics C# Game Development roslyn Unity Visual Studio Visual Studio for Mac Share Author Jb Evain Principal Software Engineering Manager Jb runs the Visual Studio Tools for Unity experience. He has a passion for developer tools and programming languages and enjoys working with game developers. 0 comments Discussion is closed. Code of Conduct Read next February 12, 2020 Creating .NET Core global tools on macOS Sayed Ibrahim Hashimi February 13, 2020 Decompilation of C# code made easy with Visual Studio Mark Downie Stay informed Get notified when new posts are published. Email * Country/Region * Select... 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https://www.suprsend.com/smtp-error-solution/smtp-error-441-solution-causes-and-error-message-syntax-in-your-email-server | SMTP Error 441 Solution, Causes and Error Message Syntax in Your Email Server Product FEATURES Template Engine Powerful template editors for all channels App Inbox Fully customizable inbox for your app & website Analytics Deep data insights on notification performance Logs Real-time notifications logs for all channels Smart Routing Reach users where they are Branding Seamlessly manage multi-brand customization Workflows Craft complex notification workflows Bifrost Run notifications natively on data warehouse Preferences Develop user focused notifications Integrations Integrate any channel and provider within mins Solutions BY USECASES Transactional Real-time alerts like authentication, activity updates Batching & Digest Aggregate multiple alerts into one Collaboration & Action Alerts on cross-user activity Scheduled Notifications One-time or recurring alerts like reminders Multi-tenant Alerts tailored to your customer's preferences Announcement / Newsletters Feature releases, achievements, product & policy updates Pricing Docs Customers Blog Login Get Started For Free Login Sign up SMTP Error 441 What causes this error and solutions TABLE OF CONTENTS SMTP Error 441 is a permanent or "5xx" error code issued by a mail server to indicate the rejection of an email message. This rejection occurs when the recipient's mailbox or email account is either non-existent or no longer active. The error denotes that the recipient's email address is invalid, leading to the inability to deliver the message. What's Causing This SMTP Error 441: SMTP Error 441 may result from various issues: Non-existent recipient: The email address provided in the "RCPT TO" command or the "To:" field of the email message does not correspond to a valid email account or mailbox. Invalid recipient domain: The recipient's email domain (e.g., example.com) either does not exist or has been retired. Deactivated or expired account: The recipient's email account may have been deactivated, suspended, or expired, rendering it unavailable for receiving emails. How to Resolve SMTP Error 441 - Step-by-Step Solution: To address SMTP Error 441, follow these steps: Verify recipient's email address: Confirm the correct spelling and completeness of the recipient's email address, ensuring it corresponds to a valid email account or mailbox. Check recipient domain: Ensure the recipient's email domain is operational, free of DNS (Domain Name System) issues, and is not retired or expired. Contact the recipient: If encountering SMTP error 441 persistently when sending emails to a specific recipient, reach out through an alternative method (e.g., phone) to verify the status of their email account. They may need to resolve account-related issues. SMTP Error 441 Examples: "441 5.1.1 recipient@example.com: Recipient address does not exist." "441 5.4.5 recipient@example.com: Domain name not found. Check recipient domain." "441 5.7.0 recipient@example.com: Recipient's email account is deactivated. Email delivery cannot be completed." Say Goodbye to all SMTP Errors in Development SuprSend eliminates the need to build and configure email servers from scratch, ensuring you steer clear of SMTP errors. Here's how SuprSend would work for your application, building a reliable notification system. Get Started For Free Share this blog on: Written by: Sanjeev Kumar Engineering, SuprSend Get a powerful notification engine with SuprSend Build smart notifications across channels in minutes with a single API and frontend components Get started for free Say Goodbye to all SMTP Errors in Development SuprSend eliminates the need to build and configure email servers from scratch, ensuring you steer clear of SMTP errors. Here's how SuprSend would work for your application, building a reliable notification system. 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https://www.suprsend.com/comparison-page/karix-vs-exotel-2023 | Karix vs Gupshup (2023) Product FEATURES Template Engine Powerful template editors for all channels App Inbox Fully customizable inbox for your app & website Analytics Deep data insights on notification performance Logs Real-time notifications logs for all channels Smart Routing Reach users where they are Branding Seamlessly manage multi-brand customization Workflows Craft complex notification workflows Bifrost Run notifications natively on data warehouse Preferences Develop user focused notifications Integrations Integrate any channel and provider within mins Solutions BY USECASES Transactional Real-time alerts like authentication, activity updates Batching & Digest Aggregate multiple alerts into one Collaboration & Action Alerts on cross-user activity Scheduled Notifications One-time or recurring alerts like reminders Multi-tenant Alerts tailored to your customer's preferences Announcement / Newsletters Feature releases, achievements, product & policy updates Pricing Docs Customers Blog Login Get Started For Free Login Sign up vs. Karix vs Gupshup ? Looking for which SMS provider will be the best for your use case among Karix vs Gupshup ? Compare Karix vs Gupshup head-to-head on factors such as their features, pricing, latency, deliverability and more. Integrate now A Quick Introduction Introducing Karix vs Gupshup (2023) , two industry leading SMS vendors that are transforming the way businesses connect with their audience What is Karix ? Karix’s SMS platform enables enterprises to easily integrate with Business APIs and harness the power of SMS as a medium to communicate with their target customers. Check its comparison in terms of cost, features, security, reviews and other factors. Get started What is Gupshup ? Gupshup is a prominent SMS vendor known for its versatile messaging platform, empowering businesses and developers with rich communication tools and chatbot integration capabilities. Let's check how Sinch fares against other SMS vendors. Get started What is Karix ? Karix’s SMS platform enables enterprises to easily integrate with Business APIs and harness the power of SMS as a medium to communicate with their target customers. Check its comparison in terms of cost, features, security, reviews and other factors. Get started What is Gupshup ? Gupshup is a prominent SMS vendor known for its versatile messaging platform, empowering businesses and developers with rich communication tools and chatbot integration capabilities. Let's check how Sinch fares against other SMS vendors. Get started Comparative Guide: Karix vs Gupshup (2023) In a market flooded with SMS providers, selecting the one that suits your needs can be challenging. This comparative guide offers a swift overview of their offerings, making it easy for you to decide. Features Interactive Voice Response Karix Supported Gupshup Supported Recording and Transcriptions Karix Supported Gupshup Supported Carrier Route Optimization Karix Supported Gupshup Supported Free Inbound SMS Karix Supported Gupshup Supported Concatenation Karix Supported Gupshup Supported Cost Dedicated Number Karix $0.0076/ month Gupshup $1/month Incoming SMS Karix FREE Gupshup $0.028/ message Outgoing SMS Karix $0.0048/ message Gupshup $0.028/ message Security Encryption Karix TLS Gupshup TLS AES 256 Certification Karix ISO/IEC 27001:2013 ISO 9001:2015 Gupshup ISO/IEC 27001 SOC 2 Compliance Karix NA Gupshup CCPA GDPR LGPD Authentication IDs/Tokens Karix Yes Gupshup Yes Rate Limits Outbound Throughput Limit Range Karix NA 20 MPS Gupshup Character Limits Accepted Karix 160 Gupshup 2500 Concatenated / 160 Features Heading Karix Gupshup Interactive Voice Response Supported Supported Recording and Transcriptions Supported Supported Carrier Route Optimization Supported Supported Free Inbound SMS Supported Supported Concatenation Supported Supported Cost Heading Karix Gupshup Dedicated Number $0.0076/ month $1/month Incoming SMS FREE $0.028/ message Outgoing SMS $0.0048/ message $0.028/ message Security Heading Karix Gupshup Encryption TLS TLS AES 256 Certification ISO/IEC 27001:2013 ISO 9001:2015 ISO/IEC 27001 SOC 2 Compliance NA Authentication IDs / Tokens CCPA GDPR LGPD Yes Yes Rate Limits Heading Karix Gupshup Outbound Throughput Limit Range NA 20 MPS Character Limits Accepted 160 2500 Concatenated / 160 Calculate your Savings, one step at a time! SMS Price Comparison Calculator Step 1: Choose Numbers What numbers will you use to send and receive messages? Toll-Free Number Local Number Next Step 2: SMS Sending How many SMS messages will you be sending per month? Back Next Step 3: SMS Receiving How many SMS messages are you expecting to receive per month? Back Calculate Price Comparison Karix $0.00 Gupshup $0.00 Back Pros and Cons: Karix vs Gupshup (2023) Every choice comes with its trade-offs. Let's break down the advantages and disadvantages of the providers for a clear decision making. Karix Pros Quick delivery SMS messages are delivered quickly, usually within seconds. This is important for time-sensitive messages, such as appointment reminders or shipping notifications. Personalization Karix allows you to personalize your SMS messages with the recipient's name, location, and other information. This can help to increase engagement and click-through rates. Reporting and analytics Karix provides detailed reporting and analytics on your SMS campaigns. This data can help you to track the performance of your campaigns and make improvements. Affordable pricing Karix offers a variety of pricing plans to fit your budget. You can also get a free trial to test out the service before you commit. Cons Not all countries are supported Karix does not support all countries. If you need to send SMS messages to a country that is not supported, you will need to use a different provider. Some features are limited on the free plan The free plan for Karix is limited to 100 SMS messages per month. If you need to send more than that, you will need to upgrade to a paid plan. Customer support can be slow Some users have reported that customer support can be slow to respond. However, Karix does offer 24/7 support, so you should be able to get help if you need it. Gupshup Pros Easy Integration Users find Gupshup's platform easy to integrate with their systems, making it convenient to use for WhatsApp promotions and SMS services. Quick Template Approval Gupshup's approval process for WhatsApp templates is fast, allowing users to start their campaigns promptly. Cost-Effective Gupshup offers competitive pricing for SMS and WhatsApp services, making it an attractive option for businesses looking to promote their products or services. Technical Comfort Users appreciate the platform's technical aspects, which allow them to create WhatsApp templates without complications. Dedicated Support Some users have experienced good support from the Gupshup team, with dedicated account managers assisting them with their queries and requirements. Cons Complicated Reports Some users find the reporting system to be complex, making it difficult to obtain specific click reports for selected dates. Template Rejection Communication Users would like more detailed communication when their WhatsApp templates are rejected, helping them understand the reasons and make improvements. Integration Issues A few users encountered errors and difficulties when integrating Gupshup with other software. Lack of Instant Support Some users felt that support response times could be improved, especially when dealing with urgent issues. User Interface There were suggestions for improving the user interface to enhance the visual and overall user experience. Heading Pros Cons Karix Quick delivery SMS messages are delivered quickly, usually within seconds. This is important for time-sensitive messages, such as appointment reminders or shipping notifications. Personalization Karix allows you to personalize your SMS messages with the recipient's name, location, and other information. This can help to increase engagement and click-through rates. Reporting and analytics Karix provides detailed reporting and analytics on your SMS campaigns. This data can help you to track the performance of your campaigns and make improvements. Affordable pricing Karix offers a variety of pricing plans to fit your budget. You can also get a free trial to test out the service before you commit. Not all countries are supported Karix does not support all countries. If you need to send SMS messages to a country that is not supported, you will need to use a different provider. Some features are limited on the free plan The free plan for Karix is limited to 100 SMS messages per month. If you need to send more than that, you will need to upgrade to a paid plan. Customer support can be slow Some users have reported that customer support can be slow to respond. However, Karix does offer 24/7 support, so you should be able to get help if you need it. Gupshup Easy Integration Users find Gupshup's platform easy to integrate with their systems, making it convenient to use for WhatsApp promotions and SMS services. Quick Template Approval Gupshup's approval process for WhatsApp templates is fast, allowing users to start their campaigns promptly. Cost-Effective Gupshup offers competitive pricing for SMS and WhatsApp services, making it an attractive option for businesses looking to promote their products or services. Technical Comfort Users appreciate the platform's technical aspects, which allow them to create WhatsApp templates without complications. Dedicated Support Some users have experienced good support from the Gupshup team, with dedicated account managers assisting them with their queries and requirements. Complicated Reports Some users find the reporting system to be complex, making it difficult to obtain specific click reports for selected dates. Template Rejection Communication Users would like more detailed communication when their WhatsApp templates are rejected, helping them understand the reasons and make improvements. Integration Issues A few users encountered errors and difficulties when integrating Gupshup with other software. Lack of Instant Support Some users felt that support response times could be improved, especially when dealing with urgent issues. User Interface There were suggestions for improving the user interface to enhance the visual and overall user experience. Real Voices, Real Experiences Don't just take our word for it. Hear directly from users on G2 who have used Karix and Gupshup firsthand Reviews for Karix 1.7 " Issue with customer service! No challenges faced with the product. We use the API for sending sms. Its a 2 way channel where the customer sends us an SMS and our team responds to them via an API. However their customer service is very slow. The account managers assigned to our account lack responsibility towards us. Invoices are not received on time and they do not track payments as well. Verified User Mid-Market " Not too good! We fed up with the way that they responded when we needed their support at a crucial time. We immediately reached out to a customer-centric vendor and moved on without a second thought. I don't think they've resolved any business problem apart from providing a general sms service. We're disappointed with your support, team Karix. Mohammed S. Tech Customer Support Lead Reviews for Gupshup 4.4 " User friendly team portal that provides real time solutions! The Gupshup team portals are very user-friendly which provide real-time solutions. The gupshup team proactively works on all the requests raised. The SPOCs from Gupshup are helpful, receptive, and solution-oriented. The transaction ID format is non-compatible with excel format. Gupshup should look into changing the format. Antara N . Enterprise " Unreliable Business Partner! There's never any time when I've heard a no from my sales PoC. Whatever customizations are required, the PoC ensures that the same is getting done. Timely completion of the work is the only place where I felt things could have been better. For the project at least, where we collaborated, deadlines were pushed a lot, which sort of affected our go-live plans twice. Hope the same gets better in the coming time. Mukund K. Chief-of-staff More to explore vs. Bandwidth vs Gupshup (2024) Check out the SMS vendor comparison between Bandwidth vs Gupshup based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Bandwidth vs Exotel (2024) Check out the SMS vendor comparison between Bandwidth vs Exotel based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Bandwidth vs Karix (2024) Check out the SMS vendor comparison between Bandwidth vs Karix based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now How SuprSend works? More to explore vs. Bandwidth vs Gupshup (2024) Check out the SMS vendor comparison between Bandwidth vs Gupshup based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Bandwidth vs Exotel (2024) Check out the SMS vendor comparison between Bandwidth vs Exotel based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Bandwidth vs Karix (2024) Check out the SMS vendor comparison between Bandwidth vs Karix based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Bandwidth vs MessageBird (2024) Check out the SMS vendor comparison between Bandwidth vs MessageBird based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Bandwidth vs Sinch (2024) Check out the SMS vendor comparison between Bandwidth vs Sinch based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Bandwidth vs Plivo (2024) Check out the SMS vendor comparison between Bandwidth vs Plivo based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Bandwidth vs Vonage (2024) Check out the SMS vendor comparison between Bandwidth vs Vonage based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Bandwidth vs Twilio (2024) Check out the SMS vendor comparison between Bandwidth vs Twilio based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Telnyx vs Bandwidth (2024) Check out the SMS vendor comparison between Telnyx vs Bandwidth based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Telnyx vs Gupshup (2024) Check out the SMS vendor comparison between Telnyx vs Gupshup based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Telnyx vs Exotel (2024) Check out the SMS vendor comparison between Telnyx vs Exotel based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Telnyx vs Karix (2024) Check out the SMS vendor comparison between Telnyx vs Karix based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Telnyx vs MessageBird (2024) Check out the SMS vendor comparison between Telnyx vs MessageBird based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Telnyx vs Sinch (2024) Check out the SMS vendor comparison between Telnyx vs Sinch based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Telnyx vs Plivo (2024) Check out the SMS vendor comparison between Telnyx vs Plivo based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Telnyx vs Vonage (2024) Check out the SMS vendor comparison between Telnyx vs Vonage based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Telnyx vs Twilio (2024) Check out the SMS vendor comparison between Telnyx vs Twilio based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. RingCentral vs Bandwidth (2024) Check out the SMS vendor comparison between RingCentral vs Bandwidth based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. RingCentral vs Telnyx (2024) Check out the SMS vendor comparison between RingCentral vs Telnyx based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. RingCentral vs Gupshup (2024) Check out the SMS vendor comparison between RingCentral vs Gupshup based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. RingCentral vs Exotel (2024) Check out the SMS vendor comparison between RingCentral vs Exotel based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. RingCentral vs Karix (2024) Check out the SMS vendor comparison between RingCentral vs Karix based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. RingCentral vs MessageBird (2024) Check out the SMS vendor comparison between RingCentral vs MessageBird based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. RingCentral vs Sinch (2024) Check out the SMS vendor comparison between RingCentral vs Sinch based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. RingCentral vs Plivo (2024) Check out the SMS vendor comparison between RingCentral vs Plivo based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. RingCentral vs Vonage (2024) Check out the SMS vendor comparison between RingCentral vs Vonage based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. RingCentral vs Twilio (2024) Check out the SMS vendor comparison between RingCentral vs Twilio based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Ooma vs Bandwidth (2024) Check out the SMS vendor comparison between Ooma vs Bandwidth based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Ooma vs Telnyx (2024) Check out the SMS vendor comparison between Ooma vs Telnyx based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Ooma vs RingCentral (2024) Check out the SMS vendor comparison between Ooma vs RingCentral based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Ooma vs Gupshup (2024) Check out the SMS vendor comparison between Ooma vs Gupshup based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Ooma vs Exotel (2024) Check out the SMS vendor comparison between Ooma vs Exotel based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Ooma vs Karix (2024) Check out the SMS vendor comparison between Ooma vs Karix based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Ooma vs MessageBird (2024) Check out the SMS vendor comparison between Ooma vs MessageBird based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Ooma vs Sinch (2024) Check out the SMS vendor comparison between Ooma vs Sinch based on parameters such as features, cost, pricing, security, reliability, latency and more. 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Check now vs. SNS vs RingCentral (2024) Check out the SMS vendor comparison between SNS vs RingCentral based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. SNS vs Ooma (2024) Check out the SMS vendor comparison between SNS vs Ooma based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. SNS vs Gupshup (2024) Check out the SMS vendor comparison between SNS vs Gupshup based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. SNS vs Exotel (2024) Check out the SMS vendor comparison between SNS vs Exotel based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. SNS vs Karix (2024) Check out the SMS vendor comparison between SNS vs Karix based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. SNS vs MessageBird (2024) Check out the SMS vendor comparison between SNS vs MessageBird based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. SNS vs Sinch (2024) Check out the SMS vendor comparison between SNS vs Sinch based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. SNS vs Plivo (2024) Check out the SMS vendor comparison between SNS vs Plivo based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. SNS vs Vonage (2024) Check out the SMS vendor comparison between SNS vs Vonage based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. SNS vs Twilio (2024) Check out the SMS vendor comparison between SNS vs Twilio based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Exotel vs Gupshup (2023) Check out the SMS vendor comparison between Exotel vs Gupshup based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. MessageBird vs Gupshup (2023) Compare MessageBird vs Gupshup in 2023 head-to-head: Evaluate their SMS notification platforms, pricing, APIs, integrations, customer support, scalability, reliability, security, and more to find the best business fit. Check now vs. MessageBird vs Exotel (2023) Compare MessageBird vs Exotel in 2023 head-to-head: Evaluate their SMS notification platforms, pricing, APIs, integrations, customer support, scalability, reliability, security, and more to find the best business fit. Check now vs. Sinch vs Gupshup (2023) Make an informed decision by comparing Sinch vs Gupshup SMS providers head-to-head on factors such as their features, pricing, latency, security, deliverability and more. Check now vs. Sinch vs Exotel (2023) Make an informed decision by comparing Sinch vs Exotel SMS providers head-to-head on factors such as their features, pricing, latency, security, deliverability and more. Check now vs. Sinch vs Karix (2023) Make an informed decision by comparing Sinch vs Karix SMS providers head-to-head on factors such as their features, pricing, latency, security, deliverability and more. Check now vs. Sinch vs Messagebird (2023) Make an informed decision by comparing Sinch vs Messagebird SMS providers head-to-head on factors such as their features, pricing, latency, security, deliverability and more. Check now vs. Plivo vs Gupshup (2023) Make an informed decision by comparing Plivo vs Gupshup SMS providers head-to-head on factors such as their features, pricing, latency, security, deliverability and more. Check now vs. Plivo vs Exotel (2023) Make an informed decision by comparing Plivo vs Exotel SMS providers head-to-head on factors such as their features, pricing, latency, security, deliverability and more. Check now vs. Plivo vs Karix (2023) Make an informed decision by comparing Plivo vs Karix SMS providers head-to-head on factors such as their features, pricing, latency, security, deliverability and more. Check now vs. Plivo vs Sinch (2023) Make an informed decision by comparing Plivo vs Sinch SMS providers head-to-head on factors such as their features, pricing, latency, security, deliverability and more. Check now vs. Vonage vs Gupshup (2023) Compare Vonage vs Gupshup in 2023 head-to-head: Evaluate their SMS notification platforms, pricing, APIs, integrations, customer support, scalability, reliability, security, and more to find the best business fit. Check now vs. Vonage vs Exotel (2023) Compare Vonage vs Exotel in 2023 head-to-head: Evaluate their SMS notification platforms, pricing, APIs, integrations, customer support, scalability, reliability, security, and more to find the best business fit. Check now vs. Vonage vs Karix (2023) Compare Vonage vs Karix in 2023 head-to-head: Evaluate their SMS notification platforms, pricing, APIs, integrations, customer support, scalability, reliability, security, and more to find the best business fit. Check now vs. Vonage vs Messagebird (2023) Compare Vonage vs Messagebird in 2023 head-to-head: Evaluate their SMS notification platforms, pricing, APIs, integrations, customer support, scalability, reliability, security, and more to find the best business fit. Check now vs. Vonage vs Sinch (2023) Compare Vonage vs Sinch in 2023 head-to-head: Evaluate their SMS notification platforms, pricing, APIs, integrations, customer support, scalability, reliability, security, and more to find the best business fit. Check now vs. Vonage vs Plivo (2023) Compare Vonage vs Plivo in 2023 head-to-head: Evaluate their SMS notification platforms, pricing, APIs, integrations, customer support, scalability, reliability, security, and more to find the best business fit. Check now vs. Twilio vs Gupshup (2023) Check out the SMS vendor comparison between Twilio and Gupshup based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Twilio vs Exotel (2023) Check out the SMS vendor comparison between Twilio and Exotel based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Twilio vs Karix (2023) Check out the SMS vendor comparison between Twilio and Karix based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Twilio vs Sinch (2023) Check out the SMS vendor comparison between Twilio and Sinch based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Twilio vs Vonage (2023) Compare Twilio vs Vonage in 2023 head-to-head: Evaluate their SMS notification platforms, pricing, APIs, integrations, customer support, scalability, reliability, security, and more to find the best business fit. Check now vs. Twilio vs MessageBird (2023) Compare Twilio vs MessageBird in 2023 head-to-head: Evaluate their SMS notification platforms, pricing, APIs, integrations, customer support, scalability, reliability, security, and more to find the best business fit. Check now vs. Twilio vs Plivo (2023) Compare Twilio vs Plivo in 2023 head-to-head: Evaluate their SMS notification platforms, pricing, APIs, integrations, customer support, scalability, reliability, security, and more to find the best business fit. Check now vs. MessageBird vs Karix (2023) Compare MessageBird vs Karix in 2023 head-to-head: Evaluate their SMS notification platforms, pricing, APIs, integrations, customer support, scalability, reliability, security, and more to find the best business fit. Check now vs. Plivo vs MessageBird (2023) Discover which SMS provider is the perfect choice for your business. Make an informed decision by comparing Plivo vs Messagebird SMS providers head-to-head on factors such as their features, pricing, latency, deliverability and more. 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https://www.amazon.com/Intern-Management-Principles-Exceptional-Internship/dp/1962984001/ref=sr_1_2?crid=36P45942L81FZ&keywords=robert+khoury&qid=1704235402&sprefix=robert+khoury%2Caps%2C222&sr=8-2 | Amazon.com: Intern Management: Principles for Designing an Exceptional Internship: 9781962984003: Khoury, Robert J., Selby, John: Books Skip to Main content About this item About this item About this item Buying options Compare with similar items Videos Reviews Keyboard shortcuts Search alt + / Cart shift + alt + C Home shift + alt + H Orders shift + alt + O Add to cart shift + alt + K Show/Hide shortcuts shift + alt + Z To move between items, use your keyboard's up or down arrows. .us Deliver to Republic of Korea All Select the department you want to search in All Departments Alexa Skills Amazon Devices Amazon Global Store Amazon Haul Amazon One Medical Amazon Pharmacy Amazon Resale Appliances Apps & Games Arts, Crafts & Sewing Audible Books & Originals Automotive Parts & Accessories Baby 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Using your mobile phone camera - scan the code below and download the Kindle app. Image Unavailable Image not available for Color: To view this video download Flash Player VIDEOS 360° VIEW IMAGES Read sample Virtual voice sample Follow the author Get new release updates & improved recommendations Robert J. Khoury Follow Something went wrong. Please try your request again later. OK Intern Management: Principles for Designing an Exceptional Internship Paperback – December 12, 2023 by Robert J. Khoury (Author), John Selby (Contributor) 5.0 5.0 out of 5 stars (50) Sorry, there was a problem loading this page. Try again. See all formats and editions {"desktop_buybox_group_1":[{"displayPrice":"$21.95","priceAmount":21.95,"currencySymbol":"$","integerValue":"21","decimalSeparator":".","fractionalValue":"95","symbolPosition":"left","hasSpace":false,"showFractionalPartIfEmpty":true,"offerListingId":"hajsynPlIK3zhOVS37i76gLnUkpWbtyI9rdPIjfjdRT1vL87oMdzuGPlD9ZyyOaVLeZCTNSIOVjzFLgyLd5mTsRquAxWWQuzhD%2BD%2FbvTkB5kiFqwZu8QBa0LSujDL3miRP%2BXG6c620N0GfOWEN4VHw%3D%3D","locale":"en-US","buyingOptionType":"NEW","aapiBuyingOptionIndex":0}]} Purchase options and add-ons If you are bringing in your first intern, or growing your program to 1,000 interns, Intern Management is required reading to maximize the experience for both you and your interns. —Gregory V. Jaros, Co-Founder of Intern Connect, Co-Founder of Diamond Management & Technology Consultants Are you interested in taking your internship program to a new level? If so, this book is for you. Intern Management shares a set of guiding principles that ensure you host an exceptional internship - every time. Intern Management outlines nine principles for designing an exceptional internship with dignity. By leveraging these principles all the intentions of an internship are fulfilled with grace and ease. The book invites you to embark on an adventure for yourself as you discover how you can positively impact internships at your own unique organization. Each chapter provides key takeaways, questions to reflect on, and principles to ponder. The book culminates in a final chapter with specific how-to steps shared in detail. Page after page, you are challenged to think from the principles as you are called to be the best intern manager you can be. As a result, interns thrive before, during, and after their internship. Read Intern Management to elevate your internship program to an exceptional level. You and your interns deserve it! Read more Report an issue with this product or seller Previous slide of product details Print length 209 pages Language English Publication date December 12, 2023 Dimensions 6 x 0.48 x 9 inches ISBN-10 1962984001 ISBN-13 978-1962984003 Next slide of product details See all details Books with Buzz Discover the latest buzz-worthy books, from mysteries and romance to humor and nonfiction. Explore more Your recently viewed items and featured recommendations › View or edit your browsing history After viewing product detail pages, look here to find an easy way to navigate back to pages you are interested in. Your recently viewed items and featured recommendations › View or edit your browsing history After viewing product detail pages, look here to find an easy way to navigate back to pages you are interested in. 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https://topenddevs.com/podcasts/adventures-in-machine-learning | Adventures in Machine Learning - Podcasts - Top End Devs Top End Devs Home Podcasts Screencasts Courses Blogs Summits Meetups search-modal#open" aria-label="Search"> Sign In Sign Up search-modal#close"> Search search-modal#close"> search-modal#search" data-turbo-frame="search-results" data-turbo="true" class="space-y-4" action="/search" method="get"> Content Type All Episodes Podcasts Screencasts Lessons Courses Blog Authors Meetups Use semantic search (recommended) Search Trending Now What’s New in React 19.2: Compiler, Activity, and the Future of Async React - JSJ 670 JavaScript Jabber Can You Really Trust AI-Generated Code? - JSJ 699 JavaScript Jabber Autogenetic AI Agents and the Future of Ruby Development - RUBY 682 Ruby Rogues Popular Searches search-modal#fillSearch" data-search-term="podcast"> Podcast search-modal#fillSearch" data-search-term="episode"> Episode search-modal#fillSearch" data-search-term="author"> Author search-modal#fillSearch" data-search-term="meetup"> Meetup search-modal#fillSearch" data-search-term="series"> Series Adventures in Machine Learning en-us Hosted by: Ben Wilson • Michael Berk Play Latest Episode Subscribe 191 Episodes • Latest: November 21, 2024 Support This Podcast Most Popular Top episodes by downloads Challenges and Solutions in Managing Code Security for ML Developers - ML 175 November 21, 2024 Today, join Michael and Ben as they delve into crucial topics surrounding code security and... Innovative Security Solutions for Developers - ML 174 November 14, 2024 They delve into the journeys and insights of distinguished leaders in the development world... Peer Review and Career Development - ML 173 November 07, 2024 In today's episode, Michael and Ben discuss peer review, specifically Michael's experiences... Navigating Expertise Gaps - ML 172 October 31, 2024 &nbsp;In today's episode, Ben and Michael discuss how to handle situations involving indivi... The Influence of Gen AI on Personalized Education and Curiosity - ML 171 October 24, 2024 In this episode, Michael and Ben dive deep into the intersection of education and technolog... The Role of Open Source in Modern Development Practices - ML 170 October 17, 2024 Today, they dive deep into the fascinating intersection of open-source development and mach... AI-Powered Tools for Productivity with Artem Koren - ML 169 October 10, 2024 In this week's episode, Michael and Ben sit down with Artem Koren, Chief Product Officer at... The Impact of Generative AI on the Advertising Industry - ML 168 October 03, 2024 In today's episode, Michael is joined by Hikari Senju the Founder and CEO at Omneky. He sta... Learning, Testing, and Mentorship: Building Autonomy and Confidence in Python Development - ML 167 September 26, 2024 Today, Ben and Michael dive into a compelling discussion on the intricate dance between cha... Evaluating and Building AI Systems - ML 166 September 19, 2024 Michael Berk dives deep into the adventures of AI and machine learning with our special gue... horizontal-scroll#scrollLeft" aria-label="Scroll left"> horizontal-scroll#scrollRight" aria-label="Scroll right"> Episodes All podcast of Adventures in Machine Learning Challenges and Solutions in Managing Code Security for ML Developers - ML 175 November 21, 2024 Today, join Michael and Ben as they delve into crucial topics surrounding code security and... Innovative Security Solutions for Developers - ML 174 November 14, 2024 They delve into the journeys and insights of distinguished leaders in the development world... Peer Review and Career Development - ML 173 November 07, 2024 In today's episode, Michael and Ben discuss peer review, specifically Michael's experiences... Navigating Expertise Gaps - ML 172 October 31, 2024 &nbsp;In today's episode, Ben and Michael discuss how to handle situations involving indivi... The Influence of Gen AI on Personalized Education and Curiosity - ML 171 October 24, 2024 In this episode, Michael and Ben dive deep into the intersection of education and technolog... The Role of Open Source in Modern Development Practices - ML 170 October 17, 2024 Today, they dive deep into the fascinating intersection of open-source development and mach... AI-Powered Tools for Productivity with Artem Koren - ML 169 October 10, 2024 In this week's episode, Michael and Ben sit down with Artem Koren, Chief Product Officer at... The Impact of Generative AI on the Advertising Industry - ML 168 October 03, 2024 In today's episode, Michael is joined by Hikari Senju the Founder and CEO at Omneky. He sta... Learning, Testing, and Mentorship: Building Autonomy and Confidence in Python Development - ML 167 September 26, 2024 Today, Ben and Michael dive into a compelling discussion on the intricate dance between cha... Evaluating and Building AI Systems - ML 166 September 19, 2024 Michael Berk dives deep into the adventures of AI and machine learning with our special gue... Scroll to load more Page 2 of 20 horizontal-scroll#scrollLeft" data-horizontal-scroll-target="leftButton"> horizontal-scroll#scrollRight" data-horizontal-scroll-target="rightButton"> © 2026 2022 Intentional Excellence Productions, LLC. All rights reserved. | 2026-01-13T08:48:22 |
https://www.fine.dev/pricing#pricing | Fine - AI Agents for Software Development | Pricing Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing Scale your team with Fine Get the complete AI software development platform. Boost your team with AI agents. Automate mundane work, streamline migrations projects and put your backlog tasks on autopilot. Unlimited usage For startup teams to embed Fine's AI Coding Agents into your day-to-day development work. What’s included Unlimited chat sessions Unlimited issues & pull requests Unlimited indexed repositories Unlimited custom AI workflows AI Sandbox environment Access to premium LLMs Monthly Pay Yearly Yearly (-20%) 13 $ USD Per seat Start free trial No credit card required Additional add-ons We think you'll find our all-in-one subscription is everything you need. But if you've got special requests, we can offer certain add-ons: Custom agents AI agents tailored to your needs. Starting at $500/month per agent Book a Call -> Onboarding package Hands-on onboarding and training for your team. Book a Call -> Cloud Dev Environments Additional compute resources for your AI agents. Starting at $10/month per agent Book a Call -> Self-hosted agents Run AI agents on your own infrastructure. Available for Enterprise plans. Book a Call -> Previous Next Getting started with Fine Frequently asked questions How Fine can help improve DORA metrics? Fine automates and optimizes various aspects of the software development life cycle. By using AI-agents, you can automate mundane work, solve technical debt issues quicker, and shorten the pull-request cycle time significantly. What level of customization do you offer? Fine's flexible configuration model allows teams to tailor the environment, workflow, and AI interactions to their needs, ensuring that the platform aligns with their development practices and goals. In addition, we offer professional services such as building custom tools and integrations to support your team's use-cases. Where is the code processed? We process repositories on an isolated and secured dev container. Enterprise accounts can configure an automatic cleanup at the end of each execution or set up Fine on-prem. Do the AI agents improve over time? As you work with your agents, provide them feedback and review their code, they learn your style and get better over-time. Much like a human developer does. What's the difference between Fine and GitHub Copilot? Unlike pair-programming assistants such as GitHub Copilot, Fine is completely asynchronous and performs repository-wide tasks end-to-end. Moreover, AI agents compile and test your app, and work iteratively until the task is completed. Do you offer self-hosted agents? Yes, self-hosted agents are available for Enterprise accounts. Start working with AI agents Scale your Team with AI-Driven Software Development. Try for Free -> © Fine.dev - All rights reserved. Product Overview AI Workflows Pricing & Plans Changelog Blog Docs Company Press Terms & Conditions Privacy policy | 2026-01-13T08:48:22 |
https://www.suprsend.com/comparison-page/telnyx-vs-sinch-2024 | Telnyx vs Sinch (2024) Product FEATURES Template Engine Powerful template editors for all channels App Inbox Fully customizable inbox for your app & website Analytics Deep data insights on notification performance Logs Real-time notifications logs for all channels Smart Routing Reach users where they are Branding Seamlessly manage multi-brand customization Workflows Craft complex notification workflows Bifrost Run notifications natively on data warehouse Preferences Develop user focused notifications Integrations Integrate any channel and provider within mins Solutions BY USECASES Transactional Real-time alerts like authentication, activity updates Batching & Digest Aggregate multiple alerts into one Collaboration & Action Alerts on cross-user activity Scheduled Notifications One-time or recurring alerts like reminders Multi-tenant Alerts tailored to your customer's preferences Announcement / Newsletters Feature releases, achievements, product & policy updates Pricing Docs Customers Blog Login Get Started For Free Login Sign up vs. Telnyx vs Sinch ? Looking for which SMS provider will be the best for your use case among Telnyx vs Sinch ? Compare Telnyx vs Sinch head-to-head on factors such as their features, pricing, latency, deliverability and more. Integrate now A Quick Introduction Introducing Telnyx vs Sinch (2024) , two industry leading SMS vendors that are transforming the way businesses connect with their audience What is Telnyx ? Telnyx is a cloud communications platform offering flexible APIs and SDKs for integrating voice, messaging, and phone verification capabilities into various applications and services. Get started What is Sinch ? Sinch is a leading SMS provider renowned for its global messaging services, catering to businesses and developers with reliable and scalable communication solutions. Let's check how Sinch fares against other SMS vendors regarding cost, features, security, reliability, and more. Get started What is Telnyx ? Telnyx is a cloud communications platform offering flexible APIs and SDKs for integrating voice, messaging, and phone verification capabilities into various applications and services. Get started What is Sinch ? Sinch is a leading SMS provider renowned for its global messaging services, catering to businesses and developers with reliable and scalable communication solutions. Let's check how Sinch fares against other SMS vendors regarding cost, features, security, reliability, and more. Get started Comparative Guide: Telnyx vs Sinch (2024) In a market flooded with SMS providers, selecting the one that suits your needs can be challenging. This comparative guide offers a swift overview of their offerings, making it easy for you to decide. Features Interactive Voice Response Telnyx Supported Sinch Supported Recording and Transcriptions Telnyx Supported Sinch Supported Carrier Route Optimization Telnyx Supported Sinch Supported Free Inbound SMS Telnyx Supported Sinch Not Supported Concatenation Telnyx Supported Sinch Supported Cost Dedicated Number Telnyx $1/ month Sinch $1/month Incoming SMS Telnyx FREE Sinch $0.00078/ message Outgoing SMS Telnyx $0.067/ message Sinch $0.00078/ message Security Encryption Telnyx WebRTC & TLS SRTP/ZRTP Sinch TLS AES 256 Certification Telnyx ISO/IEC 27001:2013 ISO/ IEC 27000 SOC 2 Type II SOC I Type II Sinch ISO/ IEC 27001 - 2022 ISO 9001:2015 SOC 2 Type II Compliance Telnyx Avaya Compliant HIPPA GDPR Sinch HIPPA PCI DSS Authentication IDs/Tokens Telnyx Yes Sinch Yes Rate Limits Outbound Throughput Limit Range Telnyx 10 MPS 1-75 MPS Sinch Character Limits Accepted Telnyx 160 Sinch 2000 Concatenated / 160 Features Heading Telnyx Sinch Interactive Voice Response Supported Supported Recording and Transcriptions Supported Supported Carrier Route Optimization Supported Supported Free Inbound SMS Supported Not Supported Concatenation Supported Supported Cost Heading Telnyx Sinch Dedicated Number $1/ month $1/month Incoming SMS FREE $0.00078/ message Outgoing SMS $0.067/ message $0.00078/ message Security Heading Telnyx Sinch Encryption WebRTC & TLS SRTP/ZRTP TLS AES 256 Certification ISO/IEC 27001:2013 ISO/ IEC 27000 SOC 2 Type II SOC I Type II ISO/ IEC 27001 - 2022 ISO 9001:2015 SOC 2 Type II Compliance Avaya Compliant HIPPA GDPR Authentication IDs / Tokens HIPPA PCI DSS Yes Yes Rate Limits Heading Telnyx Sinch Outbound Throughput Limit Range 10 MPS 1-75 MPS Character Limits Accepted 160 2000 Concatenated / 160 Calculate your Savings, one step at a time! SMS Price Comparison Calculator Step 1: Choose Numbers What numbers will you use to send and receive messages? Toll-Free Number Local Number Next Step 2: SMS Sending How many SMS messages will you be sending per month? Back Next Step 3: SMS Receiving How many SMS messages are you expecting to receive per month? Back Calculate Price Comparison Telnyx $0.00 Sinch $0.00 Back Pros and Cons: Telnyx vs Sinch (2024) Every choice comes with its trade-offs. Let's break down the advantages and disadvantages of the providers for a clear decision making. Telnyx Pros User-Friendly Interface Users appreciate Telnyx's clean and easy-to-navigate interface, making it simple to manage their SIP trunks and services. Reliability and Call Quality Telnyx is known for its consistent and high-quality call connections, ensuring minimal dropped calls and interruptions. Scalability Telnyx offers scalable solutions, allowing users to adjust their SIP trunk capacity as their needs change, providing flexibility and cost-effectiveness. Advanced Features Telnyx provides a range of advanced features like real-time call analytics and detailed reporting, helping users monitor and optimize their telecom networks. API Integration Telnyx's API integration capabilities enable customization and automation, streamlining workflow and enhancing efficiency. Cons Porting Process Some users have found the Local Number Portability (LNP) process with Telnyx to be frustrating, with rejected submissions and longer processing times. Messaging API Permissions Users have expressed a desire for more granular SMS API permissions to restrict access to specific numbers without the need for full account access. Complicated SIM Card Setup SIM card setup for IoT devices was reported as challenging and unreliable by some users, potentially requiring improvements. Support Level Costs While Telnyx offers 24/7 support for larger commitments, some users find it costly and believe it should be more accessible without higher minimum spending. Limited International Number Availability Some users have experienced difficulties in finding international numbers for purchase, with certain numbers not showing up in search results as expected. Sinch Pros Reliable Service Users appreciate the stable and reliable nature of Sinch's SMS and WhatsApp services, ensuring messages reach recipients promptly. Comprehensive Analytics The platform offers detailed analytics and reporting, providing valuable insights into message delivery and user engagement. Supportive Account Management Sinch is commended for its helpful and responsive account management team, which assists with various queries and issues. Extensive Coverage Sinch provides good coverage for A2P (Application-to-Person) SMS, making it suitable for businesses with global communication needs. Competitive Pricing Clients find Sinch's pricing to be competitive, offering cost-effective solutions for SMS and WhatsApp communication. Cons Slow Customer Support Response Some users have experienced delays in customer support response times, leading to frustration during issue resolution. Disconnected Internal Processes There have been instances where the communication between different teams within Sinch seems disjointed, affecting the speed of processing. Non-Competitive Pricing in Some Areas While generally competitive, there have been cases where Sinch's pricing was not as competitive as other providers in certain regions. Limited Custom Coding Support Users have expressed a desire for more in-depth support in custom coding, especially when facing technical challenges. Not All Services Integrated Seamlessly As Sinch acquires new companies and services, some clients have found the integration of these services to be somewhat challenging or slow. Heading Pros Cons Telnyx User-Friendly Interface Users appreciate Telnyx's clean and easy-to-navigate interface, making it simple to manage their SIP trunks and services. Reliability and Call Quality Telnyx is known for its consistent and high-quality call connections, ensuring minimal dropped calls and interruptions. Scalability Telnyx offers scalable solutions, allowing users to adjust their SIP trunk capacity as their needs change, providing flexibility and cost-effectiveness. Advanced Features Telnyx provides a range of advanced features like real-time call analytics and detailed reporting, helping users monitor and optimize their telecom networks. API Integration Telnyx's API integration capabilities enable customization and automation, streamlining workflow and enhancing efficiency. Porting Process Some users have found the Local Number Portability (LNP) process with Telnyx to be frustrating, with rejected submissions and longer processing times. Messaging API Permissions Users have expressed a desire for more granular SMS API permissions to restrict access to specific numbers without the need for full account access. Complicated SIM Card Setup SIM card setup for IoT devices was reported as challenging and unreliable by some users, potentially requiring improvements. Support Level Costs While Telnyx offers 24/7 support for larger commitments, some users find it costly and believe it should be more accessible without higher minimum spending. Limited International Number Availability Some users have experienced difficulties in finding international numbers for purchase, with certain numbers not showing up in search results as expected. Sinch Reliable Service Users appreciate the stable and reliable nature of Sinch's SMS and WhatsApp services, ensuring messages reach recipients promptly. Comprehensive Analytics The platform offers detailed analytics and reporting, providing valuable insights into message delivery and user engagement. Supportive Account Management Sinch is commended for its helpful and responsive account management team, which assists with various queries and issues. Extensive Coverage Sinch provides good coverage for A2P (Application-to-Person) SMS, making it suitable for businesses with global communication needs. Competitive Pricing Clients find Sinch's pricing to be competitive, offering cost-effective solutions for SMS and WhatsApp communication. Slow Customer Support Response Some users have experienced delays in customer support response times, leading to frustration during issue resolution. Disconnected Internal Processes There have been instances where the communication between different teams within Sinch seems disjointed, affecting the speed of processing. Non-Competitive Pricing in Some Areas While generally competitive, there have been cases where Sinch's pricing was not as competitive as other providers in certain regions. Limited Custom Coding Support Users have expressed a desire for more in-depth support in custom coding, especially when facing technical challenges. Not All Services Integrated Seamlessly As Sinch acquires new companies and services, some clients have found the integration of these services to be somewhat challenging or slow. Real Voices, Real Experiences Don't just take our word for it. Hear directly from users on G2 who have used Telnyx and Sinch firsthand Reviews for Telnyx 4.7 " Telnyx the most reliable and affordable service for sms Always found the telnyx service to be the most reliable and affordable out of all its competitors. Ease of use when setting up the API and also wonderful customer service that responds very promptly and accurately. If you do not have a business account, which I did the mistake of setting up with before I knew they had the business account option, you need to validate yourself with official government issued documents. Mark B. Small Business Owner " Improvements of Customer Success engagement, initiatives and insights! Lower Overall Costs than the competition for SMS/Messaging services with good baseline reliability, as well as Customer Success engagement via dedicated Account Executives, have been the key factors that differentiate Telnyx and which have kept us on as clients. Also, nice effort is put into providing and updating quality Blogs, Articles and Documentation Andrew A. Senior Developer Reviews for Sinch 4.0 " An absolute pleasure to work with for SMS needs! Everyone at Sinch that I've worked with has been extremely responsive, whether it is questions about adding additional features, or supporting our end users, to even handling billing issues; this level of responsiveness really establishes a strong business parnership. The biggest downside in our experience has been cost, where we have seen some other vendors be a little more competitive in the market Jacqueline C. Product Manager " Unreliable Business Partner! We were attempting to address gaps in our other providers' coverage, but we have realized it was better to work with those partners to address delivery issues rather than rely on Sinch. Our other partners make it much easier to pull real-time data via API, and we also have a much better business relationship with them. On balance, the negatives outweigh the positives in our relationship with Sinch. Verified User Mid-Market Company More to explore vs. Bandwidth vs Gupshup (2024) Check out the SMS vendor comparison between Bandwidth vs Gupshup based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Bandwidth vs Exotel (2024) Check out the SMS vendor comparison between Bandwidth vs Exotel based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Bandwidth vs Karix (2024) Check out the SMS vendor comparison between Bandwidth vs Karix based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now How SuprSend works? More to explore vs. Bandwidth vs Gupshup (2024) Check out the SMS vendor comparison between Bandwidth vs Gupshup based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Bandwidth vs Exotel (2024) Check out the SMS vendor comparison between Bandwidth vs Exotel based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Bandwidth vs Karix (2024) Check out the SMS vendor comparison between Bandwidth vs Karix based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Bandwidth vs MessageBird (2024) Check out the SMS vendor comparison between Bandwidth vs MessageBird based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Bandwidth vs Sinch (2024) Check out the SMS vendor comparison between Bandwidth vs Sinch based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Bandwidth vs Plivo (2024) Check out the SMS vendor comparison between Bandwidth vs Plivo based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Bandwidth vs Vonage (2024) Check out the SMS vendor comparison between Bandwidth vs Vonage based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Bandwidth vs Twilio (2024) Check out the SMS vendor comparison between Bandwidth vs Twilio based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Telnyx vs Bandwidth (2024) Check out the SMS vendor comparison between Telnyx vs Bandwidth based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Telnyx vs Gupshup (2024) Check out the SMS vendor comparison between Telnyx vs Gupshup based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Telnyx vs Exotel (2024) Check out the SMS vendor comparison between Telnyx vs Exotel based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Telnyx vs Karix (2024) Check out the SMS vendor comparison between Telnyx vs Karix based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Telnyx vs MessageBird (2024) Check out the SMS vendor comparison between Telnyx vs MessageBird based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Telnyx vs Plivo (2024) Check out the SMS vendor comparison between Telnyx vs Plivo based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Telnyx vs Vonage (2024) Check out the SMS vendor comparison between Telnyx vs Vonage based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Telnyx vs Twilio (2024) Check out the SMS vendor comparison between Telnyx vs Twilio based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. RingCentral vs Bandwidth (2024) Check out the SMS vendor comparison between RingCentral vs Bandwidth based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. RingCentral vs Telnyx (2024) Check out the SMS vendor comparison between RingCentral vs Telnyx based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. RingCentral vs Gupshup (2024) Check out the SMS vendor comparison between RingCentral vs Gupshup based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. RingCentral vs Exotel (2024) Check out the SMS vendor comparison between RingCentral vs Exotel based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. RingCentral vs Karix (2024) Check out the SMS vendor comparison between RingCentral vs Karix based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. RingCentral vs MessageBird (2024) Check out the SMS vendor comparison between RingCentral vs MessageBird based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. RingCentral vs Sinch (2024) Check out the SMS vendor comparison between RingCentral vs Sinch based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. RingCentral vs Plivo (2024) Check out the SMS vendor comparison between RingCentral vs Plivo based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. RingCentral vs Vonage (2024) Check out the SMS vendor comparison between RingCentral vs Vonage based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. RingCentral vs Twilio (2024) Check out the SMS vendor comparison between RingCentral vs Twilio based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Ooma vs Bandwidth (2024) Check out the SMS vendor comparison between Ooma vs Bandwidth based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Ooma vs Telnyx (2024) Check out the SMS vendor comparison between Ooma vs Telnyx based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Ooma vs RingCentral (2024) Check out the SMS vendor comparison between Ooma vs RingCentral based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Ooma vs Gupshup (2024) Check out the SMS vendor comparison between Ooma vs Gupshup based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Ooma vs Exotel (2024) Check out the SMS vendor comparison between Ooma vs Exotel based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Ooma vs Karix (2024) Check out the SMS vendor comparison between Ooma vs Karix based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Ooma vs MessageBird (2024) Check out the SMS vendor comparison between Ooma vs MessageBird based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Ooma vs Sinch (2024) Check out the SMS vendor comparison between Ooma vs Sinch based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Ooma vs Plivo (2024) Check out the SMS vendor comparison between Ooma vs Plivo based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Ooma vs Vonage (2024) Check out the SMS vendor comparison between Ooma vs Vonage based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Ooma vs Twilio (2024) Check out the SMS vendor comparison between Ooma vs Twilio based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. SNS vs Bandwidth (2024) Check out the SMS vendor comparison between SNS vs Bandwidth based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. SNS vs Telnyx (2024) Check out the SMS vendor comparison between SNS vs Telnyx based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. SNS vs RingCentral (2024) Check out the SMS vendor comparison between SNS vs RingCentral based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. SNS vs Ooma (2024) Check out the SMS vendor comparison between SNS vs Ooma based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. SNS vs Gupshup (2024) Check out the SMS vendor comparison between SNS vs Gupshup based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. SNS vs Exotel (2024) Check out the SMS vendor comparison between SNS vs Exotel based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. SNS vs Karix (2024) Check out the SMS vendor comparison between SNS vs Karix based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. SNS vs MessageBird (2024) Check out the SMS vendor comparison between SNS vs MessageBird based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. SNS vs Sinch (2024) Check out the SMS vendor comparison between SNS vs Sinch based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. SNS vs Plivo (2024) Check out the SMS vendor comparison between SNS vs Plivo based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. SNS vs Vonage (2024) Check out the SMS vendor comparison between SNS vs Vonage based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. SNS vs Twilio (2024) Check out the SMS vendor comparison between SNS vs Twilio based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Exotel vs Gupshup (2023) Check out the SMS vendor comparison between Exotel vs Gupshup based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Karix vs Gupshup (2023) Check out the SMS vendor comparison between Karix vs Gupshup based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. MessageBird vs Gupshup (2023) Compare MessageBird vs Gupshup in 2023 head-to-head: Evaluate their SMS notification platforms, pricing, APIs, integrations, customer support, scalability, reliability, security, and more to find the best business fit. Check now vs. MessageBird vs Exotel (2023) Compare MessageBird vs Exotel in 2023 head-to-head: Evaluate their SMS notification platforms, pricing, APIs, integrations, customer support, scalability, reliability, security, and more to find the best business fit. Check now vs. Sinch vs Gupshup (2023) Make an informed decision by comparing Sinch vs Gupshup SMS providers head-to-head on factors such as their features, pricing, latency, security, deliverability and more. Check now vs. Sinch vs Exotel (2023) Make an informed decision by comparing Sinch vs Exotel SMS providers head-to-head on factors such as their features, pricing, latency, security, deliverability and more. Check now vs. Sinch vs Karix (2023) Make an informed decision by comparing Sinch vs Karix SMS providers head-to-head on factors such as their features, pricing, latency, security, deliverability and more. Check now vs. Sinch vs Messagebird (2023) Make an informed decision by comparing Sinch vs Messagebird SMS providers head-to-head on factors such as their features, pricing, latency, security, deliverability and more. Check now vs. Plivo vs Gupshup (2023) Make an informed decision by comparing Plivo vs Gupshup SMS providers head-to-head on factors such as their features, pricing, latency, security, deliverability and more. Check now vs. Plivo vs Exotel (2023) Make an informed decision by comparing Plivo vs Exotel SMS providers head-to-head on factors such as their features, pricing, latency, security, deliverability and more. Check now vs. Plivo vs Karix (2023) Make an informed decision by comparing Plivo vs Karix SMS providers head-to-head on factors such as their features, pricing, latency, security, deliverability and more. Check now vs. Plivo vs Sinch (2023) Make an informed decision by comparing Plivo vs Sinch SMS providers head-to-head on factors such as their features, pricing, latency, security, deliverability and more. Check now vs. Vonage vs Gupshup (2023) Compare Vonage vs Gupshup in 2023 head-to-head: Evaluate their SMS notification platforms, pricing, APIs, integrations, customer support, scalability, reliability, security, and more to find the best business fit. Check now vs. Vonage vs Exotel (2023) Compare Vonage vs Exotel in 2023 head-to-head: Evaluate their SMS notification platforms, pricing, APIs, integrations, customer support, scalability, reliability, security, and more to find the best business fit. Check now vs. Vonage vs Karix (2023) Compare Vonage vs Karix in 2023 head-to-head: Evaluate their SMS notification platforms, pricing, APIs, integrations, customer support, scalability, reliability, security, and more to find the best business fit. Check now vs. Vonage vs Messagebird (2023) Compare Vonage vs Messagebird in 2023 head-to-head: Evaluate their SMS notification platforms, pricing, APIs, integrations, customer support, scalability, reliability, security, and more to find the best business fit. Check now vs. Vonage vs Sinch (2023) Compare Vonage vs Sinch in 2023 head-to-head: Evaluate their SMS notification platforms, pricing, APIs, integrations, customer support, scalability, reliability, security, and more to find the best business fit. Check now vs. Vonage vs Plivo (2023) Compare Vonage vs Plivo in 2023 head-to-head: Evaluate their SMS notification platforms, pricing, APIs, integrations, customer support, scalability, reliability, security, and more to find the best business fit. Check now vs. Twilio vs Gupshup (2023) Check out the SMS vendor comparison between Twilio and Gupshup based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Twilio vs Exotel (2023) Check out the SMS vendor comparison between Twilio and Exotel based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Twilio vs Karix (2023) Check out the SMS vendor comparison between Twilio and Karix based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Twilio vs Sinch (2023) Check out the SMS vendor comparison between Twilio and Sinch based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Twilio vs Vonage (2023) Compare Twilio vs Vonage in 2023 head-to-head: Evaluate their SMS notification platforms, pricing, APIs, integrations, customer support, scalability, reliability, security, and more to find the best business fit. Check now vs. Twilio vs MessageBird (2023) Compare Twilio vs MessageBird in 2023 head-to-head: Evaluate their SMS notification platforms, pricing, APIs, integrations, customer support, scalability, reliability, security, and more to find the best business fit. Check now vs. Twilio vs Plivo (2023) Compare Twilio vs Plivo in 2023 head-to-head: Evaluate their SMS notification platforms, pricing, APIs, integrations, customer support, scalability, reliability, security, and more to find the best business fit. Check now vs. MessageBird vs Karix (2023) Compare MessageBird vs Karix in 2023 head-to-head: Evaluate their SMS notification platforms, pricing, APIs, integrations, customer support, scalability, reliability, security, and more to find the best business fit. Check now vs. Plivo vs MessageBird (2023) Discover which SMS provider is the perfect choice for your business. Make an informed decision by comparing Plivo vs Messagebird SMS providers head-to-head on factors such as their features, pricing, latency, deliverability and more. Check now Implement a powerful stack for your notifications Get Started For Free Book Demo Company About us Signup Login Integrations Pricing Security Privacy Terms Contact Us Support SuprSend for Startups API Status Sign Up Channels Email SMS Notification Inbox Android Push iOS Push Web Push Xiaomi Push Whatsapp SDK Python SDK Node.js SDK Java SDK Android SDK React Native SDK iOS SDK Flutter SDK Go SDK Resources Documentation Changelog Blogs Write for us SMTP Error Codes SMS Providers Comparisons Email Providers Comparisons SMS Providers Alternatives Join us on Slack We are building a community of developers and product builders from across the globe to make notifications a pleasant experience. © 2025 All rights reserved. SuprStack Inc. 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https://dev.to/new/webdev#main-content | New Post - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Join the DEV Community DEV Community is a community of 3,676,891 amazing developers Continue with Apple Continue with Facebook Continue with Forem Continue with GitHub Continue with Google Continue with Twitter (X) OR Email Password Remember me Forgot password? By signing in, you are agreeing to our privacy policy , terms of use and code of conduct . New to DEV Community? Create account . 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:48:22 |
https://dev.to/anand12/introduction-to-web-development#main-content | Introduction to Web Development - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close #WithAnand Follow Introduction to Web Development Nov 8 '21 play Web development is basically the creation of website pages — either a single page or many pages. There are several aspects to it, including web design, web publishing, web programming, and database management. It is the creation of an application that works over the internet i.e. websites. The word Web Development is made up of two words, that is: Web: It refers to websites, web pages, or anything that works over the internet. Development: Building the application from scratch. Read Blog📖 Twitter💌 Voice Message🎙️ Buy Me a Coffee❤️ Episode source Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Your browser does not support the audio element. 1x initializing... × 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:48:22 |
https://topenddevs.com/podcasts/adventures-in-machine-learning/episodes/navigating-authority-and-transparency-in-organizations-ml-142 | Navigating Authority and Transparency in Organizations - ML 142 - Adventures in Machine Learning - Top End Devs Top End Devs Home Podcasts Screencasts Courses Blogs Summits Meetups search-modal#open" aria-label="Search"> Sign In Sign Up search-modal#close"> Search search-modal#close"> search-modal#search" data-turbo-frame="search-results" data-turbo="true" class="space-y-4" action="/search" method="get"> Content Type All Episodes Podcasts Screencasts Lessons Courses Blog Authors Meetups Use semantic search (recommended) Search Trending Now What’s New in React 19.2: Compiler, Activity, and the Future of Async React - JSJ 670 JavaScript Jabber Can You Really Trust AI-Generated Code? - JSJ 699 JavaScript Jabber Autogenetic AI Agents and the Future of Ruby Development - RUBY 682 Ruby Rogues Popular Searches search-modal#fillSearch" data-search-term="podcast"> Podcast search-modal#fillSearch" data-search-term="episode"> Episode search-modal#fillSearch" data-search-term="author"> Author search-modal#fillSearch" data-search-term="meetup"> Meetup search-modal#fillSearch" data-search-term="series"> Series Back to Adventures in Machine Learning RSS Feed Spotify Apple Podcasts YouTube Amazon Music Navigating Authority and Transparency in Organizations - ML 142 Published: February 22, 2024 Download Navigating Authority and Transparency in Organizations - ML 142 0:00 audio-player#clickProgressBar touchstart->audio-player#clickProgressBar touchmove->audio-player#clickProgressBar" data-audio-player-target="progressBar"> 0:00 audio-player#skipBackward"> audio-player#togglePlayPause" data-audio-player-target="playPauseButton"> audio-player#skipForward"> audio-player#changeVolume" type="range" min="0" max="1" step="0.01" value="1" /> Playback Speed: audio-player#changePlaybackSpeed"> 0.5x 0.75x 1x 1.25x 1.5x 2x Created by: Ben Wilson • Michael Berk Show Notes Ben and Michael dive into the complex world of decision-making, transparency, and truth-seeking in professional settings. They share their insights on challenging decisions, navigating organizational hierarchies, and the importance of evidence-based arguments. From the intricacies of software development to the dynamics of leadership, they discuss the challenges and strategies for making informed decisions and seeking truth within organizations. Whether you're a tech lead, director, or aspiring leader, this episode offers valuable perspectives on humility, empathy, and effective communication in the fast-paced world of technology. Sponsors Chuck's Resume Template Developer Book Club starting Become a Top 1% Dev with a Top End Devs Membership © 2026 2022 Intentional Excellence Productions, LLC. All rights reserved. | 2026-01-13T08:48:22 |
https://devblogs.microsoft.com/dotnet/introducing-net-for-apache-spark/ | Introducing .NET for Apache® Spark™ Preview - .NET Blog Skip to main content Microsoft Dev Blogs Dev Blogs Dev Blogs Home Developer Microsoft for Developers Visual Studio Visual Studio Code Develop from the cloud All things Azure Xcode DevOps Windows Developer ISE Developer Azure SDK Command Line Aspire Technology DirectX Semantic Kernel Languages C++ C# F# TypeScript PowerShell Team Python Java Java Blog in Chinese Go .NET All .NET posts .NET Aspire .NET MAUI AI ASP.NET Core Blazor Entity Framework NuGet Servicing .NET Blog in Chinese Platform Development #ifdef Windows Microsoft Foundry Azure Government Azure VM Runtime Team Bing Dev Center Microsoft Edge Dev Microsoft Azure Microsoft 365 Developer Microsoft Entra Identity Developer Old New Thing Power Platform Data Development Azure Cosmos DB Azure Data Studio Azure SQL OData Revolutions R Unified Data Model (IDEAs) Microsoft Entra PowerShell More Search Search No results Cancel Dev Blogs .NET Blog Introducing .NET for Apache® Spark™ Preview .NET 10 is here! .NET 10 is now available: the most productive, modern, secure, intelligent, and performant release of .NET yet. Learn More Download Now April 24th, 2019 0 reactions Introducing .NET for Apache® Spark™ Preview Ankit Asthana Principal PM Manager Show more Today at Spark + AI summit we are excited to announce .NET for Apache Spark . Spark is a popular open source distributed process ing engine for an alytics over large data sets. Spark can be used for processing batches of data, real-time streams, machine learning, and ad-hoc query. .NET for Apache Spark is aimed at making Apache® Spark™ accessible to .NET developers across all Spark APIs. So far Spark has been accessible through Scala, Java, Python and R but not .NET. We plan to develop .NET for Apache Spark in the open (as a .NET Foundation member project) along with the Spark and .NET community to ensure that developers get the best of both worlds. https://github.com/dotnet/spark Star The remainder of this post provides more specifics on the following topics: What is .NET For Apache Spark? Getting Started with .NET for Apache Spark .NET for Apache Spark performance What’s next with .NET For Apache Spark Wrap Up What is .NET for Apache Spark? . NET for Apache Spark provides high performance APIs for using Spark from C# and F#. With this .NET APIs, you can access all aspects of Apache Spark including Spark SQL, DataFrames, Streaming, MLLib etc. .NET for Apache Spark lets you reuse all the knowledge, skills, code, and libraries you already have as a .NET developer. The C#/ F# language binding to Spark will be written on a new Spark interop layer which offers easier extensibility. This new layer of Spark interop was written keeping in mind best practices for language extension and optimizes for interop and performance. Long term this extensibility can be used for adding support for other languages in Spark. You can learn more details about this work through this proposal . .NET for Apache Spark is compliant with .NET Standard 2.0 and can be used on Linux, macOS, and Windows, just like the rest of .NET. .NET for Apache Spark is available by default in Azure HDInsight, and can be installed in Azure Databricks and more. Getting Started with .NET for Apache Spark Before you can get started with .NET for Apache Spark, you do need to install a few things. Follow these steps to get started with .NET for Apache Spark Once setup, you can start programming Spark applications in .NET with three easy steps. In our first .NET Spark application we will write a basic Spark pipeline which counts the occurrence of each word in a text segment. // 1. Create a Spark session var spark = SparkSession .Builder() .AppName("word_count_sample") .GetOrCreate(); // 2. Create a DataFrame DataFrame dataFrame = spark.Read().Text("input.txt"); // 3. Manipulate and view data var words = dataFrame.Select(Split(dataFrame["value"], " ").Alias("words")); words.Select(Explode(words["words"]) .Alias("word")) .GroupBy("word") .Count() .Show(); .NET for Apache Spark performance We are pleased to say that the first preview version of .NET for Apache Spark performs well on the popular TPC-H benchmark . The TPC-H benchmark consists of a suite of business oriented queries. The chart below illustrates the performance of .NET Core versus Python and Scala on the TPC-H query set. The chart above shows the per query performance of .NET for Apache Spark versus Python and Scala. .NET for Apache Spark performs well against Python and Scala . Furthermore, in cases where UDF performance is critical such as query 1 where 3B rows of non-string data is passed between the JVM and the CLR .NET for Apache Spark is 2x faster than Python. It’s also important to call out that this is our first preview of .NET for Apache Spark and we aim to further invest in improving and benchmarking performance (e.g. Arrow optimizations). You can follow our instructions to benchmark this on our GitHub repo. What’s next with .NET For Apache Spark Today marks the first step in our journey. Following are some features on our near-term roadmap. Please follow the full roadmap on our GitHub repo . Simplified getting started experience, documentation and samples Native integration with developer tools such as Visual Studio, Visual Studio Code, Jupyter notebooks .NET support for user-defined aggregate functions .NET idiomatic APIs for C# and F# (e.g., using LINQ for writing queries) Out of the box support with Azure Databricks, Kubernetes etc. Make .NET for Apache Spark part of Spark Core. You can follow this progress here. See something missing on this list, please drop us a comment below Wrap Up .NET for Apache Spark is our first step in making .NET a great tech stack for building Big Data applications. We need your help to shape the future of .NET for Apache Spark, we look forward to seeing what you build with .NET for Apache Spark. You can provide reach out to us through our GitHub repo. https://github.com/dotnet/spark Star This blog is authored by Rahul Potharaju, Ankit Asthana, Tyson Condie, Terry Kim, Dan Moseley, Michael Rys and the rest of the .NET for Apache Spark team. 0 11 0 Share on Facebook Share on X Share on Linkedin Copy Link --> Category .NET Topics .NET Analytics Big Data Machine Learning Spark Share Author Ankit Asthana Principal PM Manager 11 comments Discussion is closed. Login to edit/delete existing comments. Code of Conduct Sort by : Newest Newest Popular Oldest priya dhanam --> priya dhanam --> October 7, 2019 0 --> Collapse this comment --> Copy link --> --> --> --> Thank you for allowing me to read it, welcome to the next in a recent article. And thanks for sharing the nice article, keep posting or updating news article. https://www.gangboard.com/big-data-training/hadoop-training Dusan F --> Dusan F --> April 29, 2019 0 --> Collapse this comment --> Copy link --> --> --> --> Sounds really great, looking forward to it. Is this in any way related to https://github.com/Microsoft/Mobius ? Carlos Adriano Portes --> Carlos Adriano Portes --> April 29, 2019 0 --> Collapse this comment --> Copy link --> --> --> --> Yes it is! Take a look at the github repository https://github.com/dotnet/spark , it is mentioned there. Piotrek Kowalski --> Piotrek Kowalski --> October 25, 2019 0 --> Collapse this comment --> Copy link --> --> --> --> Hi Carlos, I would like to ask you about https://github.com/Microsoft/Mobius -> because if I understood correctly, this is old/first version of C# implementation to connect to Spark. .NET Spark is a new solution which is great, but unfortunately I could not find “CreateDataFrame” method which can be used for create a dataframe from C# List for instance… as it was it in Mobius. Will it be added (support for create data frame) to .NET Spark in the near future ? Matt Phoboonme --> Matt Phoboonme --> April 25, 2019 0 --> Collapse this comment --> Copy link --> --> --> --> Good to know C# will be available on Spark but I have a question. Why do you choose to use TPC-H instead of TPC-DS for benchmarking given that Spark is mainly used for big data? Will you provide numbers from TPC-DS?. Thank you Ankit Asthana --> Ankit Asthana Author --> April 25, 2019 0 --> Collapse this comment --> Copy link --> --> --> --> Thanks for your feedback. We are going to be working on collecting performance benchmarking data on TPC-DS as a part of our roadmap. Saadi Shamsaee --> Saadi Shamsaee --> April 25, 2019 0 --> Collapse this comment --> Copy link --> --> --> --> .NET needs another alteration. Please make C# programs performance like(no, rather, faster than) Rust language. Ok? Dusan F --> Dusan F --> April 29, 2019 0 --> Collapse this comment --> Copy link --> --> --> --> not Microsoft, but Unity started working on something: High Performance C#, http://lucasmeijer.com/posts/cpp_unity/ Maybe MS can adopt it later on like it did with Mono/Unity/… Saadi Shamsaee --> Saadi Shamsaee --> April 26, 2019 0 --> Collapse this comment --> Copy link --> --> --> --> Sorry, please answer me. is it possible? does Microsoft work on this issue(performance) for C# more? Of course my only choose is C# but i expect to be best of bests. Thanks. Carlos Adriano Portes --> Carlos Adriano Portes --> April 24, 2019 0 --> Collapse this comment --> Copy link --> --> --> --> Made my day! Ankit Asthana --> Ankit Asthana Author --> April 25, 2019 0 --> Collapse this comment --> Copy link --> --> --> --> Thanks Read next April 26, 2019 Azure SignalR Service now supports ASP.NET! Zhidi Shang April 29, 2019 Using .NET and Docker Together – DockerCon 2019 Update Rich Lander [MSFT] Stay informed Get notified when new posts are published. Email * Country/Region * Select... 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https://www.suprsend.com/comparison-page/bandwidth-vs-sinch-2024 | Bandwidth vs Sinch (2024) Product FEATURES Template Engine Powerful template editors for all channels App Inbox Fully customizable inbox for your app & website Analytics Deep data insights on notification performance Logs Real-time notifications logs for all channels Smart Routing Reach users where they are Branding Seamlessly manage multi-brand customization Workflows Craft complex notification workflows Bifrost Run notifications natively on data warehouse Preferences Develop user focused notifications Integrations Integrate any channel and provider within mins Solutions BY USECASES Transactional Real-time alerts like authentication, activity updates Batching & Digest Aggregate multiple alerts into one Collaboration & Action Alerts on cross-user activity Scheduled Notifications One-time or recurring alerts like reminders Multi-tenant Alerts tailored to your customer's preferences Announcement / Newsletters Feature releases, achievements, product & policy updates Pricing Docs Customers Blog Login Get Started For Free Login Sign up vs. Bandwidth vs Sinch ? Looking for which SMS provider will be the best for your use case among Bandwidth vs Sinch ? Compare Bandwidth vs Sinch head-to-head on factors such as their features, pricing, latency, deliverability and more. Integrate now A Quick Introduction Introducing Bandwidth vs Sinch (2024) , two industry leading SMS vendors that are transforming the way businesses connect with their audience What is Bandwidth ? Bandwidth is cloud-based communication platform providing APIs for voice, messaging, and 911 services, enabling developers to integrate real-time communication into their applications. Get started What is Sinch ? Sinch is a leading SMS provider renowned for its global messaging services, catering to businesses and developers with reliable and scalable communication solutions. Let's check how Sinch fares against other SMS vendors regarding cost, features, security, reliability, and more. Get started What is Bandwidth ? Bandwidth is cloud-based communication platform providing APIs for voice, messaging, and 911 services, enabling developers to integrate real-time communication into their applications. Get started What is Sinch ? Sinch is a leading SMS provider renowned for its global messaging services, catering to businesses and developers with reliable and scalable communication solutions. Let's check how Sinch fares against other SMS vendors regarding cost, features, security, reliability, and more. Get started Comparative Guide: Bandwidth vs Sinch (2024) In a market flooded with SMS providers, selecting the one that suits your needs can be challenging. This comparative guide offers a swift overview of their offerings, making it easy for you to decide. Features Interactive Voice Response Bandwidth Supported Sinch Supported Recording and Transcriptions Bandwidth Supported Sinch Supported Carrier Route Optimization Bandwidth Supported Sinch Supported Free Inbound SMS Bandwidth Supported Sinch Not Supported Concatenation Bandwidth Supported Sinch Supported Cost Dedicated Number Bandwidth $0.035/ month Sinch $1/month Incoming SMS Bandwidth FREE Sinch $0.00078/ message Outgoing SMS Bandwidth $0.005/ message ++ Sinch $0.00078/ message Security Encryption Bandwidth TLS Sinch TLS AES 256 Certification Bandwidth ISO/IEC 27001:2013 SOC 2 Type II Sinch ISO/ IEC 27001 - 2022 ISO 9001:2015 SOC 2 Type II Compliance Bandwidth CPNI GDPR 7 HIPPA US State Privacy Laws Sinch HIPPA PCI DSS Authentication IDs/Tokens Bandwidth Yes Sinch Yes Rate Limits Outbound Throughput Limit Range Bandwidth 1-100 MPS 1-75 MPS Sinch Character Limits Accepted Bandwidth 160 Sinch 2000 Concatenated / 160 Features Heading Bandwidth Sinch Interactive Voice Response Supported Supported Recording and Transcriptions Supported Supported Carrier Route Optimization Supported Supported Free Inbound SMS Supported Not Supported Concatenation Supported Supported Cost Heading Bandwidth Sinch Dedicated Number $0.035/ month $1/month Incoming SMS FREE $0.00078/ message Outgoing SMS $0.005/ message ++ $0.00078/ message Security Heading Bandwidth Sinch Encryption TLS TLS AES 256 Certification ISO/IEC 27001:2013 SOC 2 Type II ISO/ IEC 27001 - 2022 ISO 9001:2015 SOC 2 Type II Compliance CPNI GDPR 7 HIPPA US State Privacy Laws Authentication IDs / Tokens HIPPA PCI DSS Yes Yes Rate Limits Heading Bandwidth Sinch Outbound Throughput Limit Range 1-100 MPS 1-75 MPS Character Limits Accepted 160 2000 Concatenated / 160 Calculate your Savings, one step at a time! SMS Price Comparison Calculator Step 1: Choose Numbers What numbers will you use to send and receive messages? Toll-Free Number Local Number Next Step 2: SMS Sending How many SMS messages will you be sending per month? Back Next Step 3: SMS Receiving How many SMS messages are you expecting to receive per month? Back Calculate Price Comparison Bandwidth $0.00 Sinch $0.00 Back Pros and Cons: Bandwidth vs Sinch (2024) Every choice comes with its trade-offs. Let's break down the advantages and disadvantages of the providers for a clear decision making. Bandwidth Pros Very responsive customer support Users appreciate Bandwidth's quick response times and the understanding nature of their representatives, especially when it comes to setting up calls and making changes. Easy portal access Users find it beneficial that they can make changes on the fly without needing an ITSP team, thanks to Bandwidth's user-friendly portal. Reliable and fluid services Users highlight Bandwidth's reliability in services like numbering API, porting, and emergency services, making their jobs easier. Worldwide coverage Bandwidth is praised for its worldwide coverage and the ability to manage legal and regulatory requirements for different countries. Self-service options Users like the self-service options available through Bandwidth's portal, which makes managing telecom services more efficient. Cons Pricing for mid-sized companies Some users find Bandwidth's pricing to be less competitive for mid-sized companies, especially concerning international rates. Limited real-time tracking Users mention the lack of real-time usage and billing tracking, which can be inconvenient. Slow exports Exporting data from Bandwidth's system is noted to be slow at times. Difficulty in managing numbers by country Users find it challenging to navigate Bandwidth's system when managing number requirements by country. User interface quirks Some users mention quirks in Bandwidth's dashboard, such as limitations and difficulties in adding CNAM to numbers upon port order entry. Sinch Pros Reliable Service Users appreciate the stable and reliable nature of Sinch's SMS and WhatsApp services, ensuring messages reach recipients promptly. Comprehensive Analytics The platform offers detailed analytics and reporting, providing valuable insights into message delivery and user engagement. Supportive Account Management Sinch is commended for its helpful and responsive account management team, which assists with various queries and issues. Extensive Coverage Sinch provides good coverage for A2P (Application-to-Person) SMS, making it suitable for businesses with global communication needs. Competitive Pricing Clients find Sinch's pricing to be competitive, offering cost-effective solutions for SMS and WhatsApp communication. Cons Slow Customer Support Response Some users have experienced delays in customer support response times, leading to frustration during issue resolution. Disconnected Internal Processes There have been instances where the communication between different teams within Sinch seems disjointed, affecting the speed of processing. Non-Competitive Pricing in Some Areas While generally competitive, there have been cases where Sinch's pricing was not as competitive as other providers in certain regions. Limited Custom Coding Support Users have expressed a desire for more in-depth support in custom coding, especially when facing technical challenges. Not All Services Integrated Seamlessly As Sinch acquires new companies and services, some clients have found the integration of these services to be somewhat challenging or slow. Heading Pros Cons Bandwidth Very responsive customer support Users appreciate Bandwidth's quick response times and the understanding nature of their representatives, especially when it comes to setting up calls and making changes. Easy portal access Users find it beneficial that they can make changes on the fly without needing an ITSP team, thanks to Bandwidth's user-friendly portal. Reliable and fluid services Users highlight Bandwidth's reliability in services like numbering API, porting, and emergency services, making their jobs easier. Worldwide coverage Bandwidth is praised for its worldwide coverage and the ability to manage legal and regulatory requirements for different countries. Self-service options Users like the self-service options available through Bandwidth's portal, which makes managing telecom services more efficient. Pricing for mid-sized companies Some users find Bandwidth's pricing to be less competitive for mid-sized companies, especially concerning international rates. Limited real-time tracking Users mention the lack of real-time usage and billing tracking, which can be inconvenient. Slow exports Exporting data from Bandwidth's system is noted to be slow at times. Difficulty in managing numbers by country Users find it challenging to navigate Bandwidth's system when managing number requirements by country. User interface quirks Some users mention quirks in Bandwidth's dashboard, such as limitations and difficulties in adding CNAM to numbers upon port order entry. Sinch Reliable Service Users appreciate the stable and reliable nature of Sinch's SMS and WhatsApp services, ensuring messages reach recipients promptly. Comprehensive Analytics The platform offers detailed analytics and reporting, providing valuable insights into message delivery and user engagement. Supportive Account Management Sinch is commended for its helpful and responsive account management team, which assists with various queries and issues. Extensive Coverage Sinch provides good coverage for A2P (Application-to-Person) SMS, making it suitable for businesses with global communication needs. Competitive Pricing Clients find Sinch's pricing to be competitive, offering cost-effective solutions for SMS and WhatsApp communication. Slow Customer Support Response Some users have experienced delays in customer support response times, leading to frustration during issue resolution. Disconnected Internal Processes There have been instances where the communication between different teams within Sinch seems disjointed, affecting the speed of processing. Non-Competitive Pricing in Some Areas While generally competitive, there have been cases where Sinch's pricing was not as competitive as other providers in certain regions. Limited Custom Coding Support Users have expressed a desire for more in-depth support in custom coding, especially when facing technical challenges. Not All Services Integrated Seamlessly As Sinch acquires new companies and services, some clients have found the integration of these services to be somewhat challenging or slow. Real Voices, Real Experiences Don't just take our word for it. Hear directly from users on G2 who have used Bandwidth and Sinch firsthand Reviews for Bandwidth 4.5 " Great Telco for Teams Direct Routing and More! The main problem we are solving is bringing external calling capabilities to MS Teams users through a more manageable and cost-effective means than going the MS dial plan route. Microsoft has, however, made improvements to its dial plans that have lessened some of the advantages with phone number management and routing. Blacke R. Enterprise User " Top Notch Support! The GUI is extremely user-friendly! Processing new requests and looking up existing ones is quick and simple. The notification feature saves you time without manually checking back for updates. The only item that would be helpful and a time saver would be the ability to process CNAM requests for Canadian numbers the same way as local US numbers. Verified User Enterprise User Reviews for Sinch 4.0 " An absolute pleasure to work with for SMS needs! Everyone at Sinch that I've worked with has been extremely responsive, whether it is questions about adding additional features, or supporting our end users, to even handling billing issues; this level of responsiveness really establishes a strong business parnership. The biggest downside in our experience has been cost, where we have seen some other vendors be a little more competitive in the market Jacqueline C. Product Manager " Unreliable Business Partner! We were attempting to address gaps in our other providers' coverage, but we have realized it was better to work with those partners to address delivery issues rather than rely on Sinch. Our other partners make it much easier to pull real-time data via API, and we also have a much better business relationship with them. On balance, the negatives outweigh the positives in our relationship with Sinch. Verified User Mid-Market Company More to explore vs. Bandwidth vs Gupshup (2024) Check out the SMS vendor comparison between Bandwidth vs Gupshup based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Bandwidth vs Exotel (2024) Check out the SMS vendor comparison between Bandwidth vs Exotel based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Bandwidth vs Karix (2024) Check out the SMS vendor comparison between Bandwidth vs Karix based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now How SuprSend works? More to explore vs. Bandwidth vs Gupshup (2024) Check out the SMS vendor comparison between Bandwidth vs Gupshup based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Bandwidth vs Exotel (2024) Check out the SMS vendor comparison between Bandwidth vs Exotel based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Bandwidth vs Karix (2024) Check out the SMS vendor comparison between Bandwidth vs Karix based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Bandwidth vs MessageBird (2024) Check out the SMS vendor comparison between Bandwidth vs MessageBird based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Bandwidth vs Plivo (2024) Check out the SMS vendor comparison between Bandwidth vs Plivo based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Bandwidth vs Vonage (2024) Check out the SMS vendor comparison between Bandwidth vs Vonage based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Bandwidth vs Twilio (2024) Check out the SMS vendor comparison between Bandwidth vs Twilio based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Telnyx vs Bandwidth (2024) Check out the SMS vendor comparison between Telnyx vs Bandwidth based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Telnyx vs Gupshup (2024) Check out the SMS vendor comparison between Telnyx vs Gupshup based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Telnyx vs Exotel (2024) Check out the SMS vendor comparison between Telnyx vs Exotel based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Telnyx vs Karix (2024) Check out the SMS vendor comparison between Telnyx vs Karix based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Telnyx vs MessageBird (2024) Check out the SMS vendor comparison between Telnyx vs MessageBird based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Telnyx vs Sinch (2024) Check out the SMS vendor comparison between Telnyx vs Sinch based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Telnyx vs Plivo (2024) Check out the SMS vendor comparison between Telnyx vs Plivo based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Telnyx vs Vonage (2024) Check out the SMS vendor comparison between Telnyx vs Vonage based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Telnyx vs Twilio (2024) Check out the SMS vendor comparison between Telnyx vs Twilio based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. RingCentral vs Bandwidth (2024) Check out the SMS vendor comparison between RingCentral vs Bandwidth based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. RingCentral vs Telnyx (2024) Check out the SMS vendor comparison between RingCentral vs Telnyx based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. RingCentral vs Gupshup (2024) Check out the SMS vendor comparison between RingCentral vs Gupshup based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. RingCentral vs Exotel (2024) Check out the SMS vendor comparison between RingCentral vs Exotel based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. RingCentral vs Karix (2024) Check out the SMS vendor comparison between RingCentral vs Karix based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. RingCentral vs MessageBird (2024) Check out the SMS vendor comparison between RingCentral vs MessageBird based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. RingCentral vs Sinch (2024) Check out the SMS vendor comparison between RingCentral vs Sinch based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. RingCentral vs Plivo (2024) Check out the SMS vendor comparison between RingCentral vs Plivo based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. RingCentral vs Vonage (2024) Check out the SMS vendor comparison between RingCentral vs Vonage based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. RingCentral vs Twilio (2024) Check out the SMS vendor comparison between RingCentral vs Twilio based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Ooma vs Bandwidth (2024) Check out the SMS vendor comparison between Ooma vs Bandwidth based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Ooma vs Telnyx (2024) Check out the SMS vendor comparison between Ooma vs Telnyx based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Ooma vs RingCentral (2024) Check out the SMS vendor comparison between Ooma vs RingCentral based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Ooma vs Gupshup (2024) Check out the SMS vendor comparison between Ooma vs Gupshup based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Ooma vs Exotel (2024) Check out the SMS vendor comparison between Ooma vs Exotel based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Ooma vs Karix (2024) Check out the SMS vendor comparison between Ooma vs Karix based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Ooma vs MessageBird (2024) Check out the SMS vendor comparison between Ooma vs MessageBird based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Ooma vs Sinch (2024) Check out the SMS vendor comparison between Ooma vs Sinch based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Ooma vs Plivo (2024) Check out the SMS vendor comparison between Ooma vs Plivo based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Ooma vs Vonage (2024) Check out the SMS vendor comparison between Ooma vs Vonage based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Ooma vs Twilio (2024) Check out the SMS vendor comparison between Ooma vs Twilio based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. SNS vs Bandwidth (2024) Check out the SMS vendor comparison between SNS vs Bandwidth based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. SNS vs Telnyx (2024) Check out the SMS vendor comparison between SNS vs Telnyx based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. SNS vs RingCentral (2024) Check out the SMS vendor comparison between SNS vs RingCentral based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. SNS vs Ooma (2024) Check out the SMS vendor comparison between SNS vs Ooma based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. SNS vs Gupshup (2024) Check out the SMS vendor comparison between SNS vs Gupshup based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. SNS vs Exotel (2024) Check out the SMS vendor comparison between SNS vs Exotel based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. SNS vs Karix (2024) Check out the SMS vendor comparison between SNS vs Karix based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. SNS vs MessageBird (2024) Check out the SMS vendor comparison between SNS vs MessageBird based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. SNS vs Sinch (2024) Check out the SMS vendor comparison between SNS vs Sinch based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. SNS vs Plivo (2024) Check out the SMS vendor comparison between SNS vs Plivo based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. SNS vs Vonage (2024) Check out the SMS vendor comparison between SNS vs Vonage based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. SNS vs Twilio (2024) Check out the SMS vendor comparison between SNS vs Twilio based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Exotel vs Gupshup (2023) Check out the SMS vendor comparison between Exotel vs Gupshup based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Karix vs Gupshup (2023) Check out the SMS vendor comparison between Karix vs Gupshup based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. MessageBird vs Gupshup (2023) Compare MessageBird vs Gupshup in 2023 head-to-head: Evaluate their SMS notification platforms, pricing, APIs, integrations, customer support, scalability, reliability, security, and more to find the best business fit. Check now vs. MessageBird vs Exotel (2023) Compare MessageBird vs Exotel in 2023 head-to-head: Evaluate their SMS notification platforms, pricing, APIs, integrations, customer support, scalability, reliability, security, and more to find the best business fit. Check now vs. Sinch vs Gupshup (2023) Make an informed decision by comparing Sinch vs Gupshup SMS providers head-to-head on factors such as their features, pricing, latency, security, deliverability and more. Check now vs. Sinch vs Exotel (2023) Make an informed decision by comparing Sinch vs Exotel SMS providers head-to-head on factors such as their features, pricing, latency, security, deliverability and more. Check now vs. Sinch vs Karix (2023) Make an informed decision by comparing Sinch vs Karix SMS providers head-to-head on factors such as their features, pricing, latency, security, deliverability and more. Check now vs. Sinch vs Messagebird (2023) Make an informed decision by comparing Sinch vs Messagebird SMS providers head-to-head on factors such as their features, pricing, latency, security, deliverability and more. Check now vs. Plivo vs Gupshup (2023) Make an informed decision by comparing Plivo vs Gupshup SMS providers head-to-head on factors such as their features, pricing, latency, security, deliverability and more. Check now vs. Plivo vs Exotel (2023) Make an informed decision by comparing Plivo vs Exotel SMS providers head-to-head on factors such as their features, pricing, latency, security, deliverability and more. Check now vs. Plivo vs Karix (2023) Make an informed decision by comparing Plivo vs Karix SMS providers head-to-head on factors such as their features, pricing, latency, security, deliverability and more. Check now vs. Plivo vs Sinch (2023) Make an informed decision by comparing Plivo vs Sinch SMS providers head-to-head on factors such as their features, pricing, latency, security, deliverability and more. Check now vs. Vonage vs Gupshup (2023) Compare Vonage vs Gupshup in 2023 head-to-head: Evaluate their SMS notification platforms, pricing, APIs, integrations, customer support, scalability, reliability, security, and more to find the best business fit. Check now vs. Vonage vs Exotel (2023) Compare Vonage vs Exotel in 2023 head-to-head: Evaluate their SMS notification platforms, pricing, APIs, integrations, customer support, scalability, reliability, security, and more to find the best business fit. Check now vs. Vonage vs Karix (2023) Compare Vonage vs Karix in 2023 head-to-head: Evaluate their SMS notification platforms, pricing, APIs, integrations, customer support, scalability, reliability, security, and more to find the best business fit. Check now vs. Vonage vs Messagebird (2023) Compare Vonage vs Messagebird in 2023 head-to-head: Evaluate their SMS notification platforms, pricing, APIs, integrations, customer support, scalability, reliability, security, and more to find the best business fit. Check now vs. Vonage vs Sinch (2023) Compare Vonage vs Sinch in 2023 head-to-head: Evaluate their SMS notification platforms, pricing, APIs, integrations, customer support, scalability, reliability, security, and more to find the best business fit. Check now vs. Vonage vs Plivo (2023) Compare Vonage vs Plivo in 2023 head-to-head: Evaluate their SMS notification platforms, pricing, APIs, integrations, customer support, scalability, reliability, security, and more to find the best business fit. Check now vs. Twilio vs Gupshup (2023) Check out the SMS vendor comparison between Twilio and Gupshup based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Twilio vs Exotel (2023) Check out the SMS vendor comparison between Twilio and Exotel based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Twilio vs Karix (2023) Check out the SMS vendor comparison between Twilio and Karix based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Twilio vs Sinch (2023) Check out the SMS vendor comparison between Twilio and Sinch based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Twilio vs Vonage (2023) Compare Twilio vs Vonage in 2023 head-to-head: Evaluate their SMS notification platforms, pricing, APIs, integrations, customer support, scalability, reliability, security, and more to find the best business fit. Check now vs. Twilio vs MessageBird (2023) Compare Twilio vs MessageBird in 2023 head-to-head: Evaluate their SMS notification platforms, pricing, APIs, integrations, customer support, scalability, reliability, security, and more to find the best business fit. 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https://github.com/solutions/industry/financial-services#start-of-content | AI-Powered Financial Solutions for Secure Innovation | GitHub · GitHub Skip to content Navigation Menu Toggle navigation Sign in Platform AI CODE CREATION GitHub Copilot Write better code with AI GitHub Spark Build and deploy intelligent apps GitHub Models Manage and compare prompts MCP Registry New Integrate external tools DEVELOPER WORKFLOWS Actions Automate any workflow Codespaces Instant dev environments Issues Plan and track work Code Review Manage code changes APPLICATION SECURITY GitHub Advanced Security Find and fix vulnerabilities Code security Secure your code as you build Secret protection Stop leaks before they start EXPLORE Why GitHub Documentation Blog Changelog Marketplace View all features Solutions BY COMPANY SIZE Enterprises Small and medium teams Startups Nonprofits BY USE CASE App Modernization DevSecOps DevOps CI/CD View all use cases BY INDUSTRY Healthcare Financial services Manufacturing Government View all industries View all solutions Resources EXPLORE BY TOPIC AI Software Development DevOps Security View all topics EXPLORE BY TYPE Customer stories Events & webinars Ebooks & reports Business insights GitHub Skills SUPPORT & SERVICES Documentation Customer support Community forum Trust center Partners Open Source COMMUNITY GitHub Sponsors Fund open source developers PROGRAMS Security Lab Maintainer Community Accelerator Archive Program REPOSITORIES Topics Trending Collections Enterprise ENTERPRISE SOLUTIONS Enterprise platform AI-powered developer platform AVAILABLE ADD-ONS GitHub Advanced Security Enterprise-grade security features Copilot for Business Enterprise-grade AI features Premium Support Enterprise-grade 24/7 support Pricing Search or jump to... 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https://survey.stackoverflow.co/2025/technology/ | Technology | 2025 Stack Overflow Developer Survey Products Stack Overflow Where developers and technologists go to gain and share knowledge. Stack Overflow for Teams Where developers & technologists share private knowledge with coworkers Advertising Reach devs & technologists worldwide about your product, service or employer brand Knowledge Solutions Data licensing offering for businesses to build and improve AI tools and models Labs The future of collective knowledge sharing About the company Visit the blog Developers Technology AI Work Stack Overflow Methodology 2 Technology Each year we explore the tools and technologies developers are currently using and the ones they want to use. This year, we included new questions about embedded technology tools and industry-sourced, community-vetted technology options. 2.1. Most popular technologies → 2.2. Admired and Desired → 2.3. Worked with vs. want to work with → 2.1 Most popular technologies Programming, scripting, and markup languages After more than a decade of steady growth, Python's adoption has accelerated significantly. It saw a 7 percentage point increase from 2024 to 2025; this speaks to its ability to be the go-to language for AI, data science, and back-end development. Which programming, scripting, and markup languages have you done extensive development work in over the past year, and which do you want to work in over the next year? (If you both worked with the language and want to continue to do so, please check both boxes in that row.) All Respondents Professional Developers Learning to Code Professionals that Use AI Learners that Use AI Write-Ins All Respondents JavaScript 66% HTML/CSS 61.9% SQL 58.6% Python 57.9% Bash/Shell 48.7% TypeScript 43.6% Java 29.4% C# 27.8% C++ 23.5% PowerShell 23.2% C 22% PHP 18.9% Go 16.4% Rust 14.8% Kotlin 10.8% Lua 9.2% Assembly 7.1% Ruby 6.4% Dart 5.9% Swift 5.4% R 4.9% Groovy 4.8% Visual Basic (.Net) 4.4% VBA 4.2% MATLAB 3.9% Perl 3.8% GDScript 3.3% Elixir 2.7% Scala 2.6% Delphi 2.5% Lisp 2.4% MicroPython 2.3% Zig 2.1% Erlang 1.5% Fortran 1.4% Ada 1.4% F# 1.3% OCaml 1.2% Gleam 1.1% Prolog 1.1% COBOL 1% Mojo 0.4% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 31,771 ( 64.8% ) Professional Developers JavaScript 68.8% HTML/CSS 63% SQL 61.3% Python 54.8% Bash/Shell 48.8% TypeScript 48.8% C# 29.9% Java 29.6% PowerShell 23.1% C++ 21.8% C 19.1% PHP 19.1% Go 17.4% Rust 14.5% Kotlin 11.5% Lua 8.6% Ruby 6.9% Dart 6.1% Assembly 5.7% Swift 5.7% Groovy 5.3% Visual Basic (.Net) 4.1% Perl 3.4% R 3.3% VBA 3.3% GDScript 2.9% Scala 2.8% Elixir 2.8% MATLAB 2.7% Delphi 2.5% Lisp 2% Zig 1.9% MicroPython 1.7% Erlang 1.5% F# 1.2% Ada 1% Gleam 1% Fortran 0.9% OCaml 0.9% Prolog 0.8% COBOL 0.8% Mojo 0.3% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 24,759 ( 50.5% ) Learning to Code Python 71.8% HTML/CSS 66.6% JavaScript 62.8% C 48% Bash/Shell 47% SQL 45.4% C++ 44.6% Java 40.8% TypeScript 31.9% C# 23.1% Rust 23.1% Assembly 19.4% PowerShell 19.1% Lua 15% PHP 14.5% Go 13.1% Kotlin 10.8% MATLAB 10.2% R 8.5% GDScript 8.2% Dart 7.8% Zig 4.9% Visual Basic (.Net) 4.6% MicroPython 4.5% Lisp 4.1% Swift 3.9% Ruby 3.7% VBA 3.4% OCaml 3.3% Prolog 3% Ada 3% Elixir 2.5% Scala 2.4% Gleam 2.1% Groovy 2% Fortran 2% F# 1.9% Perl 1.9% Delphi 1.7% Erlang 1.6% COBOL 1.4% Mojo 1.1% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 2,564 ( 5.2% ) Professionals that Use AI JavaScript 70.5% HTML/CSS 64.2% SQL 62.1% Python 56.1% TypeScript 51.4% Bash/Shell 48.3% Java 30.2% C# 29.8% PowerShell 23.8% C++ 20.4% PHP 19.2% Go 18.1% C 17.6% Rust 13.9% Kotlin 12% Lua 8% Ruby 7% Dart 6.7% Swift 5.9% Groovy 5.3% Assembly 5.1% Visual Basic (.Net) 4.2% R 3.5% VBA 3.1% Perl 3% Scala 2.9% Elixir 2.8% GDScript 2.8% MATLAB 2.7% Delphi 2.4% Zig 1.8% Lisp 1.7% MicroPython 1.7% Erlang 1.4% F# 1.2% Ada 0.9% Gleam 0.9% Prolog 0.9% Fortran 0.8% OCaml 0.8% COBOL 0.8% Mojo 0.4% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 20,810 ( 42.5% ) Learners that Use AI Python 73.8% HTML/CSS 69.9% JavaScript 65.9% SQL 49.4% C 46.7% Bash/Shell 46% C++ 45.7% Java 42.5% TypeScript 35.1% C# 24.1% PowerShell 21.3% Rust 20.7% Assembly 18.2% PHP 15% Lua 13.5% Go 12.3% Kotlin 11.6% MATLAB 11.2% R 9.2% Dart 8.5% GDScript 7.2% Visual Basic (.Net) 5% MicroPython 4.6% Swift 4.3% Zig 4.2% Ruby 3.8% VBA 3.6% Lisp 3.3% Ada 3.1% OCaml 2.9% Prolog 2.8% Scala 2.4% Elixir 2.2% Groovy 2% Gleam 1.8% F# 1.7% Fortran 1.7% Perl 1.7% Delphi 1.7% COBOL 1.3% Erlang 1.3% Mojo 1.1% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 1,945 ( 4% ) Response Use Type Percent haskell Have Used 0.1% julia Have Used 0% clojure Have Used 0% objectivec Have Used 0% nix Have Used 0% haskell Want to Use 0.1% julia Want to Use 0.1% clojure Want to Use 0.1% nix Want to Use 0% odin Want to Use 0% Share Twitter/X Facebook LinkedIn Databases The significant growth in usage for Redis (+8%) highlights its growing importance. As applications become more complex, the need for high-speed, in-memory caching and data structures has made Redis an essential part of the modern tech stack. Which database environments have you done extensive development work in over the past year, and which do you want to work in over the next year? (If you both worked with the database and want to continue to do so, please check both boxes in that row.) All Respondents Professional Developers Learning to Code Professionals that Use AI Learners that Use AI Write-Ins All Respondents PostgreSQL 55.6% MySQL 40.5% SQLite 37.5% Microsoft SQL Server 30.1% Redis 28% MongoDB 24% MariaDB 22.5% Elasticsearch 16.7% Oracle 10.6% Dynamodb 9.8% BigQuery 6.5% Supabase 6% Cloud Firestore 5.7% H2 5% Firebase Realtime Database 5% Microsoft Access 4.8% Cosmos DB 4.6% Snowflake 4.1% InfluxDB 3.7% Databricks SQL 3.4% DuckDB 3.3% Cassandra 2.9% Neo4J 2.6% Valkey 2.4% Clickhouse 2.4% IBM DB2 2.4% Amazon Redshift 2.3% Cockroachdb 1% Pocketbase 1% Datomic 0.6% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 26,083 ( 53.2% ) Professional Developers PostgreSQL 58.2% MySQL 39.6% SQLite 36.9% Microsoft SQL Server 30.9% Redis 30.7% MongoDB 24.3% MariaDB 21.7% Elasticsearch 17.8% Dynamodb 10.8% Oracle 10.4% BigQuery 6.5% Supabase 6.1% Cloud Firestore 5.7% H2 5.3% Cosmos DB 4.9% Firebase Realtime Database 4.7% Snowflake 4.2% Microsoft Access 3.6% InfluxDB 3.5% DuckDB 3.2% Databricks SQL 3.2% Cassandra 2.9% Neo4J 2.5% Clickhouse 2.5% Valkey 2.5% Amazon Redshift 2.2% IBM DB2 2.1% Cockroachdb 0.9% Pocketbase 0.8% Datomic 0.5% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 21,126 ( 43.1% ) Learning to Code MySQL 47.7% SQLite 39.4% PostgreSQL 39.2% MongoDB 28.5% MariaDB 20.3% Microsoft SQL Server 16.2% Redis 12.1% Firebase Realtime Database 9% Cloud Firestore 8.9% Oracle 8.8% Microsoft Access 8.7% Supabase 8.3% H2 4.3% BigQuery 4.1% Elasticsearch 3.9% Neo4J 3.7% Dynamodb 3.2% DuckDB 2.8% Cassandra 2.5% Databricks SQL 2.5% Pocketbase 2.4% IBM DB2 2.2% InfluxDB 2% Valkey 2% Cosmos DB 1.8% Amazon Redshift 1.7% Cockroachdb 1.7% Snowflake 1.5% Clickhouse 1.4% Datomic 1.2% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 1,690 ( 3.4% ) Professionals that Use AI PostgreSQL 59.5% MySQL 40.6% SQLite 37.2% Redis 32.5% Microsoft SQL Server 30.6% MongoDB 25.7% MariaDB 21.6% Elasticsearch 18.6% Dynamodb 11.6% Oracle 10.2% BigQuery 7% Supabase 6.7% Cloud Firestore 6.2% H2 5.5% Cosmos DB 5.2% Firebase Realtime Database 5.2% Snowflake 4.4% InfluxDB 3.6% Microsoft Access 3.5% Databricks SQL 3.5% DuckDB 3.4% Cassandra 3.1% Neo4J 2.7% Clickhouse 2.6% Valkey 2.5% Amazon Redshift 2.3% IBM DB2 2.1% Cockroachdb 1% Pocketbase 0.9% Datomic 0.5% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 18,020 ( 36.8% ) Learners that Use AI MySQL 51% PostgreSQL 39.5% SQLite 38.6% MongoDB 30.5% MariaDB 20% Microsoft SQL Server 17.1% Redis 12.6% Firebase Realtime Database 9.6% Cloud Firestore 9.5% Oracle 9.3% Supabase 8.9% Microsoft Access 8.6% H2 4.8% BigQuery 4% Elasticsearch 4% Neo4J 3.5% Dynamodb 3.5% DuckDB 2.8% Cassandra 2.7% Databricks SQL 2.5% Pocketbase 2.4% IBM DB2 2.2% InfluxDB 2.1% Cosmos DB 1.9% Valkey 1.8% Amazon Redshift 1.8% Cockroachdb 1.7% Snowflake 1.6% Clickhouse 1.4% Datomic 1.2% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 1,356 ( 2.8% ) Response Use Type Percent firebird Have Used 0% couchdb Have Used 0% opensearch Have Used 0% couchbase Have Used 0% postgresql Have Used 0% surrealdb Want to Use 0% firebird Want to Use 0% couchdb Want to Use 0% spacetimedb Want to Use 0% timescaledb Want to Use 0% Share Twitter/X Facebook LinkedIn Cloud development Docker has moved from a popular tool to a near-universal one. After years of growth, it experienced a +17 point jump in usage from 2024 to 2025, the largest single-year increase of any technology surveyed. This is partially due to consolidating some technology sectors in this year's survey. Which cloud platforms, containerization/orchestration tools, package managers, build tools, and infrastructure as code solutions have you done extensive development work in over the past year, and which do you want to work in over the next year? (If you both worked with the platform and want to continue to do so, please check both boxes in that row.) All Respondents Professional Developers Learning to Code Professionals that Use AI Learners that Use AI All Respondents Docker 71.1% npm 56.8% Amazon Web Services (AWS) 43.3% Pip 40.9% Kubernetes 28.5% Microsoft Azure 26.3% Homebrew 25.7% Vite 25.4% Google Cloud 24.6% Make 23.2% Yarn 21.1% Cloudflare 20.1% NuGet 18.9% APT 18.4% Webpack 18.4% Terraform 17.8% Maven (build tool) 16.4% Cargo 14.4% Gradle 14.4% pnpm 13.4% Firebase 13.1% Prometheus 11.8% Ansible 11.7% Podman 11.1% Chocolatey 11% Composer 11% MSBuild 11% Digital Ocean 10.7% Vercel 10.6% Poetry 9% Datadog 8.9% Pacman 8.7% Netlify 5.9% Bun 5.5% Supabase 5.4% Heroku 5.4% Ninja 5.2% Splunk 4.5% New Relic 3.8% Railway 1.5% IBM Cloud 1.2% Yandex Cloud 0.7% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 24,473 ( 49.9% ) Professional Developers Docker 73.8% npm 59.3% Amazon Web Services (AWS) 45.9% Pip 39.4% Kubernetes 30.1% Microsoft Azure 27.2% Vite 27.2% Homebrew 26.9% Google Cloud 24.3% Yarn 23.1% Make 22.5% NuGet 20.4% Webpack 20.3% Cloudflare 19.7% Terraform 18.7% APT 17.3% Maven (build tool) 16.9% Gradle 14.8% pnpm 14.2% Cargo 13.7% Firebase 13.3% Prometheus 12.1% MSBuild 11.9% Composer 11.4% Ansible 11.2% Digital Ocean 11.1% Podman 10.9% Chocolatey 10.8% Vercel 10.8% Datadog 9.7% Poetry 9.2% Pacman 7.5% Netlify 5.7% Heroku 5.6% Bun 5.6% Supabase 5.4% Ninja 4.9% Splunk 4.5% New Relic 4% Railway 1.4% IBM Cloud 0.9% Yandex Cloud 0.5% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 20,070 ( 40.9% ) Learning to Code npm 53.3% Docker 52.5% Pip 49.4% Make 30.4% Cargo 28.2% Vite 28% APT 25.9% Pacman 22.5% Cloudflare 21.8% Google Cloud 21.6% Amazon Web Services (AWS) 20.2% Gradle 17.9% Vercel 17.8% Maven (build tool) 16.8% Firebase 16.2% pnpm 15.8% Homebrew 13.7% Chocolatey 12.3% Microsoft Azure 12.1% Yarn 12.1% NuGet 11.1% Webpack 10.4% Netlify 10% Bun 9.7% Kubernetes 9.5% Ninja 9% Podman 8.7% Poetry 7.6% Supabase 7.5% Digital Ocean 6.9% Composer 6.7% MSBuild 5.8% Ansible 5.7% Heroku 4.7% Terraform 4.4% Prometheus 4.3% IBM Cloud 2.9% Railway 2.8% Yandex Cloud 1.9% Datadog 1.8% Splunk 1.4% New Relic 1.1% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 1,558 ( 3.2% ) Professionals that Use AI Docker 75% npm 61% Amazon Web Services (AWS) 47% Pip 40.5% Kubernetes 30.7% Vite 28.5% Homebrew 28.3% Microsoft Azure 27.8% Google Cloud 25.8% Yarn 24.2% Make 21.6% Webpack 21.1% NuGet 20.6% Cloudflare 20.4% Terraform 19.2% Maven (build tool) 17.2% APT 16.9% pnpm 15.2% Gradle 14.9% Firebase 14.5% Cargo 13.1% Prometheus 12.5% Vercel 11.9% Composer 11.8% MSBuild 11.7% Digital Ocean 11.6% Chocolatey 11.3% Ansible 10.8% Podman 10.7% Datadog 10.1% Poetry 9.5% Pacman 7.1% Netlify 6.2% Heroku 6% Supabase 6% Bun 5.9% Splunk 4.7% Ninja 4.4% New Relic 4.3% Railway 1.6% IBM Cloud 1% Yandex Cloud 0.5% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 17,258 ( 35.2% ) Learners that Use AI npm 55.6% Docker 53.1% Pip 48.8% Vite 30% Make 26.3% Cargo 24.7% APT 23.8% Google Cloud 23.8% Cloudflare 22.7% Amazon Web Services (AWS) 21.6% Pacman 20.7% Vercel 20.1% Firebase 18.1% Gradle 17.1% pnpm 17% Maven (build tool) 16.7% Homebrew 13.9% Microsoft Azure 13.1% Chocolatey 13% Yarn 12.5% Netlify 11.6% NuGet 11.4% Webpack 10.9% Bun 10.3% Kubernetes 9.4% Supabase 8.3% Ninja 8% Podman 7.9% Poetry 7.6% Composer 7% Digital Ocean 6.7% Ansible 5.4% MSBuild 5.4% Heroku 4.9% Terraform 4.4% Prometheus 4.2% IBM Cloud 3.2% Railway 2.8% Yandex Cloud 2% Datadog 1.5% Splunk 1.1% New Relic 1% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 1,249 ( 2.5% ) Web frameworks and technologies The +5 point increase for FastAPI is one of the most significant shifts in the web framework space. This signals a strong trend towards using Python for building performant APIs and reflects the overall strength of the Python ecosystem. Which web frameworks and web technologies have you done extensive development work in over the past year, and which do you want to work in over the next year? (If you both worked with the framework and want to continue to do so, please check both boxes in that row.) All Respondents Professional Developers Learning to Code Professionals that Use AI Learners that Use AI Write-Ins All Respondents Node.js 48.7% React 44.7% jQuery 23.4% Next.js 20.8% Express 19.9% ASP.NET Core 19.7% Angular 18.2% Vue.js 17.6% FastAPI 14.8% Spring Boot 14.7% Flask 14.4% ASP.NET 14.2% WordPress 13.6% Django 12.6% Laravel 8.9% AngularJS 7.2% Svelte 7.2% Blazor 7% NestJS 6.7% Ruby on Rails 5.9% Astro 4.5% Deno 4% Symfony 4% Nuxt.js 4% Fastify 2.9% Axum 2.8% Phoenix 2.4% Drupal 2.2% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 23,678 ( 48.3% ) Professional Developers Node.js 49.1% React 46.9% jQuery 24.1% Next.js 21.5% ASP.NET Core 21.3% Express 20.3% Angular 19.8% Vue.js 18.4% Spring Boot 15.6% FastAPI 15.1% ASP.NET 15% Flask 13.2% WordPress 12.4% Django 11.7% Laravel 9.3% Blazor 7.6% AngularJS 7.5% NestJS 7.4% Svelte 6.9% Ruby on Rails 6.2% Astro 4.3% Symfony 4.3% Nuxt.js 4.1% Deno 3.9% Fastify 3.1% Axum 2.7% Phoenix 2.5% Drupal 2.1% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 19,460 ( 39.7% ) Learning to Code Node.js 53.3% React 43.5% Express 25.9% Next.js 21.3% Flask 21.1% Django 17.2% FastAPI 15% Vue.js 14.1% jQuery 13.8% WordPress 13.2% Svelte 11.8% Spring Boot 10.7% Angular 9.5% ASP.NET Core 9% Astro 7.7% ASP.NET 7.5% Deno 6.7% Laravel 5.9% AngularJS 4.8% Axum 4.7% Nuxt.js 3.8% NestJS 3.8% Blazor 3.4% Ruby on Rails 3% Fastify 2.3% Phoenix 1.6% Symfony 1.6% Drupal 1.6% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 1,722 ( 3.5% ) Professionals that Use AI Node.js 50.4% React 48.7% jQuery 23.5% Next.js 23.2% Express 21.6% ASP.NET Core 21.5% Angular 20.1% Vue.js 18.9% FastAPI 16.3% Spring Boot 16% ASP.NET 14.8% Flask 13.7% WordPress 12.7% Django 12.1% Laravel 9.7% NestJS 8.1% Blazor 7.8% AngularJS 7.5% Svelte 7% Ruby on Rails 6.3% Astro 4.5% Nuxt.js 4.4% Symfony 4.4% Deno 4% Fastify 3.3% Axum 2.6% Phoenix 2.5% Drupal 2% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 16,853 ( 34.4% ) Learners that Use AI Node.js 54.6% React 46.5% Express 27.5% Next.js 23.8% Flask 22.3% Django 18.4% FastAPI 16.4% Vue.js 13.8% jQuery 13.8% WordPress 13.6% Spring Boot 11.7% Svelte 11.6% Angular 10.2% ASP.NET Core 9.8% ASP.NET 8.1% Astro 7.4% Deno 6.1% Laravel 5.5% AngularJS 5% Nuxt.js 4.3% Axum 4.1% NestJS 4% Blazor 3.6% Ruby on Rails 2.9% Fastify 2.3% Drupal 1.6% Symfony 1.6% Phoenix 1.4% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 1,410 ( 2.9% ) Response Use Type Percent htmx Have Used 0% solidjs Have Used 0% flutter Have Used 0% quarkus Have Used 0% hugo Have Used 0% htmx Want to Use 0.1% solidjs Want to Use 0% flutter Want to Use 0% leptos Want to Use 0% quarkus Want to Use 0% Share Twitter/X Facebook LinkedIn Dev IDEs Subscription-based, AI-enabled IDEs weren't able to topple the dominance of Visual Studio and Visual Studio Code this year. Both maintained their top spots for the fourth year while relying on extensions as optional, paid AI services. Which development environments and AI-enabled code editing tools did you use regularly over the past year, and which do you want to work with over the next year? Please check all that apply. All Respondents Professional Developers Learning to Code Professionals that Use AI Learners that Use AI Write-Ins All Respondents Visual Studio Code 75.9% Visual Studio 29% Notepad++ 27.4% IntelliJ IDEA 27.1% Vim 24.3% Cursor 17.9% PyCharm 15% Android Studio 15% Jupyter Nb/JupyterLab 14.1% Neovim 14% Nano 12.2% Sublime Text 10.5% Xcode 10% Claude Code 9.7% WebStorm 7.6% Zed 7.3% Rider 7.1% Eclipse 7.1% VSCodium 6.2% PhpStorm 5.8% Windsurf 4.9% RustRover 3.2% Lovable.dev 2.4% Bolt 2.3% Cline and/or Roo 2.2% Aider 1.9% Trae 0.8% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 26,143 ( 53.3% ) Professional Developers Visual Studio Code 76.2% Visual Studio 29.7% IntelliJ IDEA 28.4% Notepad++ 26.9% Vim 24% Cursor 19.3% Android Studio 14.8% PyCharm 14.2% Neovim 13.6% Jupyter Nb/JupyterLab 12% Nano 11.3% Xcode 10.6% Sublime Text 10.5% Claude Code 10% WebStorm 8.3% Rider 7.8% Zed 7.5% Eclipse 6.7% PhpStorm 6.4% VSCodium 5.5% Windsurf 5% RustRover 3.3% Lovable.dev 2.4% Bolt 2.3% Cline and/or Roo 2.2% Aider 2% Trae 0.8% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 20,954 ( 42.7% ) Learning to Code Visual Studio Code 78% IntelliJ IDEA 31.9% Visual Studio 31.3% Vim 24% Neovim 23.7% Jupyter Nb/JupyterLab 22.9% Android Studio 21.9% PyCharm 21.8% Notepad++ 21.1% Nano 18% VSCodium 11.7% Cursor 11.3% Eclipse 9.9% Sublime Text 8.9% Zed 8.5% WebStorm 7.2% Xcode 6.7% Claude Code 6.6% Rider 6.5% RustRover 4.2% Windsurf 4% Bolt 3.6% PhpStorm 3.5% Lovable.dev 2.9% Aider 1.9% Cline and/or Roo 1.7% Trae 1.5% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 1,960 ( 4% ) Professionals that Use AI Visual Studio Code 77.7% IntelliJ IDEA 29.1% Visual Studio 29% Notepad++ 26% Vim 23.3% Cursor 21.7% Android Studio 15.2% PyCharm 14.7% Neovim 13.5% Jupyter Nb/JupyterLab 12.7% Claude Code 11.3% Nano 11% Xcode 11% Sublime Text 10.8% WebStorm 8.8% Rider 8.1% Zed 7.9% PhpStorm 6.5% Eclipse 6.3% Windsurf 5.7% VSCodium 5.3% RustRover 3.4% Lovable.dev 2.7% Bolt 2.5% Cline and/or Roo 2.5% Aider 2.2% Trae 0.9% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 18,521 ( 37.8% ) Learners that Use AI Visual Studio Code 80.4% IntelliJ IDEA 33.6% Visual Studio 32.5% Jupyter Nb/JupyterLab 24.5% Vim 23.5% Android Studio 23.2% PyCharm 22.6% Neovim 21.8% Notepad++ 21.5% Nano 17.1% Cursor 13.2% VSCodium 10.9% Eclipse 10.2% Sublime Text 9.1% Zed 8.6% WebStorm 7.7% Claude Code 7.6% Xcode 6.8% Rider 6.3% Windsurf 4.5% Bolt 4.1% RustRover 4.1% PhpStorm 3.4% Lovable.dev 3.3% Aider 2% Cline and/or Roo 1.8% Trae 1.6% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 1,626 ( 3.3% ) Response Use Type Percent emacs Have Used 0.1% helix Have Used 0.1% clion Have Used 0.1% goland Have Used 0.1% rubymine Have Used 0% emacs Want to Use 0.2% helix Want to Use 0.1% clion Want to Use 0.1% goland Want to Use 0.1% rstudio Want to Use 0% Share Twitter/X Facebook LinkedIn Stack Overflow tags Our new category for technology this year showcases some recently added (last 3 years) tags on Stack Overflow that have grown more than others in their weight class. AI tech tops the list with Google Gemini and large language models. Which rising technology of the added as new tag or tag subject area on Stack Overflow in the last three years have you used regularly in the past year, and which do you want to work with over the next year? Please check all that apply. All Respondents Professional Developers Learning to Code Professionals that Use AI Learners that Use AI All Respondents Google Gemini 29.2% Large language model 27.6% Tailwind CSS 4 21.8% .NET 8+ 19.2% Ollama 15.3% RAG 10.6% Pydantic 10.1% uv 9.5% Shadcn/ui 8.7% c++23 7.3% Amazon Bedrock 4.7% Polars 3.8% LangGraph 3% hostinger 2.8% Microsoft Fabric 2.4% Odoo 2.1% Delphi 12+ Athens 1.9% SwiftData 1.7% Ultralytics 1.2% visionOS 0.9% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 21,329 ( 43.5% ) Professional Developers Google Gemini 28% Large language model 27.2% Tailwind CSS 4 23.1% .NET 8+ 20.7% Ollama 15% RAG 11% Pydantic 10.9% uv 9.7% Shadcn/ui 9.3% c++23 6.6% Amazon Bedrock 4.8% Polars 3.6% LangGraph 3% hostinger 2.6% Microsoft Fabric 2% Odoo 2% Delphi 12+ Athens 1.9% SwiftData 1.5% Ultralytics 1% visionOS 0.7% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 16,965 ( 34.6% ) Learning to Code Google Gemini 34.8% Large language model 26.1% Tailwind CSS 4 23.1% c++23 16.7% Ollama 14.4% .NET 8+ 13.4% Shadcn/ui 10.7% uv 8.9% Pydantic 6.2% RAG 5.6% hostinger 4.1% Polars 3.3% LangGraph 2.9% Microsoft Fabric 2.6% Ultralytics 2.6% SwiftData 2.3% Amazon Bedrock 1.9% Odoo 1.9% visionOS 1.6% Delphi 12+ Athens 1.1% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 1,691 ( 3.4% ) Professionals that Use AI Google Gemini 31% Large language model 30.2% Tailwind CSS 4 24.3% .NET 8+ 20.2% Ollama 16.7% RAG 12.3% Pydantic 11.3% Shadcn/ui 10.2% uv 10% c++23 5.8% Amazon Bedrock 5.1% Polars 3.7% LangGraph 3.4% hostinger 2.7% Microsoft Fabric 2.1% Odoo 2% Delphi 12+ Athens 1.7% SwiftData 1.6% Ultralytics 1.1% visionOS 0.7% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 14,973 ( 30.5% ) Learners that Use AI Google Gemini 39.5% Large language model 29% Tailwind CSS 4 26% Ollama 16% c++23 14.7% .NET 8+ 13.1% Shadcn/ui 12.1% uv 8.9% RAG 6.3% Pydantic 6.3% hostinger 4.5% LangGraph 3.2% Polars 3.2% Ultralytics 2.8% Microsoft Fabric 2.4% SwiftData 2.2% Amazon Bedrock 1.9% Odoo 1.9% visionOS 1.4% Delphi 12+ Athens 0.9% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 1,391 ( 2.8% ) Community platforms Respondents learning to code use Youtube for community more than professional developers (70% vs. 60%). Which community platforms have you utilized considerably or consistently in the past year, and which would you like to use next year? Select all that apply. All Respondents Professional Developers Learning to Code Professionals that Use AI Learners that Use AI Write-Ins All Respondents Stack Overflow 84.2% GitHub (public) 66.9% YouTube 60.5% Reddit 53.7% Stack Exchange 46.5% Discord 38.9% LinkedIn 37.2% Medium 29.3% Hacker News 19.6% X 17.1% Slack (public) 15.7% Dev.to 11.5% Bluesky 10.8% Twitch 8.9% Substack 7.1% Company forum 6.2% Kaggle 4.3% Hashnode 1.2% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 30,190 ( 61.6% ) Professional Developers Stack Overflow 85.5% GitHub (public) 67.5% YouTube 60.3% Reddit 53.6% Stack Exchange 45.8% LinkedIn 38.1% Discord 37.3% Medium 30.6% Hacker News 20.4% X 17% Slack (public) 16.8% Dev.to 12.3% Bluesky 10.8% Twitch 8.8% Substack 7.1% Company forum 6% Kaggle 3.4% Hashnode 1.1% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 23,529 ( 48% ) Learning to Code Stack Overflow 75.4% YouTube 70.1% GitHub (public) 69.6% Reddit 62.4% Discord 61.7% Stack Exchange 44.9% LinkedIn 30.2% Medium 26.5% X 20.3% Hacker News 15.5% Twitch 13.5% Kaggle 10.8% Dev.to 9.2% Bluesky 8.8% Slack (public) 8.2% Substack 5.6% Company forum 5.2% Hashnode 1.6% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 2,423 ( 4.9% ) Professionals that Use AI Stack Overflow 85.4% GitHub (public) 68.4% YouTube 63% Reddit 55% Stack Exchange 44.9% LinkedIn 40.9% Discord 37.9% Medium 33.1% Hacker News 21% X 18.5% Slack (public) 17.6% Dev.to 13.5% Bluesky 10.7% Twitch 9% Substack 7.5% Company forum 6% Kaggle 3.9% Hashnode 1.3% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 19,818 ( 40.4% ) Learners that Use AI Stack Overflow 76.3% YouTube 73.5% GitHub (public) 71.2% Reddit 64% Discord 62.5% Stack Exchange 43% LinkedIn 35.2% Medium 29.1% X 22.9% Hacker News 15.9% Twitch 14.5% Kaggle 13% Dev.to 10.1% Slack (public) 9.2% Bluesky 7.7% Substack 6.1% Company forum 5.1% Hashnode 1.8% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 1,863 ( 3.8% ) Response Use Type Percent mastodon Have Used 0.2% lobste.rs Have Used 0% matrix Have Used 0% lemmy Have Used 0% discourse Have Used 0% mastodon Want to Use 0.2% matrix Want to Use 0% lobste.rs Want to Use 0% lemmy Want to Use 0% fediverse Want to Use 0% Share Twitter/X Facebook LinkedIn Large language models OpenAI's GPT models top the large language model list with 82% of developers indicating they used them for development work in the past year. Anthropic's Claude Sonnet models are used more by professional developers (45%) than by those learning to code (30%). Which LLM models for AI tools have you used for development work in the past year, and which would you like to use next year? Select all that apply. All Respondents Professional Developers Learning to Code Professionals that Use AI Learners that Use AI Write-Ins All Respondents OpenAI GPT 81.4% Claude Sonnet 42.8% Gemini Flash 35.3% OpenAI Reasoning 34.6% OpenAI Image 26.6% Gemini Reasoning 25.6% DeepSeek Reasoning 23.3% Meta Llama 17.8% DeepSeek General 14.3% X Grok 11.1% Mistral 10.4% Perplexity Sonar 7.6% Alibaba Qwen 5.2% Microsoft Phi-4 models 5% Amazon Titan models 1.7% Cohere: Command A 0.8% Reka (Flash 3 or other Reka models) 0.4% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 16,474 ( 33.6% ) Professional Developers OpenAI GPT 81.9% Claude Sonnet 44.9% Gemini Flash 34.4% OpenAI Reasoning 34.1% OpenAI Image 26.1% Gemini Reasoning 25.4% DeepSeek Reasoning 21.9% Meta Llama 17.5% DeepSeek General 13.1% X Grok 10.3% Mistral 10.1% Perplexity Sonar 6.9% Alibaba Qwen 4.9% Microsoft Phi-4 models 4.9% Amazon Titan models 1.5% Cohere: Command A 0.7% Reka (Flash 3 or other Reka models) 0.3% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 13,271 ( 27.1% ) Learning to Code OpenAI GPT 81.8% Gemini Flash 42.6% OpenAI Reasoning 41.1% DeepSeek Reasoning 37.6% Claude Sonnet 29.8% OpenAI Image 29.7% Gemini Reasoning 29.3% DeepSeek General 25.5% X Grok 18.5% Meta Llama 17.3% Perplexity Sonar 11.4% Mistral 9.9% Alibaba Qwen 7.1% Microsoft Phi-4 models 4.5% Amazon Titan models 2.1% Cohere: Command A 1.7% Reka (Flash 3 or other Reka models) 0.9% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 1,257 ( 2.6% ) Professionals that Use AI OpenAI GPT 82% Claude Sonnet 45.3% Gemini Flash 34.5% OpenAI Reasoning 34.4% OpenAI Image 26.2% Gemini Reasoning 25.5% DeepSeek Reasoning 22.1% Meta Llama 17.6% DeepSeek General 13.2% X Grok 10.4% Mistral 10.1% Perplexity Sonar 6.9% Alibaba Qwen 4.9% Microsoft Phi-4 models 4.9% Amazon Titan models 1.5% Cohere: Command A 0.7% Reka (Flash 3 or other Reka models) 0.3% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 13,104 ( 26.7% ) Learners that Use AI OpenAI GPT 82.9% Gemini Flash 43.5% OpenAI Reasoning 42.2% DeepSeek Reasoning 38.4% Claude Sonnet 30.4% Gemini Reasoning 30.2% OpenAI Image 30.2% DeepSeek General 26.1% X Grok 18.6% Meta Llama 17% Perplexity Sonar 11.6% Mistral 10% Alibaba Qwen 7% Microsoft Phi-4 models 4.3% Amazon Titan models 1.8% Cohere: Command A 1.5% Reka (Flash 3 or other Reka models) 0.7% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 1,199 ( 2.4% ) Response Use Type Percent copilot Have Used 0.1% github copilot Have Used 0.1% gemma Have Used 0.1% qwen Have Used 0% microsoft copilot Have Used 0% copilot Want to Use 0.1% gemma Want to Use 0.1% github copilot Want to Use 0.1% qwen Want to Use 0% ollama Want to Use 0% Share Twitter/X Facebook LinkedIn Code documentation and collaboration tools Professional developers that use AI compared to all professional developers show a slight preference for Miro (17% vs. 16%) and Notion (19% vs. 17%) - could this be due to the AI integrations both tools have recently incorporated? Which collaborative work management and/or code documentation tools did you use regularly over the past year, and which do you want to work with over the next year? Select all that apply All Respondents Professional Developers Learning to Code Professionals that Use AI Learners that Use AI Write-Ins All Respondents GitHub 81.1% Jira 46.4% GitLab 35.6% Markdown File 34.8% Confluence 32.8% Azure Devops 16.6% Notion 16.5% Obsidian 16.1% Google Workspace 15.2% Miro 14.3% Trello 13.7% Wikis 10.4% Google Colab 7% Lucid (includes Lucidchart) 5.3% Asana 4.4% Doxygen 4.3% Clickup 3.9% Linear 3.7% Microsoft Planner 2.9% Monday.com 2.6% Redmine 2.5% Airtable 2.5% YouTrack 2.4% Stack Overflow for Teams 2.4% Coda 1% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 30,065 ( 61.3% ) Professional Developers GitHub 80.5% Jira 52.1% GitLab 36.7% Confluence 36.5% Markdown File 35.2% Azure Devops 18.6% Notion 17.2% Obsidian 15.6% Miro 15.6% Google Workspace 14.8% Trello 13.9% Wikis 9.8% Lucid (includes Lucidchart) 5.4% Google Colab 5.4% Asana 4.5% Doxygen 4.2% Clickup 4.2% Linear 4.1% Redmine 2.8% Monday.com 2.6% YouTrack 2.6% Airtable 2.4% Stack Overflow for Teams 2.3% Microsoft Planner 2.3% Coda 0.9% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 23,683 ( 48.3% ) Learning to Code GitHub 88.8% Markdown File 36.5% GitLab 27.5% Obsidian 24% Notion 18.5% Google Colab 18.2% Google Workspace 14.3% Trello 13.5% Jira 10% Wikis 9.9% Miro 6% Doxygen 5.5% Confluence 4.8% Lucid (includes Lucidchart) 4.5% Azure Devops 4.1% Microsoft Planner 2.8% Clickup 2.6% Asana 2.6% Stack Overflow for Teams 2.5% Airtable 2.1% Linear 1.8% YouTrack 1.8% Coda 1.5% Monday.com 1.4% Redmine 1% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 2,342 ( 4.8% ) Professionals that Use AI GitHub 81.8% Jira 52.7% Confluence 36.8% GitLab 36.5% Markdown File 35.4% Azure Devops 19.2% Notion 18.9% Miro 16.6% Obsidian 16.3% Google Workspace 15.7% Trello 14.6% Wikis 9.3% Google Colab 6.1% Lucid (includes Lucidchart) 5.8% Asana 4.8% Linear 4.5% Clickup 4.5% Doxygen 3.7% Monday.com 2.8% Redmine 2.7% YouTrack 2.6% Airtable 2.6% Stack Overflow for Teams 2.5% Microsoft Planner 2.4% Coda 0.9% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 20,001 ( 40.8% ) Learners that Use AI GitHub 90% Markdown File 35% GitLab 26.5% Obsidian 24.1% Notion 21.2% Google Colab 20.4% Google Workspace 15.8% Trello 14% Jira 10.6% Wikis 8.7% Miro 6.7% Lucid (includes Lucidchart) 5.3% Doxygen 5% Confluence 4.9% Azure Devops 4.4% Clickup 3% Microsoft Planner 3% Asana 2.8% Airtable 2.4% Stack Overflow for Teams 2.3% Linear 1.8% YouTrack 1.7% Coda 1.6% Monday.com 1.4% Redmine 1% Download I acknowledge that the downloaded file is licensed under the Open Database License Download chart Share Twitter/X Facebook LinkedIn Responses: 1,824 ( 3.7% ) Response Use Type Percent bitbucket Have Used 0.1% gitea Have Used 0.1% codeberg Have Used 0% <td class="s-table__ | 2026-01-13T08:48:22 |
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Increase visibility and widen impact By hosting projects on GitHub, nonprofits can increase their visibility and reach a broader audience. Whether it's sharing code libraries, publishing research, or showcasing success stories, GitHub provides nonprofits with a platform to amplify their impact and attract support from donors, funders, volunteers, and partners. Tap into the open source community GitHub is home to the largest open source community on the planet - over 100 million developers. Whether you’re scaling your organization or just learning how to code, GitHub is your home. Join the world’s largest developer platform to build the innovations that empower humanity. “ GitHub provides us with a platform to amplify the critical needs of forcibly displaced persons and attract support from donors, volunteers, and partners, while also tapping into skills and resources of an incredible developer community. 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Report Abuse Benoit Ruiz Posted on Feb 16, 2022 Side effects # functional # programming # tutorial # typescript Demystifying Functional Programming (8 Part Series) 1 Introduction 2 What is Functional Programming? ... 4 more parts... 3 Why should we learn and use FP? 4 Function composition and higher-order function 5 Declarative vs imperative 6 Side effects 7 Function purity and referential transparency 8 Data immutability Table of contents Introduction How to deal with side effects Chaining side effects Introduction Initially, I wanted to talk about function purity and referential transparency at this point of the series. However, when preparing the article, I used a significant amount of references to the term "side effect". This is why I chose to introduce side effects before talking about function purity. Both concepts are related to one another, but they deserve their separate article. So, what is a side effect? A side effect is an interaction with the outside world . Now you might be wondering, what is the "outside world" then? It is anything that is not part of the domain layer of the software. Here are some examples of these types of interactions: Reading a file, and/or writing to a file Making a network request (calling an API, downloading a file...) Reading from a global state (e.g. global variable, a parameter from the parent's closure...) Throwing/intercepting an exception For web applications, using DOM objects and methods Logging messages to the console The domain layer contains all the models, logic, and rules of the domain. If you are familiar with the "hexagonal architecture", also known as "ports and adapters architecture", then this layer is at the very center of the diagram. Generally speaking, all the functions from the domain layer can be tested with unit tests, as there are no side effects. This is the only layer that is pure , all the others encompassing it have side effects. In functional programs, functions have to be pure, i.e. side-effect-free. Why? Because side effects are not deterministic, and they are hard to reason about . When we want to validate that a function works as expected, we have to be able to understand it and use automated tests. Introducing non-determinism and external references into the function makes it hard to understand it simply, and test its behavior. That being said, a program that has no side effects is not very useful. We need interactions with the outside world , such as getting input from a user, writing to a database, or displaying something to the screen. So, on the one hand, side effects are bad, but on the other hand, they are mandatory to build useful programs. What can we do about it? How to deal with side effects One particularity of a side effect is that it just happens . In our imperative programs, a side effect does not return anything. In other words, we cannot store it in a variable, or pass it as a parameter of a function. We can easily identify functions that perform side effects, as they are the ones that do not return any value. For example: function trustMeNoSideEffectHere (): void { ... } Enter fullscreen mode Exit fullscreen mode This function's name is misleading as its return type does not match its name. The void type indicates that this function does not return any value. Therefore, if it does not compute any value, it is either useless or performs at least a side effect. Of course, we can still have functions that return a value, but also perform side effects: function trustMeNoSideEffectHere (): number { let n = 21 window . foo . bar ++ // mutating the global state = side effect return n * 2 } Enter fullscreen mode Exit fullscreen mode In an imperative program with no defined rules regarding side effects, we must read the definition of the function to understand what it does, thus losing the type-based reasoning benefit. Furthermore, the moment we call the trustMeNoSideEffectHere function, the side effect immediately happens. We have to make sure the environment is ready right before calling the function, otherwise, we are exposed to undesired behaviors. In functional programs, since functions are pure (i.e. no side effects), they must return a value, otherwise, they are pretty much useless. In addition, determinism is a key aspect of functional programming. We cannot allow a function to trigger a side effect just by calling it. As developers, we want to control when the side effect happens (remember, side effects must happen at some point, otherwise the program is pointless). How can we make the trustMeNoSideEffectHere function pure, and control when the side effect (i.e. global state mutation) happens? One way of doing it would be to wrap some parts of this function in another function, making it "lazy": function trustMeNoSideEffectHere (): () => number { let n = 21 return () => { window . foo . bar ++ // mutating the global state = side effect return n * 2 } } Enter fullscreen mode Exit fullscreen mode What happens when we call trustMeNoSideEffectHere() ? We get a value of type () => number , that we can store in a variable: const res : () => number = trustMeNoSideEffectHere () Enter fullscreen mode Exit fullscreen mode Did anything happen? No. The global state has not been mutated yet since we have not called res() yet. Though, we changed the definition of trustMeNoSideEffectHere to make it pure: it always returns the same value, a function. Granted, if we call the function twice, we will get different references for the inner function: trustMeNoSideEffectHere() === trustMeNoSideEffectHere() would be false. So technically, we do not return the "same" value. Still, since functions equality is a complex topic, let us assume that the values are equivalent here, and move on. Now that the function is deterministic, we can write a unit test, although it is not very useful in this case: expect ( trustMeNoSideEffectHere ()). to . be . a ( ' function ' ) Enter fullscreen mode Exit fullscreen mode Imagine you are testing the launchNuclearWarheads function. It is pretty nice to make sure that calling launchNuclearWarheads() does not do anything, and that it requires an extra step to actually end life on Earth. The moment we are calling res() , the side effect will happen, thus propagating the non-determinism to the parent functions. At this point, it is not possible to write unit tests for the main , serviceA , and serviceB functions. What can we do to make these functions deterministic? We can apply the same strategy as before: returning functions that wrap the side effect (cf. the blue wrapping function on the following picture). We managed to make the serviceA and serviceB functions side-effect-free. Only the main function is impure and performs side effects, which is convenient: now we know where all the side effects actually happen in the program. Chaining side effects What happens when we want to chain side effects? For example: First we want to ask for the user's name Then we want to perform some API call with the user's name (e.g. to retrieve some information regarding its origin) Finally we want to display the result on the screen Again, we can use the same technique: make any side effect lazy by wrapping it inside a function. (here we are assuming the code is run in a browser) function askForUserName (): () => string { return () => prompt ( ' What is your name? ' ) } function getUserNameOrigin ( userName : string ): () => Promise < string > { const sanitizedName = userName . toLowerCase () return () => fetch ( `/get-origin/ ${ sanitizedName } ` ) . then ( res => res . json ()) . then ( res => res . userNameOriginText ) } function displayResult ( text : string ): () => void { return () => { document . getElementById ( ' origin-text ' )?. innerText = text } } function originNameService (): () => Promise < void > { return () => { const lazyUserName = askForUserName () const lazyGetUserNameOrigin = getUserNameOrigin ( lazyUserName ()) return lazyGetUserNameOrigin () . then ( originText => { const lazyDisplayResult = displayResult ( originText ) lazyDisplayResult () }) } } function main (): void { const lazyOriginNameService = originNameService () lazyOriginNameService () } Enter fullscreen mode Exit fullscreen mode Here, only the main function is non-deterministic, the remaining functions are all side-effect-free, thanks to the wrapper functions. That being said, writing tests for these pure functions would not be very useful, as we would not test their actual behavior: expect ( askForUserName ()). to . be . a ( ' function ' ) expect ( getUserNameOrigin ( ' foo ' )). to . be . a ( ' function ' ) expect ( displayResult ( ' bar ' )). to . be . a ( ' function ' ) Enter fullscreen mode Exit fullscreen mode To overcome this, we could use Dependency Injection, a.k.a DI. This is a bit out-of-scope for this article, but essentially we would pass the actual effect (i.e. prompt , fetch ...) as a dependency of the function, and we would use a mocked/controlled version of this effect for writing the unit tests. For example: interface Dependencies { prompt : ( text : string ) => string } function askForUserName ({ prompt }: Dependencies ): () => string { return () => prompt ( ' What is your name? ' ) } const lazyUserName : () => string = askForUserName ({ prompt : window . prompt }) Enter fullscreen mode Exit fullscreen mode const fakePrompt = ( text : string ) => ' foo ' const lazyUserName : () => string = askForUserName ({ prompt : fakePrompt }) expect ( lazyUserName ). to . be . a ( ' function ' ) expect ( lazyUserName ()). to . equal ( ' foo ' ) Enter fullscreen mode Exit fullscreen mode What if we wrote a simple type alias for the introduction of laziness? type IO < A > = () => A function askForUserName (): IO < string > { ... } function getUserNameOrigin ( userName : string ): IO < Promise < string >> { ... } function displayResult ( text : string ): IO < void > { ... } function originNameService (): IO < Promise < void >> { ... } function main (): void { ... } Enter fullscreen mode Exit fullscreen mode And what about a special alias for the lazy promises? type Task < A > = IO < Promise < A >> function askForUserName (): IO < string > { ... } function getUserNameOrigin ( userName : string ): Task < string > { ... } function displayResult ( text : string ): IO < void > { ... } function originNameService (): Task < void > { ... } function main (): void { ... } Enter fullscreen mode Exit fullscreen mode The type of main is () => void , so in other words, main: IO<void> . Also, askForUserName and originNameService do not take any argument, so they are already lazy. We can simplify their definition with: const askForUserName : IO < string > = ... const originNameService : Task < void > = ... const main : IO < void > = ... Enter fullscreen mode Exit fullscreen mode Now imagine if these IO and Task types had some behavior attached to them, allowing us to do something such as: const originNameService : Task < void > = Task . fromIO ( askForUserName ) . andThen ( getUserNameOrigin ) . andThen ( text => Task . fromIO ( displayResult ( text ))) Enter fullscreen mode Exit fullscreen mode This is how we can contain side effect declarations inside values, that we can compose with other values, thus describing more and more complex side effects. To run the side effects, we can simply run the final value obtained from the composition: // assuming we have some behavior attached to our Task<void> value originNameService . runEffect () Enter fullscreen mode Exit fullscreen mode Here, I presented one approach we can use to handle side effects. We have separated their declaration from their execution , giving us more flexibility to combine these effects, and more control over what happens in our program. Functional languages and libraries provide "standard" tools to deal with side effects, so we do not have to build them ourselves. Haskell has a built-in IO data type. The fp-ts TypeScript library provides both IO for synchronous side effects, and Task for asynchronous ones. The cats-effect Scala library provides the IO data type as well. Writing functional programs will undoubtedly lead you to use these data types to deal with side effects. The goal is to have as many side-effect-free functions as possible in our programs, by leveraging side effects declarations, and isolating side effects execution. This concludes the chapter on side effects. Hopefully, you enjoyed it and understood what side effects are, and how you can deal with them. The next step is to talk about function purity and referential transparency. As always, feel free to leave a comment :) See you then! Special thanks to Tristan Sallé for reviewing the draft of this article. Photo by Xavi Cabrera on Unsplash . Pictures made with Excalidraw . Demystifying Functional Programming (8 Part Series) 1 Introduction 2 What is Functional Programming? ... 4 more parts... 3 Why should we learn and use FP? 4 Function composition and higher-order function 5 Declarative vs imperative 6 Side effects 7 Function purity and referential transparency 8 Data immutability Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Benoit Ruiz Follow Location France Work Software Engineer at Datadog Joined Aug 2, 2020 More from Benoit Ruiz Data immutability # functional # programming # tutorial # typescript Function purity and referential transparency # functional # programming # tutorial # typescript Equivalent of Scala's for-comprehension using fp-ts # typescript # scala # functional # programming 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV Forem — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://devblogs.microsoft.com/dotnet/using-net-for-apache-spark-to-analyze-log-data/#sparkforlog | .NET for Apache Spark Helps Makes Big Data Accessible - .NET Blog Skip to main content Microsoft Dev Blogs Dev Blogs Dev Blogs Home Developer Microsoft for Developers Visual Studio Visual Studio Code Develop from the cloud All things Azure Xcode DevOps Windows Developer ISE Developer Azure SDK Command Line Aspire Technology DirectX Semantic Kernel Languages C++ C# F# TypeScript PowerShell Team Python Java Java Blog in Chinese Go .NET All .NET posts .NET Aspire .NET MAUI AI ASP.NET Core Blazor Entity Framework NuGet Servicing .NET Blog in Chinese Platform Development #ifdef Windows Microsoft Foundry Azure Government Azure VM Runtime Team Bing Dev Center Microsoft Edge Dev Microsoft Azure Microsoft 365 Developer Microsoft Entra Identity Developer Old New Thing Power Platform Data Development Azure Cosmos DB Azure Data Studio Azure SQL OData Revolutions R Unified Data Model (IDEAs) Microsoft Entra PowerShell More Search Search No results Cancel Dev Blogs .NET Blog Using .NET for Apache® Spark™ to Analyze Log Data .NET 10 is here! .NET 10 is now available: the most productive, modern, secure, intelligent, and performant release of .NET yet. Learn More Download Now February 10th, 2020 1 reaction Using .NET for Apache® Spark™ to Analyze Log Data Brigit Murtaugh Program Manager Show more At Spark + AI Summit in May 2019 , we released .NET for Apache Spark . .NET for Apache Spark is aimed at making Apache® Spark™ , and thus the exciting world of big data analytics, accessible to .NET developers. .NET for Spark can be used for processing batches of data, real-time streams, machine learning, and ad-hoc query. In this blog post, we’ll explore how to use .NET for Spark to perform a very popular big data task known as log analysis . The remainder of this post describes the following topics: What is log analysis? Writing a .NET for Spark log analysis app Running a .NET for Spark app Wrap Up What is log analysis? Log analysis, also known as log processing , is the process of analyzing computer-generated records called logs. Logs tell us what’s happening on a tool like a computer or web server, such as what applications are being used or the top websites users visit. The goal of log analysis is to gain meaningful insights from these logs about activity and performance of our tools or services. .NET for Spark enables us to analyze anywhere from megabytes to petabytes of log data with blazing fast and efficient processing! In this blog post, we’ll be analyzing a set of Apache log entries that express how users are interacting with content on a web server. You can view a sample of Apache log entries here . Writing a .NET for Spark log analysis app Log analysis is an example of batch processing with Spark. Batch processing is the transformation of data at rest, meaning that the source data has already been loaded into data storage. In our case, the input text file is already populated with logs and won’t be receiving new or updated logs as we process it. When creating a new .NET for Spark application, there are just a few steps we need to follow to start getting those interesting insights from our data: Create a Spark Session. Read input data, typically using a DataFrame. Manipulate and analyze input data, typically using Spark SQL. Create a Spark Session In any Spark application, we start off by establishing a new SparkSession , which is the entry point to programming with Spark: SparkSession spark = SparkSession .Builder() .AppName("Apache User Log Processing") .GetOrCreate(); By calling on the spark object created above, we can now access Spark and DataFrame functionality throughout our program – great! But what is a DataFrame? Let’s learn about it in the next step. Read input data Now that we have access to Spark functionality, we can read in the log data we’ll be analyzing. We store input data in a DataFrame , which is a distributed collection of data organized into named columns: DataFrame generalDf = spark.Read().Text("<path to input data set>"); When our input is contained in a .txt file, we use the .Text() method, as shown above. There are other methods to read in data from other sources, such as .Csv() to read in comma-separated values files. Manipulate and analyze input data With our input logs stored in a DataFrame, we can start analyzing them – now things are getting exciting! An important first step is data preparation . Data prep involves cleaning up our data in some way. This could include removing incomplete entries to avoid error in later calculations or removing irrelevant input to improve performance. In our example, we should first ensure all of our entries are complete logs. We can do this by comparing each log entry to a regular expression (AKA a regex), which is a sequence of characters that defines a pattern. Let’s define a regex expressing a pattern all valid Apache log entries should follow: string s_apacheRx = "^(\S+) (\S+) (\S+) [([\w:/]+\s[+-]\d{4})] \"(\S+) (\S+) (\S+)\" (\d{3}) (\d+)"; How do we perform a calculation on each row of a DataFrame, like comparing each log entry to the above regex? The answer is Spark SQL . Spark SQL Spark SQL provides many great functions for working with the structured data stored in a DataFrame. One of the most popular features of Spark SQL is UDFs , or user-defined functions. We define the type of input they take and the type of output they produce, and then the actual calculation or filtering they perform. Let’s define a new UDF GeneralReg to compare each log entry to the s_apacheRx regex. Our UDF requires an Apache log entry, which is a string, and will return a true or false depending upon if the log matches the regex: spark.Udf().Register<string, bool>("GeneralReg", log => Regex.IsMatch(log, s_apacheRx)); So how do we call GeneralReg ? In addition to UDFs, Spark SQL provides the ability to write SQL calls to analyze our data – how convenient! It’s common to write a SQL call to apply a UDF to each row of data. To call GeneralReg from above, let’s use the following SQL call: DataFrame generalDf = spark.Sql("SELECT logs.value, GeneralReg(logs.value) FROM Logs"); This SQL call tests each row of generalDf to determine if it’s a valid and complete log. We can use .Filter() to only keep the complete log entries in our data, and then .Show() to display our newly filtered DataFrame: generalDf = generalDf.Filter(generalDf["GeneralReg(value)"]); generalDf.Show(); Now that we’ve performed some initial data prep, we can continue filtering and analyzing our data. Let’s find log entries from IP addresses starting with 10 and related to spam in some way: // Choose valid log entries that start with 10 spark.Udf().Register<string, bool>( "IPReg", log => Regex.IsMatch(log, "^(?=10)")); generalDf.CreateOrReplaceTempView("IPLogs"); // Apply UDF to get valid log entries starting with 10 DataFrame ipDf = spark.Sql( "SELECT iplogs.value FROM IPLogs WHERE IPReg(iplogs.value)"); ipDf.Show(); // Choose valid log entries that start with 10 and deal with spam spark.Udf().Register<string, bool>( "SpamRegEx", log => Regex.IsMatch(log, "\\b(?=spam)\\b")); ipDf.CreateOrReplaceTempView("SpamLogs"); // Apply UDF to get valid, start with 10, spam entries DataFrame spamDF = spark.Sql( "SELECT spamlogs.value FROM SpamLogs WHERE SpamRegEx(spamlogs.value)"); Finally, let’s count the number of GET requests in our final cleaned dataset. The magic of .NET for Spark is that we can combine it with other popular .NET features to write our apps. We’ll use LINQ to analyze the data in our Spark app one last time: int numGetRequests = spamDF .Collect() .Where(r => ContainsGet(r.GetAs<string>("value"))) .Count(); In the above code, ContainsGet() checks for GET requests using regex matching : // Use regex matching to group data // Each group matches a column in our log schema // i.e. first group = first column = IP public static bool ContainsGet(string logLine) { Match match = Regex.Match(logLine, s_apacheRx); // Determine if valid log entry is a GET request if (match.Success) { Console.WriteLine("Full log entry: '{0}'", match.Groups[0].Value); // 5th column/group in schema is "method" if (match.Groups[5].Value == "GET") { return true; } } return false; } As a final step in our Spark apps, we call spark.Stop() to shut down the underlying Spark Session and Spark Context. You can view the complete log processing example in our GitHub repo. Running your app To run a .NET for Apache Spark app , you need to use the spark-submit command, which will submit your application to run on Apache Spark. The main parts of spark-submit include: –class, to call the DotnetRunner. –master, to determine if this is a local or cloud Spark submission. Path to the Microsoft.Spark jar file. Any arguments or dependencies for your app, such as the path to your input file or the dll containing UDF definitions. You’ll also need to download and setup some dependencies before running a .NET for Spark app locally, such as Java and Apache Spark. A sample Windows command for running your app is as follows: spark-submit --class org.apache.spark.deploy.dotnet.DotnetRunner --master local /path/to/microsoft-spark-<version>.jar dotnet /path/to/netcoreapp<version>/LoggingApp.dll .NET for Apache Spark Wrap Up We’d love to help you get started with .NET for Apache Spark and hear your feedback. You can Request a Demo from our landing page and check out the .NET for Spark GitHub repo to learn more about how you can apply .NET for Spark in your apps and get involved with our effort to make .NET a great tech stack for building big data applications! 1 0 0 Share on Facebook Share on X Share on Linkedin Copy Link --> Category .NET Apache Topics .NET for Spark Apache Spark Big Data Log Analysis Spark.NET Share Author Brigit Murtaugh Program Manager Brigit Murtaugh is a Program Manager on the .NET team, where she largely focuses on big data and machine learning. 0 comments Discussion is closed. Code of Conduct Read next February 11, 2020 .NET Framework February 2020 Security and Quality Rollup Tara Overfield February 12, 2020 Deprecating TLS 1.0 and 1.1 on NuGet.org – Stage 1 The NuGet Team Stay informed Get notified when new posts are published. Email * Country/Region * Select... 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https://devblogs.microsoft.com/dotnet/using-net-for-apache-spark-to-analyze-log-data/#whatislog | .NET for Apache Spark Helps Makes Big Data Accessible - .NET Blog Skip to main content Microsoft Dev Blogs Dev Blogs Dev Blogs Home Developer Microsoft for Developers Visual Studio Visual Studio Code Develop from the cloud All things Azure Xcode DevOps Windows Developer ISE Developer Azure SDK Command Line Aspire Technology DirectX Semantic Kernel Languages C++ C# F# TypeScript PowerShell Team Python Java Java Blog in Chinese Go .NET All .NET posts .NET Aspire .NET MAUI AI ASP.NET Core Blazor Entity Framework NuGet Servicing .NET Blog in Chinese Platform Development #ifdef Windows Microsoft Foundry Azure Government Azure VM Runtime Team Bing Dev Center Microsoft Edge Dev Microsoft Azure Microsoft 365 Developer Microsoft Entra Identity Developer Old New Thing Power Platform Data Development Azure Cosmos DB Azure Data Studio Azure SQL OData Revolutions R Unified Data Model (IDEAs) Microsoft Entra PowerShell More Search Search No results Cancel Dev Blogs .NET Blog Using .NET for Apache® Spark™ to Analyze Log Data .NET 10 is here! .NET 10 is now available: the most productive, modern, secure, intelligent, and performant release of .NET yet. Learn More Download Now February 10th, 2020 1 reaction Using .NET for Apache® Spark™ to Analyze Log Data Brigit Murtaugh Program Manager Show more At Spark + AI Summit in May 2019 , we released .NET for Apache Spark . .NET for Apache Spark is aimed at making Apache® Spark™ , and thus the exciting world of big data analytics, accessible to .NET developers. .NET for Spark can be used for processing batches of data, real-time streams, machine learning, and ad-hoc query. In this blog post, we’ll explore how to use .NET for Spark to perform a very popular big data task known as log analysis . The remainder of this post describes the following topics: What is log analysis? Writing a .NET for Spark log analysis app Running a .NET for Spark app Wrap Up What is log analysis? Log analysis, also known as log processing , is the process of analyzing computer-generated records called logs. Logs tell us what’s happening on a tool like a computer or web server, such as what applications are being used or the top websites users visit. The goal of log analysis is to gain meaningful insights from these logs about activity and performance of our tools or services. .NET for Spark enables us to analyze anywhere from megabytes to petabytes of log data with blazing fast and efficient processing! In this blog post, we’ll be analyzing a set of Apache log entries that express how users are interacting with content on a web server. You can view a sample of Apache log entries here . Writing a .NET for Spark log analysis app Log analysis is an example of batch processing with Spark. Batch processing is the transformation of data at rest, meaning that the source data has already been loaded into data storage. In our case, the input text file is already populated with logs and won’t be receiving new or updated logs as we process it. When creating a new .NET for Spark application, there are just a few steps we need to follow to start getting those interesting insights from our data: Create a Spark Session. Read input data, typically using a DataFrame. Manipulate and analyze input data, typically using Spark SQL. Create a Spark Session In any Spark application, we start off by establishing a new SparkSession , which is the entry point to programming with Spark: SparkSession spark = SparkSession .Builder() .AppName("Apache User Log Processing") .GetOrCreate(); By calling on the spark object created above, we can now access Spark and DataFrame functionality throughout our program – great! But what is a DataFrame? Let’s learn about it in the next step. Read input data Now that we have access to Spark functionality, we can read in the log data we’ll be analyzing. We store input data in a DataFrame , which is a distributed collection of data organized into named columns: DataFrame generalDf = spark.Read().Text("<path to input data set>"); When our input is contained in a .txt file, we use the .Text() method, as shown above. There are other methods to read in data from other sources, such as .Csv() to read in comma-separated values files. Manipulate and analyze input data With our input logs stored in a DataFrame, we can start analyzing them – now things are getting exciting! An important first step is data preparation . Data prep involves cleaning up our data in some way. This could include removing incomplete entries to avoid error in later calculations or removing irrelevant input to improve performance. In our example, we should first ensure all of our entries are complete logs. We can do this by comparing each log entry to a regular expression (AKA a regex), which is a sequence of characters that defines a pattern. Let’s define a regex expressing a pattern all valid Apache log entries should follow: string s_apacheRx = "^(\S+) (\S+) (\S+) [([\w:/]+\s[+-]\d{4})] \"(\S+) (\S+) (\S+)\" (\d{3}) (\d+)"; How do we perform a calculation on each row of a DataFrame, like comparing each log entry to the above regex? The answer is Spark SQL . Spark SQL Spark SQL provides many great functions for working with the structured data stored in a DataFrame. One of the most popular features of Spark SQL is UDFs , or user-defined functions. We define the type of input they take and the type of output they produce, and then the actual calculation or filtering they perform. Let’s define a new UDF GeneralReg to compare each log entry to the s_apacheRx regex. Our UDF requires an Apache log entry, which is a string, and will return a true or false depending upon if the log matches the regex: spark.Udf().Register<string, bool>("GeneralReg", log => Regex.IsMatch(log, s_apacheRx)); So how do we call GeneralReg ? In addition to UDFs, Spark SQL provides the ability to write SQL calls to analyze our data – how convenient! It’s common to write a SQL call to apply a UDF to each row of data. To call GeneralReg from above, let’s use the following SQL call: DataFrame generalDf = spark.Sql("SELECT logs.value, GeneralReg(logs.value) FROM Logs"); This SQL call tests each row of generalDf to determine if it’s a valid and complete log. We can use .Filter() to only keep the complete log entries in our data, and then .Show() to display our newly filtered DataFrame: generalDf = generalDf.Filter(generalDf["GeneralReg(value)"]); generalDf.Show(); Now that we’ve performed some initial data prep, we can continue filtering and analyzing our data. Let’s find log entries from IP addresses starting with 10 and related to spam in some way: // Choose valid log entries that start with 10 spark.Udf().Register<string, bool>( "IPReg", log => Regex.IsMatch(log, "^(?=10)")); generalDf.CreateOrReplaceTempView("IPLogs"); // Apply UDF to get valid log entries starting with 10 DataFrame ipDf = spark.Sql( "SELECT iplogs.value FROM IPLogs WHERE IPReg(iplogs.value)"); ipDf.Show(); // Choose valid log entries that start with 10 and deal with spam spark.Udf().Register<string, bool>( "SpamRegEx", log => Regex.IsMatch(log, "\\b(?=spam)\\b")); ipDf.CreateOrReplaceTempView("SpamLogs"); // Apply UDF to get valid, start with 10, spam entries DataFrame spamDF = spark.Sql( "SELECT spamlogs.value FROM SpamLogs WHERE SpamRegEx(spamlogs.value)"); Finally, let’s count the number of GET requests in our final cleaned dataset. The magic of .NET for Spark is that we can combine it with other popular .NET features to write our apps. We’ll use LINQ to analyze the data in our Spark app one last time: int numGetRequests = spamDF .Collect() .Where(r => ContainsGet(r.GetAs<string>("value"))) .Count(); In the above code, ContainsGet() checks for GET requests using regex matching : // Use regex matching to group data // Each group matches a column in our log schema // i.e. first group = first column = IP public static bool ContainsGet(string logLine) { Match match = Regex.Match(logLine, s_apacheRx); // Determine if valid log entry is a GET request if (match.Success) { Console.WriteLine("Full log entry: '{0}'", match.Groups[0].Value); // 5th column/group in schema is "method" if (match.Groups[5].Value == "GET") { return true; } } return false; } As a final step in our Spark apps, we call spark.Stop() to shut down the underlying Spark Session and Spark Context. You can view the complete log processing example in our GitHub repo. Running your app To run a .NET for Apache Spark app , you need to use the spark-submit command, which will submit your application to run on Apache Spark. The main parts of spark-submit include: –class, to call the DotnetRunner. –master, to determine if this is a local or cloud Spark submission. Path to the Microsoft.Spark jar file. Any arguments or dependencies for your app, such as the path to your input file or the dll containing UDF definitions. You’ll also need to download and setup some dependencies before running a .NET for Spark app locally, such as Java and Apache Spark. A sample Windows command for running your app is as follows: spark-submit --class org.apache.spark.deploy.dotnet.DotnetRunner --master local /path/to/microsoft-spark-<version>.jar dotnet /path/to/netcoreapp<version>/LoggingApp.dll .NET for Apache Spark Wrap Up We’d love to help you get started with .NET for Apache Spark and hear your feedback. You can Request a Demo from our landing page and check out the .NET for Spark GitHub repo to learn more about how you can apply .NET for Spark in your apps and get involved with our effort to make .NET a great tech stack for building big data applications! 1 0 0 Share on Facebook Share on X Share on Linkedin Copy Link --> Category .NET Apache Topics .NET for Spark Apache Spark Big Data Log Analysis Spark.NET Share Author Brigit Murtaugh Program Manager Brigit Murtaugh is a Program Manager on the .NET team, where she largely focuses on big data and machine learning. 0 comments Discussion is closed. Code of Conduct Read next February 11, 2020 .NET Framework February 2020 Security and Quality Rollup Tara Overfield February 12, 2020 Deprecating TLS 1.0 and 1.1 on NuGet.org – Stage 1 The NuGet Team Stay informed Get notified when new posts are published. Email * Country/Region * Select... 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https://www.suprsend.com/comparison-page/telnyx-vs-twilio-2024 | Telnyx vs Twilio (2024) Product FEATURES Template Engine Powerful template editors for all channels App Inbox Fully customizable inbox for your app & website Analytics Deep data insights on notification performance Logs Real-time notifications logs for all channels Smart Routing Reach users where they are Branding Seamlessly manage multi-brand customization Workflows Craft complex notification workflows Bifrost Run notifications natively on data warehouse Preferences Develop user focused notifications Integrations Integrate any channel and provider within mins Solutions BY USECASES Transactional Real-time alerts like authentication, activity updates Batching & Digest Aggregate multiple alerts into one Collaboration & Action Alerts on cross-user activity Scheduled Notifications One-time or recurring alerts like reminders Multi-tenant Alerts tailored to your customer's preferences Announcement / Newsletters Feature releases, achievements, product & policy updates Pricing Docs Customers Blog Login Get Started For Free Login Sign up vs. Telnyx vs Twilio ? Looking for which SMS provider will be the best for your use case among Telnyx vs Twilio ? Compare Telnyx vs Twilio head-to-head on factors such as their features, pricing, latency, deliverability and more. Integrate now A Quick Introduction Introducing Telnyx vs Twilio (2024) , two industry leading SMS vendors that are transforming the way businesses connect with their audience What is Telnyx ? Telnyx is a cloud communications platform offering flexible APIs and SDKs for integrating voice, messaging, and phone verification capabilities into various applications and services. Get started What is Twilio ? Twilio is a cloud communication platform that enables businesses to send real-time SMS notifications to their customers. Let's check how Twiio compares against other SMS vendors in terms of cost, features, security, reliability and more. Get started What is Telnyx ? Telnyx is a cloud communications platform offering flexible APIs and SDKs for integrating voice, messaging, and phone verification capabilities into various applications and services. Get started What is Twilio ? Twilio is a cloud communication platform that enables businesses to send real-time SMS notifications to their customers. Let's check how Twiio compares against other SMS vendors in terms of cost, features, security, reliability and more. Get started Comparative Guide: Telnyx vs Twilio (2024) In a market flooded with SMS providers, selecting the one that suits your needs can be challenging. This comparative guide offers a swift overview of their offerings, making it easy for you to decide. Features Interactive Voice Response Telnyx Supported Twilio Supported Recording and Transcriptions Telnyx Supported Twilio Supported Carrier Route Optimization Telnyx Supported Twilio Supported Free Inbound SMS Telnyx Supported Twilio Not Supported Concatenation Telnyx Supported Twilio Supported Cost Dedicated Number Telnyx $1/ month Twilio $1/month Incoming SMS Telnyx FREE Twilio $0.00075/message Outgoing SMS Telnyx $0.067/ message Twilio $0.00075/message Security Encryption Telnyx WebRTC & TLS SRTP/ZRTP Twilio TLS 1.2 / HTTP AES 256 Certification Telnyx ISO/IEC 27001:2013 ISO/ IEC 27000 SOC 2 Type II SOC I Type II Twilio ISO/IEC 27017 ISO/IEC 27001 ISO/IEC 27018 FIPS 140-2 Level 3 SOC 2 CSA STAR Compliance Telnyx Avaya Compliant HIPPA GDPR Twilio HIPPA GDPR PCI DSS Authentication IDs/Tokens Telnyx Yes Twilio Yes Rate Limits Outbound Throughput Limit Range Telnyx 10 MPS 1 MPS Twilio Character Limits Accepted Telnyx 160 Twilio 1600 Concatenated / 160 Features Heading Telnyx Twilio Interactive Voice Response Supported Supported Recording and Transcriptions Supported Supported Carrier Route Optimization Supported Supported Free Inbound SMS Supported Not Supported Concatenation Supported Supported Cost Heading Telnyx Twilio Dedicated Number $1/ month $1/month Incoming SMS FREE $0.00075/message Outgoing SMS $0.067/ message $0.00075/message Security Heading Telnyx Twilio Encryption WebRTC & TLS SRTP/ZRTP TLS 1.2 / HTTP AES 256 Certification ISO/IEC 27001:2013 ISO/ IEC 27000 SOC 2 Type II SOC I Type II ISO/IEC 27017 ISO/IEC 27001 ISO/IEC 27018 FIPS 140-2 Level 3 SOC 2 CSA STAR Compliance Avaya Compliant HIPPA GDPR Authentication IDs / Tokens HIPPA GDPR PCI DSS Yes Yes Rate Limits Heading Telnyx Twilio Outbound Throughput Limit Range 10 MPS 1 MPS Character Limits Accepted 160 1600 Concatenated / 160 Calculate your Savings, one step at a time! SMS Price Comparison Calculator Step 1: Choose Numbers What numbers will you use to send and receive messages? Toll-Free Number Local Number Next Step 2: SMS Sending How many SMS messages will you be sending per month? Back Next Step 3: SMS Receiving How many SMS messages are you expecting to receive per month? Back Calculate Price Comparison Telnyx $0.00 Twilio $0.00 Back Pros and Cons: Telnyx vs Twilio (2024) Every choice comes with its trade-offs. Let's break down the advantages and disadvantages of the providers for a clear decision making. Telnyx Pros User-Friendly Interface Users appreciate Telnyx's clean and easy-to-navigate interface, making it simple to manage their SIP trunks and services. Reliability and Call Quality Telnyx is known for its consistent and high-quality call connections, ensuring minimal dropped calls and interruptions. Scalability Telnyx offers scalable solutions, allowing users to adjust their SIP trunk capacity as their needs change, providing flexibility and cost-effectiveness. Advanced Features Telnyx provides a range of advanced features like real-time call analytics and detailed reporting, helping users monitor and optimize their telecom networks. API Integration Telnyx's API integration capabilities enable customization and automation, streamlining workflow and enhancing efficiency. Cons Porting Process Some users have found the Local Number Portability (LNP) process with Telnyx to be frustrating, with rejected submissions and longer processing times. Messaging API Permissions Users have expressed a desire for more granular SMS API permissions to restrict access to specific numbers without the need for full account access. Complicated SIM Card Setup SIM card setup for IoT devices was reported as challenging and unreliable by some users, potentially requiring improvements. Support Level Costs While Telnyx offers 24/7 support for larger commitments, some users find it costly and believe it should be more accessible without higher minimum spending. Limited International Number Availability Some users have experienced difficulties in finding international numbers for purchase, with certain numbers not showing up in search results as expected. Twilio Pros Wide Range of features Twilio offers a wide range of features for communication, including SMS, MMS, voice, and video calling. Easy to use Twilio is easy to use, even for beginners. The documentation is clear and concise, and there are many tutorials available online. Scalable Twilio is scalable, so you can easily add more users or channels as your business grows. Global Reach Twilio has a global reach, so you can communicate with customers all over the world. Cons High learning curve Twilio can have a high learning curve, especially for complex features like two-factor authentication and call routing. Not as user-friendly as some competitors Some competitors, such as RingCentral and Vonage, have more user-friendly interfaces. Can be expensive for high-volume usage If you have a high volume of SMS or voice calls, Twilio can be expensive. Heading Pros Cons Telnyx User-Friendly Interface Users appreciate Telnyx's clean and easy-to-navigate interface, making it simple to manage their SIP trunks and services. Reliability and Call Quality Telnyx is known for its consistent and high-quality call connections, ensuring minimal dropped calls and interruptions. Scalability Telnyx offers scalable solutions, allowing users to adjust their SIP trunk capacity as their needs change, providing flexibility and cost-effectiveness. Advanced Features Telnyx provides a range of advanced features like real-time call analytics and detailed reporting, helping users monitor and optimize their telecom networks. API Integration Telnyx's API integration capabilities enable customization and automation, streamlining workflow and enhancing efficiency. Porting Process Some users have found the Local Number Portability (LNP) process with Telnyx to be frustrating, with rejected submissions and longer processing times. Messaging API Permissions Users have expressed a desire for more granular SMS API permissions to restrict access to specific numbers without the need for full account access. Complicated SIM Card Setup SIM card setup for IoT devices was reported as challenging and unreliable by some users, potentially requiring improvements. Support Level Costs While Telnyx offers 24/7 support for larger commitments, some users find it costly and believe it should be more accessible without higher minimum spending. Limited International Number Availability Some users have experienced difficulties in finding international numbers for purchase, with certain numbers not showing up in search results as expected. Twilio Wide Range of features Twilio offers a wide range of features for communication, including SMS, MMS, voice, and video calling. Easy to use Twilio is easy to use, even for beginners. The documentation is clear and concise, and there are many tutorials available online. Scalable Twilio is scalable, so you can easily add more users or channels as your business grows. Global Reach Twilio has a global reach, so you can communicate with customers all over the world. High learning curve Twilio can have a high learning curve, especially for complex features like two-factor authentication and call routing. Not as user-friendly as some competitors Some competitors, such as RingCentral and Vonage, have more user-friendly interfaces. Can be expensive for high-volume usage If you have a high volume of SMS or voice calls, Twilio can be expensive. Real Voices, Real Experiences Don't just take our word for it. Hear directly from users on G2 who have used Telnyx and Twilio firsthand Reviews for Telnyx 4.7 " Telnyx the most reliable and affordable service for sms Always found the telnyx service to be the most reliable and affordable out of all its competitors. Ease of use when setting up the API and also wonderful customer service that responds very promptly and accurately. If you do not have a business account, which I did the mistake of setting up with before I knew they had the business account option, you need to validate yourself with official government issued documents. Mark B. Small Business Owner " Improvements of Customer Success engagement, initiatives and insights! Lower Overall Costs than the competition for SMS/Messaging services with good baseline reliability, as well as Customer Success engagement via dedicated Account Executives, have been the key factors that differentiate Telnyx and which have kept us on as clients. Also, nice effort is put into providing and updating quality Blogs, Articles and Documentation Andrew A. Senior Developer Reviews for Twilio 4.3 " Reliable for our programmable SMS needs! I like how Twilio drives our user authentication process through a single API that does the job of an otp ( one-time password ), while also guarding our verification process against artificially inflated traffic attacks by continuously monitoring our current and previous sms traffic behaviour. Twilio has consistently not only met but often surpasses the requirements and expectations. Juliano V. Software Engineering Manager " Go to for your Authentication! Very easy to use, with a ton of information available on how certain functions work and why. The help center is very comprehensive such that a beginner could navigate the platform with just research. Navigation through different parts of the platform can prove to be difficult due to some of the placements of things not being as intuitive as others. this makes brand management a bit more difficult. Madison T. Digital Marketing Analyst More to explore vs. Bandwidth vs Gupshup (2024) Check out the SMS vendor comparison between Bandwidth vs Gupshup based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Bandwidth vs Exotel (2024) Check out the SMS vendor comparison between Bandwidth vs Exotel based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Bandwidth vs Karix (2024) Check out the SMS vendor comparison between Bandwidth vs Karix based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now How SuprSend works? More to explore vs. Bandwidth vs Gupshup (2024) Check out the SMS vendor comparison between Bandwidth vs Gupshup based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Bandwidth vs Exotel (2024) Check out the SMS vendor comparison between Bandwidth vs Exotel based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Bandwidth vs Karix (2024) Check out the SMS vendor comparison between Bandwidth vs Karix based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Bandwidth vs MessageBird (2024) Check out the SMS vendor comparison between Bandwidth vs MessageBird based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Bandwidth vs Sinch (2024) Check out the SMS vendor comparison between Bandwidth vs Sinch based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Bandwidth vs Plivo (2024) Check out the SMS vendor comparison between Bandwidth vs Plivo based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Bandwidth vs Vonage (2024) Check out the SMS vendor comparison between Bandwidth vs Vonage based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Bandwidth vs Twilio (2024) Check out the SMS vendor comparison between Bandwidth vs Twilio based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Telnyx vs Bandwidth (2024) Check out the SMS vendor comparison between Telnyx vs Bandwidth based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Telnyx vs Gupshup (2024) Check out the SMS vendor comparison between Telnyx vs Gupshup based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Telnyx vs Exotel (2024) Check out the SMS vendor comparison between Telnyx vs Exotel based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Telnyx vs Karix (2024) Check out the SMS vendor comparison between Telnyx vs Karix based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Telnyx vs MessageBird (2024) Check out the SMS vendor comparison between Telnyx vs MessageBird based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Telnyx vs Sinch (2024) Check out the SMS vendor comparison between Telnyx vs Sinch based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Telnyx vs Plivo (2024) Check out the SMS vendor comparison between Telnyx vs Plivo based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Telnyx vs Vonage (2024) Check out the SMS vendor comparison between Telnyx vs Vonage based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. RingCentral vs Bandwidth (2024) Check out the SMS vendor comparison between RingCentral vs Bandwidth based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. RingCentral vs Telnyx (2024) Check out the SMS vendor comparison between RingCentral vs Telnyx based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. RingCentral vs Gupshup (2024) Check out the SMS vendor comparison between RingCentral vs Gupshup based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. RingCentral vs Exotel (2024) Check out the SMS vendor comparison between RingCentral vs Exotel based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. RingCentral vs Karix (2024) Check out the SMS vendor comparison between RingCentral vs Karix based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. RingCentral vs MessageBird (2024) Check out the SMS vendor comparison between RingCentral vs MessageBird based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. RingCentral vs Sinch (2024) Check out the SMS vendor comparison between RingCentral vs Sinch based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. RingCentral vs Plivo (2024) Check out the SMS vendor comparison between RingCentral vs Plivo based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. RingCentral vs Vonage (2024) Check out the SMS vendor comparison between RingCentral vs Vonage based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. RingCentral vs Twilio (2024) Check out the SMS vendor comparison between RingCentral vs Twilio based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Ooma vs Bandwidth (2024) Check out the SMS vendor comparison between Ooma vs Bandwidth based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Ooma vs Telnyx (2024) Check out the SMS vendor comparison between Ooma vs Telnyx based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Ooma vs RingCentral (2024) Check out the SMS vendor comparison between Ooma vs RingCentral based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Ooma vs Gupshup (2024) Check out the SMS vendor comparison between Ooma vs Gupshup based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Ooma vs Exotel (2024) Check out the SMS vendor comparison between Ooma vs Exotel based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Ooma vs Karix (2024) Check out the SMS vendor comparison between Ooma vs Karix based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Ooma vs MessageBird (2024) Check out the SMS vendor comparison between Ooma vs MessageBird based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Ooma vs Sinch (2024) Check out the SMS vendor comparison between Ooma vs Sinch based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Ooma vs Plivo (2024) Check out the SMS vendor comparison between Ooma vs Plivo based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Ooma vs Vonage (2024) Check out the SMS vendor comparison between Ooma vs Vonage based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Ooma vs Twilio (2024) Check out the SMS vendor comparison between Ooma vs Twilio based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. SNS vs Bandwidth (2024) Check out the SMS vendor comparison between SNS vs Bandwidth based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. SNS vs Telnyx (2024) Check out the SMS vendor comparison between SNS vs Telnyx based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. SNS vs RingCentral (2024) Check out the SMS vendor comparison between SNS vs RingCentral based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. SNS vs Ooma (2024) Check out the SMS vendor comparison between SNS vs Ooma based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. SNS vs Gupshup (2024) Check out the SMS vendor comparison between SNS vs Gupshup based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. SNS vs Exotel (2024) Check out the SMS vendor comparison between SNS vs Exotel based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. SNS vs Karix (2024) Check out the SMS vendor comparison between SNS vs Karix based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. SNS vs MessageBird (2024) Check out the SMS vendor comparison between SNS vs MessageBird based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. SNS vs Sinch (2024) Check out the SMS vendor comparison between SNS vs Sinch based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. SNS vs Plivo (2024) Check out the SMS vendor comparison between SNS vs Plivo based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. SNS vs Vonage (2024) Check out the SMS vendor comparison between SNS vs Vonage based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. SNS vs Twilio (2024) Check out the SMS vendor comparison between SNS vs Twilio based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Exotel vs Gupshup (2023) Check out the SMS vendor comparison between Exotel vs Gupshup based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Karix vs Gupshup (2023) Check out the SMS vendor comparison between Karix vs Gupshup based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. MessageBird vs Gupshup (2023) Compare MessageBird vs Gupshup in 2023 head-to-head: Evaluate their SMS notification platforms, pricing, APIs, integrations, customer support, scalability, reliability, security, and more to find the best business fit. Check now vs. MessageBird vs Exotel (2023) Compare MessageBird vs Exotel in 2023 head-to-head: Evaluate their SMS notification platforms, pricing, APIs, integrations, customer support, scalability, reliability, security, and more to find the best business fit. Check now vs. Sinch vs Gupshup (2023) Make an informed decision by comparing Sinch vs Gupshup SMS providers head-to-head on factors such as their features, pricing, latency, security, deliverability and more. Check now vs. Sinch vs Exotel (2023) Make an informed decision by comparing Sinch vs Exotel SMS providers head-to-head on factors such as their features, pricing, latency, security, deliverability and more. Check now vs. Sinch vs Karix (2023) Make an informed decision by comparing Sinch vs Karix SMS providers head-to-head on factors such as their features, pricing, latency, security, deliverability and more. Check now vs. Sinch vs Messagebird (2023) Make an informed decision by comparing Sinch vs Messagebird SMS providers head-to-head on factors such as their features, pricing, latency, security, deliverability and more. Check now vs. Plivo vs Gupshup (2023) Make an informed decision by comparing Plivo vs Gupshup SMS providers head-to-head on factors such as their features, pricing, latency, security, deliverability and more. Check now vs. Plivo vs Exotel (2023) Make an informed decision by comparing Plivo vs Exotel SMS providers head-to-head on factors such as their features, pricing, latency, security, deliverability and more. Check now vs. Plivo vs Karix (2023) Make an informed decision by comparing Plivo vs Karix SMS providers head-to-head on factors such as their features, pricing, latency, security, deliverability and more. Check now vs. Plivo vs Sinch (2023) Make an informed decision by comparing Plivo vs Sinch SMS providers head-to-head on factors such as their features, pricing, latency, security, deliverability and more. Check now vs. Vonage vs Gupshup (2023) Compare Vonage vs Gupshup in 2023 head-to-head: Evaluate their SMS notification platforms, pricing, APIs, integrations, customer support, scalability, reliability, security, and more to find the best business fit. Check now vs. Vonage vs Exotel (2023) Compare Vonage vs Exotel in 2023 head-to-head: Evaluate their SMS notification platforms, pricing, APIs, integrations, customer support, scalability, reliability, security, and more to find the best business fit. Check now vs. Vonage vs Karix (2023) Compare Vonage vs Karix in 2023 head-to-head: Evaluate their SMS notification platforms, pricing, APIs, integrations, customer support, scalability, reliability, security, and more to find the best business fit. Check now vs. Vonage vs Messagebird (2023) Compare Vonage vs Messagebird in 2023 head-to-head: Evaluate their SMS notification platforms, pricing, APIs, integrations, customer support, scalability, reliability, security, and more to find the best business fit. Check now vs. Vonage vs Sinch (2023) Compare Vonage vs Sinch in 2023 head-to-head: Evaluate their SMS notification platforms, pricing, APIs, integrations, customer support, scalability, reliability, security, and more to find the best business fit. Check now vs. Vonage vs Plivo (2023) Compare Vonage vs Plivo in 2023 head-to-head: Evaluate their SMS notification platforms, pricing, APIs, integrations, customer support, scalability, reliability, security, and more to find the best business fit. Check now vs. Twilio vs Gupshup (2023) Check out the SMS vendor comparison between Twilio and Gupshup based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Twilio vs Exotel (2023) Check out the SMS vendor comparison between Twilio and Exotel based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Twilio vs Karix (2023) Check out the SMS vendor comparison between Twilio and Karix based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Twilio vs Sinch (2023) Check out the SMS vendor comparison between Twilio and Sinch based on parameters such as features, cost, pricing, security, reliability, latency and more. Check now vs. Twilio vs Vonage (2023) Compare Twilio vs Vonage in 2023 head-to-head: Evaluate their SMS notification platforms, pricing, APIs, integrations, customer support, scalability, reliability, security, and more to find the best business fit. Check now vs. Twilio vs MessageBird (2023) Compare Twilio vs MessageBird in 2023 head-to-head: Evaluate their SMS notification platforms, pricing, APIs, integrations, customer support, scalability, reliability, security, and more to find the best business fit. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Henry Boisdequin Posted on Nov 29, 2020 React vs Vue vs Angular vs Svelte # react # vue # angular # svelte In this article, I'm going to cover which of the top Javascript frontend frameworks: React, Vue, Angular, or Svelte is the best at certain factors and which one is the best for you. There are going to be 5 factors which we are going to look at: popularity, community/resources, performance, learning curve, and real-world examples. Before diving into any of these factors, let's take a look at what these frameworks are. 🔵 React Developed By : Facebook Open-source : Yes Licence : MIT Licence Initial Release : March 2013 Github Repo : https://github.com/facebook/react Description : React is a JavaScript library for building user interfaces. Pros : Easy to learn and use Component-based: reusable code Performant and fast Large community Cons : JSX is required Poor documentation 🟢 Vue Developed By : Evan You Open-source : Yes Licence : MIT Licence Initial Release : Feburary 2014 Github Repo : https://github.com/vuejs/vue Description : Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web. Pros : Performant and fast Component-based: reusable code Easy to learn and use Good and intuitive documentation Cons : Fewer resources compared to a framework like React Over flexibility at times 🔴 Angular Developed By : Google Open-source : Yes Licence : MIT Licence Initial Release : September 2016 Github Repo : https://github.com/angular/angular Description : Angular is a development platform for building mobile and desktop web applications using Typescript/JavaScript and other languages. Pros : Fast server performance MVC Architecture implementation Component-based: reusable code Good and intuitive documentation Cons : Steep learning curve Angular is very complex 🟠 Svelte Developed By : Rich Harris Open-source : Yes Licence : MIT Licence Initial Release : November 2016 Github Repo : https://github.com/sveltejs/svelte Description : Svelte is a new way to build web applications. It's a compiler that takes your declarative components and converts them into efficient JavaScript that surgically updates the DOM. Pros : No virtual DOM Truly reactive Easy to learn and use Component-based: reusable code Cons : Small community Confusion in variable names and syntax The 1st Factor: Popularity All of these options are extremely popular and are used by loads of developers. I'm going to compare these 4 frameworks in google trends, NPM trends, and the Stackoverflow 2020 survey results to see which one is the most popular. Note: Remember that popularity doesn't mean it has the largest community and resources. Google Trends Google trends measures the number of searches for a certain topic. Let's have a look at the results: Note: React is blue, Angular is red, Svelte is gold, Vue is green. The image above contains the trends for these 4 frontend frameworks over the past 5 years. As you can see, Angular and React are by far the most searched, with React being searched more than Angular. While Vue sits in the middle, Svelte is the clear least searched framework. Although Google Trends gives us the number of search results, it may be a bit deceiving so lets of on to NPM trends. NPM Trends NPM Trends is a tool created by John Potter, used to compare NPM packages popularity. This measures how many times a certain NPM package was downloaded. As you can see, React is clearly the most popular in terms of NPM package downloads. Angular and Vue are very similar on the chart, with them going back and forth while Svelte sits at the bottom once again. Stackoverflow 2020 Survey In February of 2020, close to 65 thousand developers filled out the Stackoverflow survey. This survey is the best in terms of what the actual developer community uses, loves, dreads, and wants. Above is the info for the most popular web frameworks. As you can see React and Angular are 2nd and 3rd but React still has a monumental lead. Vue sits happily in the middle but Svelte is nowhere to be seen. Above are the results for the most loved web frameworks. As you can see, React is still 2nd and this time Vue sits in 3rd. Angular is in the middle of the bunch, but yet again Svelte is not there. Note: Angular.js is not Angular Above are the most dreaded web frameworks. As you can see React and Vue are towards the bottom (which is good) while Angular is one of the most dreaded web frameworks. This is because React and Vue developers tend to make fun of Angular, mostly because of its predecessor Angular.js . Svelte is not on this list which is good for the framework. Explaining Svelte's "Bad" Results Some may say that Svelte performed poorly compared to the other 3 frameworks in this category. You would be right. Svelte is the new kid on the block, not many people are using it or know about it. Think of React, Vue, or Angular in their early stages: that's what Svelte is currently. Most of these frontend frameworks comparisons are between React, Vue, or Angular but since I think that Svelte is promising, I wanted to include it in this comparison. Most of the other factors, Svelte is ranking quite highly in. Wrapping up the 1st Factor: Popularity From the three different trends/surveys, we can conclude that React is the most popular out of the three but with Vue and Angular just behind. Popularity: React Angular Vue Svelte Note: it was very hard to choose between Angular and Vue since they are very close together but I think Angular just edges out Vue in the present day. The 2nd Factor: Community & Resources This factor will be about which framework has the best community and resources. This is a crucial factor as this helps you learn the technology and get help when you are stuck. We are going to be looking at the courses available and the community size behind these frameworks. Let's jump right into it! React React has a massive amount of resources and community members behind it. Firstly, they have a Spectrum chat which usually has around 200 developers looking to help you online. Also, they have a massive amount of Stackoverflow developers looking to help you. There are 262,951 Stackoverflow questions on React, one of the most active Stackoverflow tags. React also has a bunch of resources and tutorials. If you search up React tutorial there will be countless tutorials waiting for you. Here are my recommended React tutorials for getting started: Free: https://youtu.be/4UZrsTqkcW4 Paid: https://www.udemy.com/course/complete-react-developer-zero-to-mastery/ Vue Vue also has loads of resources and a large community but not as large as React. Vue has a Gitter chat with over 19,000 members. In addition, they have a massive Stackoverflow community with 68,778 questions. Where Vue really shines is its resources. Vue has more resources than I could imagine. Here are my recommended Vue tutorials for getting started: Free: https://youtu.be/e-E0UB-YDRk Paid: https://www.udemy.com/course/vuejs-2-the-complete-guide/ Angular Angular has a massive community. Their Gitter chat has over 22,489 people waiting to help you. Also, their Stackoverflow questions asked is over 238,506. Like React and Vue, Angular has a massive amount of resources to help you learn the framework. A downfall to these resources is that most of them are outdated (1-2 years old) but you can still find some great tutorials. Here are my recommended Angular tutorials for getting started: Free: https://youtu.be/Fdf5aTYRW0E Paid: https://www.udemy.com/course/the-complete-guide-to-angular-2/ Svelte Svelte has a growing community yet still has many quality tutorials and resources. An awesome guide to Svelte and their community is here: https://svelte-community.netlify.app . They have a decent Stackoverflow community with over 1,300 questions asked. Also, they have an awesome Discord community with over 1,500 members online on average. Svelte has a lot of great tutorials and resources, despite it only coming on to the world stage quite recently. Here are my recommended Svelte tutorials for getting started: Free: https://www.youtube.com/watch?v=zojEMeQGGHs&list=PL4cUxeGkcC9hlbrVO_2QFVqVPhlZmz7tO Paid: https://www.udemy.com/course/sveltejs-the-complete-guide/ Wrapping up the 2nd Factor: Community & Resources From just looking at the Stackoverflow community and the available resources, we can conclude that all of these 4 frameworks have a massive community and available resources. Community & Resources: React Vue & Angular* Svelte *I really couldn't decide between the two! The 3rd Factor: Performance In this factor, I will be going over which of these frameworks are the most performant. There are going to be three main components to this factor: speed test, startup test, and the memory allocation test. I will be using this website to compare the speed of all frameworks. Speed Test This test will compare each of the frameworks in a set of tasks and find out the speed of which they complete them. Let's have a look at the results. As you can see, just by the colours that Svelte and Vue are indeed the most performant in this category. This table has the name of the actions on one side and the results on the other. At the bottom of the table, we can see something called slowdown geometric mean. Slowdown geometric mean is an indicator of overall performance and speed by a framework. From this, we can conclude that this category ranking: Vue - 1.17 slowdown geometric mean Svelte - 1.19 slowdown geometric mean React & Angular - 1.27 slowdown geometric mean Startup Test The startup test measures how long it takes for one of these frameworks to "startup". Let's see the table. As you can see, Svelte is the clear winner. For every single one of these performance tests, Svelte is blazing fast (if you want to know how Svelte does this, move to the "Why is Svelte so performant?" section). From these results, we can create this category ranking. Svelte Vue React Angular Memory Test The memory test sees which framework takes up the least amount of memory for the same test. Let's jump into the results. Similarly to the startup test, Svelte is clearly on top. Vue and React are quite similar while Angular (once again) is the least performant. From this, we can derive this category ranking. Svelte Vue React Angular Why is Svelte so performant? TL;DR: No Virtual DOM Compiled to just JS Small bundles Before looking at why Svelte is how performant, we need to understand how Svelte works. Svelte is not compiled to JS, HTML, and CSS files. You might be thinking: what!? But that's right, instead of doing that it compiles highly optimized JS files. This means that the application needs no dependencies to start and it's blazing fast. This way no virtual DOM is needed. Your components are compiled to Javascript and the DOM doesn't need to update. Also, it also takes up little memory as it complies in highly optimized, small bundles of Javascript. Wrapping up the 3rd Factor: Performance Svelte made a huge push in this factor, blowing away the others! From the three categories, let's rank these frameworks in terms of performance. Svelte Vue React Angular The 4th Factor: Learning Curve In this factor, we will be looking at how long and how easy it is to be able to build real-world (frontend-only) applications. This is one of the most important factors if you are looking to get going with this framework quickly. Let's dive right into it. React React is super easy to learn. React almost takes no time to learn, I would even say if you are proficient at Javascript and HTML, you can learn the basics in a day. Since we are looking about how long it takes to build a real-world project, this is the list of things you need to learn: How React works JSX State Props Main Hooks useState useEffect useRef useMemo Components NPM, Bebel, Webpack, ES6+ Functional Components vs Class Components React Router Create React App, Next.js, or Gatsby Optional but recommended: Redux, Recoil, Zustand, or Providers Vue In my opinion, Vue takes a bit more time than React to build a real project. With a bit of work, you could learn the Vue fundamentals in less than 3 days. Although Vue takes longer to learn, it is definitely one of the fastest popular Javascript frameworks to learn. Here is the list of things you need to learn: How Vue Works .vue files NPM, Bebel, Webpack, ES6+ State management Vuex Components create-vue-app/Vue CLI Vue Router Declarative Rendering Conditionals and Loops Vue Instance Vue Shorthands Optional: Nuxt.js, Vuetify, NativeScript-Vue Angular Angular is a massive framework, much larger than any other in this comparison. This may be why Angular is not as performant as other frameworks such as React, Svelte, or Vue. To learn the basics of Angular, it could take a week or more. Here are the things you need to learn to build a real-world app in Angular: How Angular Works Typescript Data Types Defining Types Type Inference Interfaces Union Types Function type definitions Two-way data binding Dependency Injection Components Routing NPM, Bebel, Webpack, ES6+ Directives Templates HTTP Client Svelte One could argue that Svelte is the easiest framework to learn in this comparison. I would agree with that. Svelte's syntax is very similar to an HTML file. I would say that you could learn the Svelte basics in a day. Here are the things you need to learn to build a real-world app in Svelte: How Svelte Works .svelte files NPM, Bebel, Webpack, ES6+ Reactivity Props If, Else, Else ifs/Logic Events Binding Lifecycle Methods Context API State in Svelte Svelte Routing Wrapping up the 4th Factor: Learning Curve All these frameworks (especially Vue, Svelte, and React) are extremely easy to learn, very much so when one is already proficient with Javascript and HTML. Let's rank these technologies in terms of their learning curve! (ordered in fastest to learn to longest to learn) Svelte React Vue Angular The 5th Factor: Real-world examples In this factor, the final factor, we will be looking at some real-world examples of apps using that particular framework. At the end of this factor, the technologies won't be ranking but it's up to you to see which of these framework's syntax and way of doing things you like best. Let's dive right into it! React Top 5 Real-world companies using React : Facebook, Instagram, Whatsapp, Yahoo!, Netflix Displaying "Hello World" in React : import React from ' react ' ; function App () { return ( < div > Hello World </ div > ); } Enter fullscreen mode Exit fullscreen mode Vue Top 5 Real-world companies using Vue : NASA, Gitlab, Nintendo, Grammarly, Adobe Displaying "Hello World" in Vue : < template > <h1> Hello World </h1> </ template > Enter fullscreen mode Exit fullscreen mode Angular Top 5 Real-world companies using Angular : Google, Microsoft, Deutsche Bank, Forbes, PayPal Displaying "Hello World" in Angular : import { Component } from ' @angular/core ' ; @ Component ({ selector : ' my-app ' , template : &lt;h1&gt;Hello World&lt;/h1&gt; , }) export class AppComponent ; Enter fullscreen mode Exit fullscreen mode Svelte Top 5 Real-world companies using Svelte : Alaska Air, Godaddy, Philips, Spotify, New York Times Displaying "Hello World" in Svelte : <h1> Hello world </h1> Enter fullscreen mode Exit fullscreen mode Wrapping up the 5th Factor: Real-world Examples Wow! Some huge companies that we use on a daily basis use the frameworks that we use. This shows that all of these frameworks can be used to build apps as big as these household names. Also, the syntax of all of these frameworks is extremely intuitive and easy to learn. You can decide which one you like best! Conculsion I know, you're looking for a ranking of all of these frameworks. It really depends but to fulfil your craving for a ranking, I'll give you my personal opinion : Svelte React Vue Angular This would be my ranking but based on these 5 factors, choose whichever framework you like best and feel yourself coding every day in, all of them are awesome. I hope that you found this article interesting and maybe picked a new framework to learn (I'm going to learn Svelte)! Please let me know which frontend framework you use and why you use it. Thanks for reading! Henry Top comments (47) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Collapse Expand stefanovualto stefanovualto stefanovualto Follow Joined Feb 5, 2018 • Nov 29 '20 Dropdown menu Copy link Hide Hi Henry, I mostly agree with the point 1,2,3. But point 4 is subjective depending on your background and previous knowledge. To improve your post, you should add a note explaining what's your background. Finally point 5 are not similar at all. The vue example is a complete page using a reactive property. Anyway as @johnpapa said in a talk, you can achieve almost the same result with any framework, pick the one which feels right for you... :) Like comment: Like comment: 13 likes Like Comment button Reply Collapse Expand Henry Boisdequin Henry Boisdequin Henry Boisdequin Follow Programmer x Swimmer | React Dev, Machine Learning Enthusiast, Rustacean Email boisdequinhenry19@gmail.com Joined Oct 12, 2020 • Nov 29 '20 Dropdown menu Copy link Hide Yes, I agree with you! I would recommend anyone to learn the framework which feels right for you. For the Vue example, I'm not an expert at Vue and don't know a better way to do it (if you have a smaller, more concise 'hello world' example, please comment it). I will definitely work an a 'what's my background section'. To explain it know: I've been using React in all my web dev projects. I have basic knowledge of Vue, Angular, and Svelte. After looking at these 5 factors, I plan to use Svelte for my coming projects. Thanks, @stefanovualto for the feedback! Like comment: Like comment: 8 likes Like Comment button Reply Collapse Expand Christopher Wray Christopher Wray Christopher Wray Follow Email chris@sol.company Location Pasco, WA Education Western Governors University Work Senior Software Engineer at Soltech Joined Jan 14, 2020 • Nov 29 '20 • Edited on Nov 29 • Edited Dropdown menu Copy link Hide In the Vue example you are using data components. For the others just plain html. You could have a Vue component with a template of just the h1 tag and no script. It would look more like the svelte example. Like comment: Like comment: 2 likes Like Thread Thread Henry Boisdequin Henry Boisdequin Henry Boisdequin Follow Programmer x Swimmer | React Dev, Machine Learning Enthusiast, Rustacean Email boisdequinhenry19@gmail.com Joined Oct 12, 2020 • Nov 29 '20 Dropdown menu Copy link Hide ✅ Like comment: Like comment: 1 like Like Thread Thread stefanovualto stefanovualto stefanovualto Follow Joined Feb 5, 2018 • Nov 29 '20 • Edited on Nov 29 • Edited Dropdown menu Copy link Hide In your vue example, I think that you should expect to be in a .vue file lik le it seems to be in the others (I mean that you have the whole bundling machinery working under the hood). Then something similar would be: <template> <h1> Hello world! </h1> </template> Enter fullscreen mode Exit fullscreen mode Maybe a pro' for vue is that it can be adopted/used progressively without having to rely on building process (which I am assuming are mandatory for react, svelte and maybe angular). What I mean is that your previous example worked, but it wasn't comparable to the others. Like comment: Like comment: 4 likes Like Comment button Reply Collapse Expand Zen Zen Zen Follow Mahasiswa Psikologi Email muhzaini30@gmail.com Location Samarinda Education Psikologi, TI Work Developer Android at Toko sepeda Sinar Jaya Joined Mar 25, 2019 • Nov 30 '20 Dropdown menu Copy link Hide I'm usually using Svelte for my projects. Because, it's simple, write less, and get more Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Ryan Carniato Ryan Carniato Ryan Carniato Follow Frontend performance enthusiast and Fine-Grained Reactivity super fan. Author of the SolidJS UI library and MarkoJS Core Team Member. Location Portland, Oregon Education Computer Engineering B.A.Sc, University of British Columbia Work Principal Engineer, Open Source, Netlify Joined Jun 25, 2019 • Dec 3 '20 • Edited on Dec 3 • Edited Dropdown menu Copy link Hide A couple thoughts. "Requires JSX" a downside??? I almost stopped reading at that point. Template DSLs are more or less the same. If that's a con, doesn't support JSX could easily be seen as one. There are reasonable arguments for both sides and this shows extreme bias. Vue is "truly reactive" as well. Whatever that means. Your JS Framework Benchmark results are over 2 years old. Svelte and Vue 3 are both out and in the current results. He now publishes them per Chrome version. Here are the latest: krausest.github.io/js-framework-be... . It doesn't change the final positions much, but Svelte and Vue look much more favorable in newer results. If anyone is interested in how those benchmarks work in more detail I suggest reading: dev.to/ryansolid/making-sense-of-t... Like comment: Like comment: 6 likes Like Comment button Reply Collapse Expand Henry Boisdequin Henry Boisdequin Henry Boisdequin Follow Programmer x Swimmer | React Dev, Machine Learning Enthusiast, Rustacean Email boisdequinhenry19@gmail.com Joined Oct 12, 2020 • Dec 3 '20 Dropdown menu Copy link Hide I'm a React dev and it's my favourite framework out of the bunch. When I did some research and asked some other developers when they think of React they think of needing to learn JSX. For something like Svelte, all you need to know is HTML, CSS, and JS. I know that my benchmarks were two years old and I addressed this multiple times before: For the performance factor, I knew that the frameworks were a bit outdated but the general gist stated the same. Svelte 3 was released some time ago and that blows all of the other frameworks out of the water in terms of performance hence Svelte would stay on top. Vue and React are very similar in performance, Vue even says so themselves: vuejs.org/v2/guide/comparison.html. Since, Angular is a massive framework with built-in routing, etc, its performance didn't become better than Vue, React, or Svelte in its newer versions. Thanks for the new benchmark website, I will definitely be using that in the future. Also, I just read your benchmark article and its a good explanation on how these benchmarks work. Thanks for your input. Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Ryan Carniato Ryan Carniato Ryan Carniato Follow Frontend performance enthusiast and Fine-Grained Reactivity super fan. Author of the SolidJS UI library and MarkoJS Core Team Member. Location Portland, Oregon Education Computer Engineering B.A.Sc, University of British Columbia Work Principal Engineer, Open Source, Netlify Joined Jun 25, 2019 • Dec 3 '20 • Edited on Dec 3 • Edited Dropdown menu Copy link Hide Here's the index page where he posts new results as they come up: krausest.github.io/js-framework-be... When I did some research and asked some other developers when they think of React they think of needing to learn JSX. For something like Svelte, all you need to know is HTML, CSS, and JS. Svelte has good marketing clearly. Is this HTML? <label> <input type= "checkbox" bind:checked= {visible} > visible </label> {#if visible} <p transition:fade > Fades in and out </p> {/if} Enter fullscreen mode Exit fullscreen mode Or this HTML? <a @ [event]= "doSomething" > ... </a> <ul id= "example-1" > <li v-for= "item in items" :key= "item.message" > {{ item.message }} </li> </ul> Enter fullscreen mode Exit fullscreen mode How about this? <form onSubmit= {handleSubmit} > <label htmlFor= "new-todo" > What needs to be done? </label> <input id= "new-todo" onChange= {handleChange} value= {text} /> <button> Add #{items.length + 1} </button> </form> Enter fullscreen mode Exit fullscreen mode Like comment: Like comment: 4 likes Like Thread Thread Henry Boisdequin Henry Boisdequin Henry Boisdequin Follow Programmer x Swimmer | React Dev, Machine Learning Enthusiast, Rustacean Email boisdequinhenry19@gmail.com Joined Oct 12, 2020 • Dec 3 '20 Dropdown menu Copy link Hide That's why a con of Svelte is its syntax (I added that in my post). This is more explanation to that point: Firstly, for confusion in variable names, I'm talking about how Svelte handles state. Coming from React, state would only be initialized with the useState hook. In Svelte, all the variables you make is state which could be confusing for someone just learning Svelte. Also, for the confusion in syntax, I'm talking about the confusion in logic. For example, if statements in Svelte are different than the usual Javascript if statements which could cause some confusion/more learning time for beginners. There are also other examples of this. Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Zen Zen Zen Follow Mahasiswa Psikologi Email muhzaini30@gmail.com Location Samarinda Education Psikologi, TI Work Developer Android at Toko sepeda Sinar Jaya Joined Mar 25, 2019 • Nov 29 '20 Dropdown menu Copy link Hide why svelte is not seen in search trend? because, svelte's docs is very easy to new comer in this framework Like comment: Like comment: 7 likes Like Comment button Reply Collapse Expand Henry Boisdequin Henry Boisdequin Henry Boisdequin Follow Programmer x Swimmer | React Dev, Machine Learning Enthusiast, Rustacean Email boisdequinhenry19@gmail.com Joined Oct 12, 2020 • Nov 29 '20 Dropdown menu Copy link Hide I'm not really sure @mzaini30 . A great pro of Svelte is its docs and tutorial on its website. I think in 1-2 years, you are going to see Svelte at least where Vue is in the search trends. Most of the search trends come from developers asking questions like how to fix this error, or how to do this but since not many people use Svelte (compared to the other frameworks) there are not many questions being asked. Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Bergamof Bergamof Bergamof Follow Location Bordeaux, France Education 3iL Work Senior Developer at IPPON Technologies Joined Nov 30, 2020 • Nov 30 '20 Dropdown menu Copy link Hide Sure! Too bad the great Svelte tutorial was not mentioned. Like comment: Like comment: 1 like Like Thread Thread Henry Boisdequin Henry Boisdequin Henry Boisdequin Follow Programmer x Swimmer | React Dev, Machine Learning Enthusiast, Rustacean Email boisdequinhenry19@gmail.com Joined Oct 12, 2020 • Nov 30 '20 Dropdown menu Copy link Hide It's a great tutorial, but I decided to just add video tutorials. In the community factor, I give a link to the Svelte community website which features that tutorial! Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Sergiy Yevtushenko Sergiy Yevtushenko Sergiy Yevtushenko Follow Writing code for 35+ years and still enjoy it... Location Krakow, Poland Work Senior Software Engineer Joined Mar 14, 2019 • Dec 3 '20 Dropdown menu Copy link Hide Sad that Solid not even mentioned, although it's the one of the best performing frameworks. Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Henry Boisdequin Henry Boisdequin Henry Boisdequin Follow Programmer x Swimmer | React Dev, Machine Learning Enthusiast, Rustacean Email boisdequinhenry19@gmail.com Joined Oct 12, 2020 • Dec 3 '20 Dropdown menu Copy link Hide I've never actually heard of solid. I'll check it out! Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Sergiy Yevtushenko Sergiy Yevtushenko Sergiy Yevtushenko Follow Writing code for 35+ years and still enjoy it... Location Krakow, Poland Work Senior Software Engineer Joined Mar 14, 2019 • Dec 3 '20 Dropdown menu Copy link Hide Well, author of the Solid is even commented in this topic. Like comment: Like comment: 3 likes Like Thread Thread Ryan Carniato Ryan Carniato Ryan Carniato Follow Frontend performance enthusiast and Fine-Grained Reactivity super fan. Author of the SolidJS UI library and MarkoJS Core Team Member. Location Portland, Oregon Education Computer Engineering B.A.Sc, University of British Columbia Work Principal Engineer, Open Source, Netlify Joined Jun 25, 2019 • Dec 16 '20 Dropdown menu Copy link Hide To be fair, performance is only one area and arguably the least important. Even if Solid completely dominates across the board in all things performance by a considerable margin, we have a long way before popularity, community, or realworld usage really makes it worth even being in a comparison of this nature. But I appreciate the sentiment. Like comment: Like comment: 4 likes Like Thread Thread Sergiy Yevtushenko Sergiy Yevtushenko Sergiy Yevtushenko Follow Writing code for 35+ years and still enjoy it... Location Krakow, Poland Work Senior Software Engineer Joined Mar 14, 2019 • Dec 16 '20 Dropdown menu Copy link Hide Well, good performance across the board usually is a clear sign of high technical quality of design and implementation. Like comment: Like comment: 4 likes Like Comment button Reply Collapse Expand dallgoot dallgoot dallgoot Follow Location France Joined Oct 3, 2017 • Jan 2 '21 Dropdown menu Copy link Hide I don't want to start a flamewar but i see a trend where React is considered the -only- viable framework and -some- people reacting like religious zealots against any critics because "it's the best ! it's made by Facebook!" React is too hyped IMHO. Svelte is a a true innovation. And yes performance matters. Angular and Vue may lose traction with time... i think... i fail to see their distinctive useful points. Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Henry Boisdequin Henry Boisdequin Henry Boisdequin Follow Programmer x Swimmer | React Dev, Machine Learning Enthusiast, Rustacean Email boisdequinhenry19@gmail.com Joined Oct 12, 2020 • Jan 2 '21 Dropdown menu Copy link Hide I completely agree with you. Most React devs now will not try any other framework and just make fun of the others. I completely agree that React is too hyped. Unfortunately, as you stated, Angular and Vue are losing some traction. I also agree with you that Svelte is a true innovation, this is why I put Svelte at number 1! For 2021, I will focus on using Svelte. Thanks for reading! Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Sylvain Simao Sylvain Simao Sylvain Simao Follow Building kuizto.co 🥦🍄🥔🥕 • Fractional CTO sylvainsimao.com • Prev CTO at Travis, Tech Director at ClemengerBBDO • Love building for the web! Location Brisbane, Australia Work Founder at kuizto.co Joined Mar 7, 2019 • Dec 3 '20 Dropdown menu Copy link Hide React with a smaller learning curve than Vue.js 🤔 Like comment: Like comment: 5 likes Like Comment button Reply Collapse Expand Henry Boisdequin Henry Boisdequin Henry Boisdequin Follow Programmer x Swimmer | React Dev, Machine Learning Enthusiast, Rustacean Email boisdequinhenry19@gmail.com Joined Oct 12, 2020 • Dec 3 '20 Dropdown menu Copy link Hide They were very tight but I would say that React has a smaller learning curve as its more intuitive and has easier syntax than Vue. Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Sylvain Simao Sylvain Simao Sylvain Simao Follow Building kuizto.co 🥦🍄🥔🥕 • Fractional CTO sylvainsimao.com • Prev CTO at Travis, Tech Director at ClemengerBBDO • Love building for the web! Location Brisbane, Australia Work Founder at kuizto.co Joined Mar 7, 2019 • Dec 4 '20 Dropdown menu Copy link Hide Sorry @hb , you've decided to go on a touchy subject by writing this article! I will have to disagree with you on that point. I think it's perfectly okay to prefer using React. There are many reasons why it is a good choice. However, an easy learning curve isn't part of it. Just so there is no ambiguity, after having used all the Frameworks from this article - my choice goes towards Vue.js and Svelte, but I'll try to remain as objective as possible. 1) According to the State of JS survey 2018 (not using 2019, because that same question wasn't part of last year's survey). From 20,268 developers interrogated, the number #1 argument about Vue.js is an easy learning curve. For React it comes at position #11 (top 3 beings: elegant programming style, rick package ecosystem, and well-established): 2018.stateofjs.com/front-end-frame... 2018.stateofjs.com/front-end-frame... 2) Main reason why Vue.js is labelled "The Progressive JavaScript Framework", is because it is progressive to implement and to learn. Before you can get started with React, you need to know about JSX and build systems. On the other end, Vue.js can be used just by dropping a single script tag into your page and using plain HTML and CSS. This makes a huge difference in terms of approachability of the Framework. 3) Maybe less objective on this one - but from my own professional experience with both Frameworks and leading teams of developers - it usually takes Junior Developers almost twice the time to become proficient with React than with Vue.js. Firstly because of what I mentioned in point number 2. Secondly, because React has few abstraction leaks that makes performance optimisation something developers have to deal with themselves (using memoize hooks). It's a concept that is hard to understand, but essentials if working on large applications. Thirdly, because of the documentation (as you mentioned in your article). And lastly because of the fragmented ecosystem of libraries that can quickly be overwhelming for Junior Devs. Again, I think there are a lot of reasons why React can be a good choice. But not because of the learning curve. Like comment: Like comment: 5 likes Like Comment button Reply Collapse Expand Thorsten Hirsch Thorsten Hirsch Thorsten Hirsch Follow Joined Feb 5, 2017 • Nov 29 '20 Dropdown menu Copy link Hide Angular 6? Well, they just released version 11 and there was the switch to Ivy since version 6, so what about a more recent benchmark? And looking at the Google trends chart I wonder why all 3 (React/Angular/Vue) lost quite a bit of their popularity during the past months... any new kid on the block? It's obviously not Svelte, which could hardly benefit from the others' losses. Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Henry Boisdequin Henry Boisdequin Henry Boisdequin Follow Programmer x Swimmer | React Dev, Machine Learning Enthusiast, Rustacean Email boisdequinhenry19@gmail.com Joined Oct 12, 2020 • Nov 30 '20 Dropdown menu Copy link Hide For the performance factor, I knew that the frameworks were a bit outdated but the general gist stated the same. Svelte 3 was released some time ago and that blows all of the other frameworks out of the water in terms of performance hence Svelte would stay on top. Vue and React are very similar in performance, Vue even says so themselves: vuejs.org/v2/guide/comparison.html . Since, Angular is a massive framework with built-in routing, etc, its performance didn't become better than Vue, React, or Svelte in its newer versions. For the search results, they are unpredictable. To my knowledge, there is no new kid on the block in terms of frontend Javascript frameworks. If anything, more people are using Web Assembly. As you can see from the search results graph, it goes up and down, changing all the time. Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Shriji Shriji Shriji Follow Co-Founder @anoram. High-Performance JavaScript Apps. Location Canada Work DevOps at Anoram Joined May 31, 2020 • Nov 29 '20 Dropdown menu Copy link Hide Also, it would be great if you could give a little explanation of this point Confusion in variable names and syntax Like comment: Like comment: 4 likes Like Comment button Reply Collapse Expand Henry Boisdequin Henry Boisdequin Henry Boisdequin Follow Programmer x Swimmer | React Dev, Machine Learning Enthusiast, Rustacean Email boisdequinhenry19@gmail.com Joined Oct 12, 2020 • Nov 30 '20 Dropdown menu Copy link Hide Firstly, for confusion in variable names, I'm talking about how Svelte handles state. Coming from React, state would only be initialized with the useState hook. In Svelte, all the variables you make is state which could be confusing for someone just learning Svelte. Also, for the confusion in syntax, I'm talking about the confusion in logic. For example, if statements in Svelte are different than the usual Javascript if statements which could cause some confusion/more learning time for beginners. There are also other examples of this. Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Shriji Shriji Shriji Follow Co-Founder @anoram. High-Performance JavaScript Apps. Location Canada Work DevOps at Anoram Joined May 31, 2020 • Nov 30 '20 Dropdown menu Copy link Hide It makes syntax simpler TBH. React isn't even a direct comparison to Svelte. The only syntax that users will get accustomed to is $ assignments. Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Shriji Shriji Shriji Follow Co-Founder @anoram. High-Performance JavaScript Apps. Location Canada Work DevOps at Anoram Joined May 31, 2020 • Nov 29 '20 Dropdown menu Copy link Hide You forgot to mention that Svelte has a great discord :) Like comment: Like comment: 5 likes Like Comment button Reply Collapse Expand Henry Boisdequin Henry Boisdequin Henry Boisdequin Follow Programmer x Swimmer | React Dev, Machine Learning Enthusiast, Rustacean Email boisdequinhenry19@gmail.com Joined Oct 12, 2020 • Nov 29 '20 Dropdown menu Copy link Hide I just had a look at it, a great tool! I'll add it to the post! Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Nikola Nikola Nikola Follow Work Angular developer at Cinnamon Agency Joined Jan 21, 2020 • Nov 30 '20 Dropdown menu Copy link Hide Angular con: it is complex? what.... Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Nathan Cai Nathan Cai Nathan Cai Follow A JavaScript one trick pony who loves to code. I live and breath NodeJS, currently learning React and Angular. Location Toronto, Ontario, Canada Education High School Work Back End Developer at Ensemble Education Joined Jun 18, 2020 • Dec 1 '20 Dropdown menu Copy link Hide Learning Angular is actually no that bad until RXJS comes in Like comment: Like comment: 4 likes Like Comment button Reply Collapse Expand Henry Boisdequin Henry Boisdequin Henry Boisdequin Follow Programmer x Swimmer | React Dev, Machine Learning Enthusiast, Rustacean Email boisdequinhenry19@gmail.com Joined Oct 12, 2020 • Dec 1 '20 Dropdown menu Copy link Hide You need to learn Typescript Smart/Dumb Components One-way Dataflow and Immutability And much more It's much more complex and harder to understand than the other frameworks on this list. Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Nikola Nikola Nikola Follow Work Angular developer at Cinnamon Agency Joined Jan 21, 2020 • Dec 1 '20 Dropdown menu Copy link Hide learn typescript? You mean to start writing it... it's easy and intuitive, I'm writing Angular, React, and Node code only in typescript. Smart/Dumb Components? I really don't understand what is this referred to? Angular has two-way data biding, and even easier data passing to the child and back to the parent. And of course, it has more features, its framework, React is more like a library compared to Angular. Like comment: Like comment: 2 likes Like Thread Thread Hanster Hanster Hanster Follow Joined Oct 19, 2021 • Oct 19 '21 Dropdown menu Copy link Hide I fully agree. Comparing framework e.g angular against library e.g react, is like comparing a smart tv against a traditional tv. Of course smart tv is more challenging to learn it's usage, not because it's lousy, but it has more features beyond watching tv. Like comment: Like comment: 2 likes Like Comment button Reply View full discussion (47 comments) Some comments may only be visible to logged-in visitors. Sign in to view all comments. Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Henry Boisdequin Follow Programmer x Swimmer | React Dev, Machine Learning Enthusiast, Rustacean Joined Oct 12, 2020 More from Henry Boisdequin Weekly Update #1 - 10th Jan 2021 # devjournal # rust # typescript # svelte The 6 Month Web Development Mastery Plan in 2020 — For Free # webdev # react # javascript # programming 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://www.telerik.com/blogs/angular-basics-using-localstorage-object-keep-data-browser | Angular Basics: localStorage Object Keeps Data in Browser skip navigation Kendo UI for Angular Product Bundles DevCraft All Telerik .NET tools and Kendo UI JavaScript components in one package. 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In our Angular apps, remembering user-preferred settings is an excellent way to provide a good experience for the users. We can save data in the user’s browser using the localStorage object, which provides methods for working the key-value data. To understand how localStorage works, we need to learn about this API and use the knowledge to build an Angular to save background color preferences. The Local Storage API The localStorage object helps us store data, and this API provides four methods to help us interact with the data stored in the browser. We’ll go over each of them, showing an example of how to use it: setItem getItem removeItem clear setItem The setItem(key, value) method helps us add value to the local storage using a key and value. For example, the following code saves the key user-background and the #ff00ff value in the browser’s local storage. Example: localStorage . setItem ( 'user-background' , '#ff00ff' ) If you need to store objects, first you need to convert to string using JSON.stringify . Important: The data stored in the browser doesn’t have an expiration date and is capped at 5 MB of storage for the domain. getItem The getItem(key) method helps us read and expects the key name to return the data in local storage. Example: localStorage . getItem ( 'user-background' ) removeItem The removeItem(key) method helps us remove the key and the value; it expects the key name to remove it from the browser’s local storage. Example: localStorage . removeItem ( 'user-background' ) clear The clear() method removes all keys, and it does not expect any parameters to delete all keys stored in the browser. Example: localStorage . clear ( ) DONE! With the complete picture of the localStorage API, let’s move from theory to practice. Using the Power of LocalStorage With Angular We will build an application in Angular that allows the user to change the background color, remember and reset it, so we need some actions in our component. Create HTML markup: It has a color picker HTML element and a button for the user to pick a color and reset values. The TypeScript file interacts with localStorage API and provides the methods for saving, loading and removing the values from localStorage. Let’s work! The Component Markup First, we add an element of HTML Color picker to allow the user to pick a color and declare a template variable #colorPicker . It helps to interact with the color picker to get and set a value. Listen for the Change event and link it with the saveBackgroundColor method. The saveBackgroundColor method receives the reference variable and takes the value color picker element to save the selected color. Angular Basics: Introduction to ngFor Directive in Angular Learn more about looping through lists in Angular using the ngFor directive and keywords like index, first and last. Next, add an HTML Button element, listen for the Click event, and link with the removePreferences() . It will call our TypeScript code to remove the values. The code will look like this: < div class = " container " > < div class = " row " > < h1 > Angular and LocalStorage </ h1 > < p > We, save your background color, if you want returns :) </ p > </ div > < div class = " row " > < input type = " color " #colorPicker [value] = " userBackgroundColor " (change) = " saveBackgroundColor(colorPicker.value) " /> </ div > < button class = " btn-remove " (click) = " removePreferences() " > Remove preferences </ button > </ div > Read more about previous topics: Template reference variables Event binding in Angular Change and Click Events Color Picker Component Methods and Events This step will declare methods for HTML markup, use the Angular lifecycle hooks, work with the localStorage API, and declare variables and methods to provide the expected behavior of saving and loading background preferences. Variables As we learned from the local Storage API, it works with key-value pairs. First, declare the storageKey variable as a key with the 'user-background' value. Next, create defaultColor variable to provide background by default and userBackgroundColor to assign the selected value to the color picker. private storageKey = 'user-background' ; private defaultColor = '#ff00ff' ; userBackgroundColor = null ; Component TypeScript Methods and Logic Our component HTML markup needs two main public methods, but we will create other methods to provide the full functionality. getBackgroundColor : Get the background from localStorage or return the default color. loadBackgroundPreferences : Assign the selected color to the color picker element and update the page background color. removePreferences : Remove the keys from local storage and reload the background user preferences. saveBackgroundColor : Save the selected color and load the background color preferences. First, the getBackgroundColor method uses the localStorage.getItem() to read the storageKey . If it exists, it returns the value; otherwise it returns the defaultColor variable. private getBackgroundColor ( ) : string { return localStorage . getItem ( this . storageKey ) || this . defaultColor ; } Next, create loadBackgroundPreferences() method. It assigns to userBackgroundColor variable the getBackgroundColor() return value and overrides the body.style.background color with the userBackgroundColor value. To load the default or saved color, call the method into the ngOnInit lifecycle hook. ngOnInit ( ) : void { this . loadBackgroundPreferences ( ) ; } private loadBackgroundPreferences ( ) : void { this . userBackgroundColor = this . getBackgroundColor ( ) ; window . document . body . style . backgroundColor = this . getBackgroundColor ( ) ; } Finally, declare the last two public methods, saveBackgroundColor and removePreferences . The saveBackgroundColor is linked with the (change) event from the color picker, passing the value. Using the setItem() method from local storage, save the key storageKey with the color value and call the loadBackgroundPreferences() method to load the user preferences. public saveBackgroundColor ( color : string ) : void { localStorage . setItem ( this . storageKey , color ) ; this . loadBackgroundPreferences ( ) ; } The button uses The removePreferences method in the markup. It removes the key from the localStorage using the removeItem method and reloads the preferences. We should use localStorage.clear(), but it removes all keys. In our case, we only want to delete the single one. public removePreferences ( ) : void { localStorage . removeItem ( this . storageKey ) ; this . loadBackgroundPreferences ( ) ; } We dove into each method to have the expected behavior, and the final code looks like this: import { Component } from '@angular/core' ; @ Component ( { selector : 'my-app' , templateUrl : './app.component.html' , styleUrls : [ './app.component.css' ] , } ) export class AppComponent { private storageKey = 'user-background' ; private defaultColor = '#bedac9' ; userBackgroundColor = null ; ngOnInit ( ) : void { this . loadBackgroundPreferences ( ) ; } private loadBackgroundPreferences ( ) : void { this . userBackgroundColor = this . getBackgroundColor ( ) ; window . document . body . style . backgroundColor = this . getBackgroundColor ( ) ; } removePreferences ( ) : void { localStorage . removeItem ( this . storageKey ) ; this . loadBackgroundPreferences ( ) ; } saveBackgroundColor ( color : string ) : void { localStorage . setItem ( this . storageKey , color ) ; this . loadBackgroundPreferences ( ) ; } private getBackgroundColor ( ) : string { return localStorage . getItem ( this . storageKey ) || this . defaultColor ; } } Conclusion We learned about and built a real use case for localStorage in our apps. You can find a full code example for this article and play with the example app in the following links: StackBliz Demo Github Thanks for your time. I hope it helps you learn how to work with local storage and create a wonderful user experience in your apps. Angular , Angular Basics About the Author Dany Paredes Dany Paredes is a Google Developer Expert on Angular and Progress Champion. He loves sharing content and writing articles about Angular, TypeScript and testing on his blog and on Twitter ( @danywalls ). Related Posts Web Angular Angular Basics: Angular Templates Overview Web Angular Angular Basics: How To Get the Value of a Selected Dropdown Menu Item Web Angular Angular Basics: Style Binding in Angular with ngStyle Comments Comments are disabled in preview mode. Please enable JavaScript to view the comments powered by Disqus. 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https://dev.to/devnews/s8e6-devdiscuss-you-too-can-create-beautiful-data-driven-essays-like-the-pudding#main-content | S8:E6 - DevDiscuss: You Too Can Create Beautiful Data-Driven Essays Like The Pudding - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close DevNews Follow S8:E6 - DevDiscuss: You Too Can Create Beautiful Data-Driven Essays Like The Pudding May 19 '22 play This week, we feature one of our favorite episodes of our sister podcast, DevDiscuss, where hosts Ben Halpern and Julianna Tetreault talk about creating beautiful data-driven essays with Michelle McGhee and Russell Goldenberg, Journalist-Engineers at The Pudding. Show Notes DevDiscuss (sponsor) CodeNewbie (sponsor) Avalanche (sponsor) The Pudding Polygraph Svelte Gabriel Florit - On Responsive Design and Data Visualization Who’s in the Crossword? We investigated 200 crackers to learn about food allergies and labelling. Warning: may contain troubling results The Birthday Paradox The Gyllenhaal Experiment Life After Death on Wikipedia We couldn’t get an artificial intelligence program to win the New Yorker Caption Contest Nothing Breaks Like A.I. Heart OpenAI Human Terrain An Interactive Visualization of Every Line in Hamilton Reconstructing Seven Days of Protests How you play Spades is how you play life D3.js GitHub: The Pudding Datawrapper Flourish The Pudding: Our Resources Russell Goldenberg Russell Goldenberg is a Scorpio. He makes stories with data and code at The Pudding. Nowadays coding mostly in Svelte. Michelle McGhee Michelle McGhee makes visual stories at The Pudding. She also enjoys making delicious food and 3-pointers at pickup basketball. Episode source Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Your browser does not support the audio element. 1x initializing... × 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:48:22 |
https://dev.to/kkrypt0nn | Krypton - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. 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A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Follow User actions Krypton Cyber security enthusiast | Developer | Sports Shooting | Sergeant in the Swiss Armed Forces Location Switzerland Joined Joined on Aug 7, 2021 Personal website https://krypton.ninja github website twitter website Four Year Club This badge celebrates the longevity of those who have been a registered member of the DEV Community for at least four years. Got it Close Three Year Club This badge celebrates the longevity of those who have been a registered member of the DEV Community for at least three years. Got it Close Writing Debut Awarded for writing and sharing your first DEV post! Continue sharing your work to earn the 4 Week Writing Streak Badge. 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Got it Close More info about @kkrypt0nn GitHub Repositories Python-Discord-Bot-Template 🐍 A simple template to start to code your own and personalized Discord bot in the Python programming language Python • 776 stars project-absence 👁️ Uncover the unseen Rust • 2 stars wordlists 📜 A collection of wordlists for many different usages 815 stars Currently learning Rust, Reverse Engineering & Networking Currently hacking on Too many side projects Post 6 posts published Comment 15 comments written Tag 13 tags followed Pin Pinned ⛄️ Generating unique IDs with the Snowflake algorithm Krypton Krypton Krypton Follow Nov 8 '22 ⛄️ Generating unique IDs with the Snowflake algorithm # go # twitter # uuid # algorithms 54 reactions Comments Add Comment 8 min read 💀 Insomni'hack 2025 CTF write-up Krypton Krypton Krypton Follow Mar 17 '25 💀 Insomni'hack 2025 CTF write-up # challenge # ctf # webdev # security 4 reactions Comments 1 comment 8 min read Want to connect with Krypton? Create an account to connect with Krypton. You can also sign in below to proceed if you already have an account. Create Account Already have an account? Sign in 🚩 Bitwise flags are amazing, and you should use them Krypton Krypton Krypton Follow Jan 21 '23 🚩 Bitwise flags are amazing, and you should use them # watercooler 3 reactions Comments Add Comment 6 min read 🚀 Space Heroes 2022 CTF write-up Krypton Krypton Krypton Follow Apr 4 '22 🚀 Space Heroes 2022 CTF write-up # challenge # ctf # hacking # space 8 reactions Comments Add Comment 17 min read 🚩 Insomni'hack 2022 CTF write-up Krypton Krypton Krypton Follow Mar 28 '22 🚩 Insomni'hack 2022 CTF write-up # challenge # ctf # assembly # cryptography 9 reactions Comments Add Comment 11 min read 📗 What is Go? Krypton Krypton Krypton Follow Oct 16 '21 📗 What is Go? # go # beginners # introduction 7 reactions Comments Add Comment 11 min read loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:48:22 |
https://ruul.io/blog/8-ways-to-improve-remote-team-communications?7c89d873_page=2 | Blog | For Freelancers, Creators, and Indie Professionals Product Payment Requests Get paid anywhere. Sell Services Make your services buyable Sell Products Create once sell forever Subscriptions Get paid on repeat Ruul Space Your personel storefront. One link for everything you offer. Learn more Pricing Resources Partner Programs Referral Program Get 1% for life. Seriously. Affiliate Program Bring users, get paid Partners Let’s grow together. More Blog About us Support Brand Kit For Customers Log in Sign up For Businesses Login Sign up grow 13 Best Fiverr Alternatives Freelancers Need to Know Read POPULAR ARTICLES How to Accept Online Payments: A Comprehensive Guide for Businesses and Freelancers Learn how to set up and manage secure online payment systems for your business or freelance work. 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Ruul is a merchant-of-record platform helping freelancers and creators globally sell services, digital products, subscriptions, and easily get paid. Who is Ruul for? Ruul is designed for freelancers, creators, and independent professionals who want a simple way to sell online and get paid globally. How does Ruul work? Open an account, complete a quick verification (KYC), and link your payout account. Then, start selling through your store or send payment requests to customers instantly. How does pricing work? Signing up is free. There are no subscription or hidden fees. Ruul charges a small commission only when you sell or get paid through the platform. What is a Merchant of Record? A merchant of record is the legal seller responsible for processing payments, handling taxes, and managing compliance for each transaction. What can I sell on Ruul? You can sell services, digital products, license keys, online courses, subscriptions, and digital memberships. How do I get paid on Ruul? Add your preferred bank account, digital wallet, or receive payouts in stablecoins as crypto. Funds arrive within 24 hours after a payout is triggered. OPEN AN ACCOUNT START MAKING MONEY TODAY ruul.space/ Thank you! Your submission has been received! Oops! Something went wrong while submitting the form. Trustpilot Product Payment Requests Sell Services Sell Products Subscriptions Ruul Space Pricing For Businesses Resources Blog About Contact Support Referral Program Affiliate Program Partner Program Tools Invoice Generator NDA Generator Service Agreement Generator Freelancer Hourly Rate Calculator All Rights Reserved © 2025 Terms Of Use Privacy Policy | 2026-01-13T08:48:22 |
https://www.facebook.com/reg/ | Facebook에 가입하기 새 계정 만들기 빠르고 쉽게 가입할 수 있습니다. 브라우저에서 Javascript가 비활성화되었습니다. 브라우저에서 JavaScript를 활성화하거나 Javascript 이용이 가능한 브라우저로 업그레이드하신 후 Facebook에 가입하세요. 오류가 발생했습니다. 다시 시도하세요. 계정을 만들 수 없습니다 Facebook에 가입하지 못했습니다. 생일 2026 2025 2024 2023 2022 2021 2020 2019 2018 2017 2016 2015 2014 2013 2012 2011 2010 2009 2008 2007 2006 2005 2004 2003 2002 2001 2000 1999 1998 1997 1996 1995 1994 1993 1992 1991 1990 1989 1988 1987 1986 1985 1984 1983 1982 1981 1980 1979 1978 1977 1976 1975 1974 1973 1972 1971 1970 1969 1968 1967 1966 1965 1964 1963 1962 1961 1960 1959 1958 1957 1956 1955 1954 1953 1952 1951 1950 1949 1948 1947 1946 1945 1944 1943 1942 1941 1940 1939 1938 1937 1936 1935 1934 1933 1932 1931 1930 1929 1928 1927 1926 1925 1924 1923 1922 1921 1920 1919 1918 1917 1916 1915 1914 1913 1912 1911 1910 1909 1908 1907 1906 1905 1월 2월 3월 4월 5월 6월 7월 8월 9월 10월 11월 12월 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 연령 생년월일 사용 성별 여성 남성 직접 지정 회원님을 지칭할 성별대명사를 선택하세요 여성(She): "생일을 축하해주세요!" 남성(He): "생일을 축하해주세요!" 성별무관(They): "생일을 축하해주세요!" 성별대명사는 모든 사람에게 공개됩니다. 저희 서비스를 이용하는 사람이 회원님의 연락처 정보를 Facebook에 업로드했을 수도 있습니다. 더 알아보기 . 가입하기 버튼을 클릭하면 Facebook의 약관 , 개인정보처리방침 및 쿠키 정책 에 동의하게 됩니다. Facebook으로부터 SMS 알림을 받을 수 있으며 알림은 언제든지 옵트 아웃할 수 있습니다. 가입하기 이미 계정이 있으신가요? 보안 확인 필수 입력 항목입니다. 이 내용이 표시되는 이유는? 보안 확인 자동가입방지 문자 입력은 스패머가 자동 요청을 보내는 것을 방지하기 위해 Meta에서 사용하는 표준 보안 테스트입니다. Facebook의 이름이 Meta로 변경됩니다. 저희는 2022년 1월 4일에 새 이름을 반영하여 이용 약관, 데이터 정책 및 쿠키 정책을 개정했습니다. 회사명이 바뀌더라도 Facebook 앱을 포함한 모든 동일한 제품이 Meta에서 지속적으로 제공됩니다. 기존의 데이터 정책 및 서비스 약관은 효력을 유지하며, 이번 이름 변경으로 인해 저희의 기존 데이터 사용 및 공유 방식이 변경되지는 않습니다. Meta 와 Meta의 메타버스 비전을 자세히 알아보세요. 데이터 정책 이 정책에서는 Facebook, Instagram, Messenger 및 Meta Platforms, Inc.가 제공하는 기타 제품 및 기능을 지원하기 위해 저희가 처리하는 정보를 설명합니다. ( Meta 제품 또는 제품). 추가적인 도구 및 정보는 Facebook 설정 및 Instagram 설정 에서 확인할 수 있습니다. I. 저희가 수집하는 정보의 유형 Meta 제품을 제공하기 위해 저희는 회원님에 대한 정보를 처리해야 합니다. 수집하는 정보의 유형은 회원님이 저희 제품을 이용하는 방법에 따라 다릅니다. Facebook 설정 및 Instagram 설정 에 접속하여 저희가 수집한 정보에 액세스하고 이를 삭제하는 방법에 대해 알아보실 수 있습니다. 회원님 및 다른 사람의 활동 및 제공하는 정보. 회원님이 제공하는 정보 및 콘텐츠. 저희는 회원님이 Meta 제품을 이용(계정 가입, 콘텐츠 작성 또는 공유, 다른 사람들과의 메시지 전송 또는 커뮤니케이션 포함)할 때 제공하는 콘텐츠, 커뮤니케이션 및 기타 정보를 수집합니다. 여기에는 사진 촬영 장소나 파일 생성 날짜와 같이 회원님이 제공한 콘텐츠에 포함되거나 관련된 정보(메타데이터 등)가 포함될 수 있습니다. 또한 여기에는 카메라 와 같이 저희가 제공하는 기능을 통해 표시되는 내용도 포함되므로, 회원님이 좋아할 만한 마스크와 필터를 제안하거나, 카메라 형식 사용에 관한 팁을 제공할 수도 있습니다. Meta 시스템은 아래 에 명시된 목적을 위해 회원님과 다른 사람들이 제공한 콘텐츠 및 커뮤니케이션을 자동으로 처리하여, 배경과 그 내용을 분석합니다. 회원님이 공유 한 항목을 볼 수 있는 사람을 관리하는 방법에 대해 자세히 알아보세요. 특별 보호를 받는 정보: Facebook 프로필 필드 또는 중요 이벤트에 회원님의 종교관, 정치관, '관심 있는' 사람 또는 건강 정보를 제공하도록 선택할 수 있습니다. 이러한 정보 및 기타 정보(예를 들어 인종 또는 민족적 태생, 철학적 신념 또는 노동조합 가입 여부)는 회원님의 해당 국가 법률에 따라 특별 보호를 받을 수 있습니다. 네트워크 및 연결. 저희는 회원님과 연결된 사람, 계정, 해시태그 , Facebook 그룹 및 페이지 (예를 들어 저희 제품에서 회원님이 가장 많이 연락하는 사람이나 회원님이 속한 그룹)에 대한 정보 및 이들과 연락하는 방식에 대한 정보를 수집합니다. 또한 회원님이 연락처 정보(예를 들어 주소록, 통화 로그 또는 SMS 로그 기록)를 기기에서 업로드, 동기화 또는 가져오기로 선택 하는 경우 해당 연락처 정보를 수집합니다. 이 연락처 정보는 회원님 및 다른 사람들이 알 수도 있는 사람들을 찾도록 돕고 아래 에 나열된 기타 목적을 위해 이용됩니다. 회원님의 이용. 저희는 회원님이 보거나 참여하는 콘텐츠의 유형, 사용하는 기능, 수행하는 행동, 교류하는 사람 또는 계정, 활동 시간, 빈도 및 기간 등 회원님이 Meta 제품을 이용하는 방법에 대한 정보를 수집합니다. 예를 들어 저희는 회원님이 Meta 제품을 이용한 시간, 마지막으로 이용한 시간, Meta 제품에서 확인한 게시물, 동영상 및 기타 콘텐츠를 기록합니다. 또한 저희는 회원님이 카메라와 같은 기능들을 사용하는 방법에 대한 정보도 수집합니다. Meta 제품에서 이뤄진 거래에 관한 정보. 회원님이 구매 또는 기타 금융 거래를 위해 Meta 제품을 이용하는 경우(예를 들어 게임 내에서 구매하거나 기부 하는 경우) 저희는 구매 또는 거래에 관한 정보를 수집합니다. 여기에는 신용카드 또는 직불카드 번호 및 기타 카드 정보, 기타 계정 및 인증 정보, 청구, 배송 및 연락처와 같은 결제 정보가 포함됩니다. 다른 사람의 활동 및 다른 사람이 회원님에 관해 제공한 정보. 또한 저희는 다른 사람이 Meta 제품을 이용할 때 그들이 제공하는 콘텐츠, 커뮤니케이션 및 정보를 수집하고 분석합니다. 여기에는 다른 사람이 언제 회원님의 사진을 공유하거나 회원님의 사진에 댓글을 남기는지, 언제 회원님에게 메시지를 보내는지, 언제 회원님의 연락처 정보를 업로드, 동기화 또는 가져오는지 등과 같은 회원님에 관한 정보가 포함될 수 있습니다. 기기 정보 아래에 설명된 바와 같이, 저희는 회원님이 사용하여 Facebook 제품과 통합되는 컴퓨터, 전화, 스마트 TV 및 기타 웹 연결 기기로부터, 그리고 해당 기기에 관한 정보를 수집하고, 회원님이 사용하는 여러 기기에 이 정보를 결합합니다. 예를 들어 저희는 회원님의 휴대폰에서 Facebook 제품 이용에 관해 수집한 정보를 이용하여, 회원님이 노트북이나 태블릿과 같은 다른 기기에서 Facebook 제품을 이용할 때 보게 되는 콘텐츠( 광고 포함) 또는 기능을 회원님에게 맞춤화하거나, 다른 기기에서 회원님의 휴대폰에 표시된 광고에 대한 회원님의 반응 여부를 측정합니다. 이러한 기기로부터 얻는 정보는 다음과 같습니다. 기기 속성: 운영 체제, 하드웨어 및 소프트웨어 버전, 배터리 잔량, 신호 강도, 사용 가능한 저장 공간, 브라우저 유형, 앱 및 파일 이름 및 유형, 플러그인 등의 정보. 기기 작업: 창이 전면 또는 백그라운드에 있는지 여부, 마우스 움직임(인간과 봇을 구분하는 데 도움이 될 수 있음) 등 기기에서 수행되는 작업 및 동작에 관한 정보. 식별자: 고유 식별자, 기기 ID 및 기타 식별자. 기타 식별자의 예로는 회원님이 이용하는 게임, 앱 또는 계정 등의 식별자 및 가족 기기 ID(또는 동일한 기기나 계정과 관련된 Meta Company 제품 에 고유한 기타 식별자)가 있습니다. 기기 신호: Bluetooth 신호 및 근처 Wi-Fi 액세스 포인트, 비콘 및 셀 타워에 관한 정보. 기기 설정 데이터: GPS 위치, 카메라 또는 사진에 대한 액세스 등 회원님의 기기 설정을 활성화하여 Meta가 수신할 수 있도록 허가한 정보. 네트워크 및 연결: 이동통신사 또는 ISP 명칭, 언어, 시간대, 휴대폰 번호, IP 주소, 연결 속도 및 때로는 가까이 있거나 회원님의 네트워크에 있는 다른 기기에 관한 정보. 이를 통해 Meta는 휴대폰에서 TV로 동영상을 스트리밍 하는 등의 작업을 지원할 수 있습니다. 쿠키 데이터: 쿠키 ID 및 설정을 포함하여 기기에 저장된 쿠키 데이터. 쿠키 사용에 관한 자세한 내용은 Facebook 쿠키 정책 및 Instagram 쿠키 정책 에서 알아보세요. 파트너가 제공하는 정보. 광고주, 앱 개발자 및 퍼블리셔는 이들이 사용하는 Meta 비즈니스 도구 , 즉 저희의 소셜 플러그인(예: '좋아요' 버튼), Facebook 로그인, 저희 API와 SDK 또는 Meta 픽셀 을 통해 저희로 정보를 제공할 수 있습니다. 이 파트너들은 회원님의 저희 계정 보유 여부 또는 저희 제품 로그인 여부와 관계없이 Meta 제품 밖에서의 회원님의 활동에 대한 정보(회원님의 기기, 회원님이 방문한 웹사이트, 회원님의 구매 내역, 회원님에게 표시되는 광고 및 회원님이 해당 파트너들의 서비스를 사용한 방법에 관한 정보 포함)를 제공합니다. 예를 들어, 게임 개발자는 저희 API를 사용하여 저희에게 회원님이 플레이하는 게임에 대해 알려줄 수 있고, 비즈니스는 회원님이 해당 비즈니스의 스토어에서 구매한 제품에 대해 알려줄 수 있습니다. 또한 저희는 회원님의 정보를 저희에게 제공할 권리가 있는 제3자 데이터 제공업체로부터 회원님의 온라인 및 오프라인 활동과 구매에 관한 정보를 받습니다. 회원님이 파트너를 방문하거나 파트너 서비스를 이용할 때 또는 파트너와 제휴한 제3자를 통해 서비스를 이용할 때 회원님의 데이터를 파트너가 받게 됩니다. 저희는 각 파트너에게 회원님의 데이터를 수집하고, 사용하고, 공유할 수 있는 합법적 권한을 획득한 후에 저희에게 데이터를 제공할 것을 요구합니다. 저희에게 데이터를 제공하는 파트너의 유형에 대해 자세히 알아보세요 . Meta 비즈니스 도구와 관련하여 저희의 쿠키 사용에 대한 자세한 내용은 Facebook 쿠키 정책 및 Instagram 쿠키 정책 을 참조하시기 바랍니다. II. 저희가 정보를 활용하는 방법 저희는 (회원님이 동의할 경우) 아래에 설명된 바와 같이 보유한 정보를 이용하며, Meta 약관 및 Instagram 약관 에 설명된 Meta 제품 및 관련 서비스를 제공하고 지원합니다. 방법은 다음과 같습니다. Facebook 제품의 제공, 맞춤화 및 개선. 저희는 Meta 제품을 제공하기 위해 보유한 정보를 이용합니다. Meta 제품을 제공하는 데는 기능 및 콘텐츠(귀사 광고, Facebook 뉴스피드 , Instagram 피드 및 Instagram 스토리 포함)를 맞춤화하고 Meta 제품 안팎에서 회원님이 관심을 가질 만한 그룹 또는 이벤트 나 팔로우할 만한 주제 등을 추천하는 것이 포함됩니다. 회원님을 위해 특별하고 관련성 있는 맞춤화된 Meta 제품을 만들기 위해, 저희는 수집한 데이터와 회원님 및 다른 사람으로부터 얻은 정보(회원님이 제공하기로 선택한 특별 보호 데이터 포함)에 기초한 회원님의 관계, 기호, 관심사 및 활동, 회원님이 Meta 제품을 이용하고 상호 작용하는 방법, Meta 제품 안팎에서 회원님과 연결되어 있거나 회원님이 관심 있는 사람, 장소 또는 사물에 관한 정보를 이용합니다. Meta 제품의 기능, 콘텐츠, 추천을 포함하여 Facebook과 Instagram에서 개인에게 맞춤화된 경험을 제공하기 위해 저희가 회원님에 관한 정보를 어떻게 사용하는지 자세히 알아보세요. 또한 회원님에게 표시되는 광고 를 선택하는 방법도 자세히 알아볼 수 있습니다. Meta 제품 및 기기의 정보: 저희는 여러 Meta 제품 및 기기 활동에 관한 정보를 연결하여 회원님이 사용하는 모든 Meta 제품에 대해, 어디서 해당 제품을 이용하는지에 관계없이 더욱 맞춤화되고 일관된 경험을 제공합니다. 예를 들어 Instagram에서 회원님이 팔로우하거나 Messenger로 커뮤니케이션하는 사람들이 속한 Facebook 그룹에 가입할 것을 추천할 수 있습니다. 또한 예를 들어 다른 Meta 제품의 계정에 가입할 때 기존 Meta 제품의 등록 정보(전화번호 등)를 자동으로 기입하는 등 회원님에게 더욱 원활한 경험을 제공할 수도 있습니다. 위치 관련 정보: 저희는 회원님 및 다른 사람들에게 광고를 포함한 Meta 제품을 제공하고, 맞춤화하고, 개선하기 위해 위치 관련 정보 (예: 회원님의 현재 위치, 거주 지역, 가고 싶은 장소, 주변에 있는 비즈니스 및 사람)를 이용합니다. 위치 관련 정보는 정확한 기기 위치(수집을 허용한 경우), IP 주소 및 회원님 및 다른 사람이 Meta 제품을 이용하여 발생하는 정보(예를 들어 체크인 또는 참석 이벤트)와 같은 사항을 기반으로 할 수 있습니다. 제품 연구 및 개발: 저희는 보유한 정보를 이용하여 설문조사 및 리서치를 수행하고 새로운 제품과 기능을 테스트하며 문제를 해결함으로써 Meta 제품을 개발, 테스트 및 개선합니다. 광고 및 기타 홍보 콘텐츠: 저희는 보유한 정보(회원님의 관심사, 행동 및 관계에 관한 정보를 포함)를 이용하여 광고, 쿠폰 및 회원님에게 표시되는 기타 홍보 콘텐츠를 선택하고 맞춤화합니다. 저희가 광고를 선택하고 맞춤화하는 방법 , 광고 및 기타 홍보 콘텐츠를 선택하기 위해 사용한 데이터에 관한 회원님의 선택 사항을 Facebook 설정 및 Instagram 설정 에서 자세히 알아보세요. 측정, 분석 및 기타 비즈니스 서비스 제공. 저희는 보유한 정보(방문한 웹사이트 및 광고 등 Facebook 제품 밖에서의 활동 포함)를 이용하여 광고주 및 기타 파트너가 광고 및 서비스의 성과와 배포를 측정하고 해당 서비스를 사용하는 사람들의 유형 및 사람들이 웹사이트, 앱, 서비스와 상호 작용하는 방식을 파악할 수 있도록 지원합니다. 이러한 파트너와 정보를 공유하는 방법에 대해 알아보세요 . 안전, 진실성 및 보안 강화. 저희는 보유한 정보를 이용하여 계정 및 활동을 확인하고, 유해 행위를 방지하며, 스팸 및 기타 부정적인 경험을 감지 및 방지하고, 제품의 무결성을 유지하며, Meta 제품 안팎의 안전 및 보안을 강화합니다. 예를 들어 저희는 보유한 데이터를 이용하여 의심스러운 활동 또는 저희 약관이나 정책 위반을 조사하거나 누군가에게 도움이 필요한 시점을 감지 합니다. 자세히 알아보려면 Facebook 보안 고객 센터 및 Instagram 보안 팁 을 방문하세요. 회원님과의 커뮤니케이션. 저희는 보유한 데이터를 이용하여 회원님에게 마케팅 자료를 제공하고 Facebook 제품에 관해 커뮤니케이션하며, Facebook 정책 및 약관에 대한 내용을 알려 드립니다. 또한 저희는 회원님의 정보를 이용하여 회원님의 연락에 대응합니다. 사회적 공익 연구 및 혁신. 저희는 보유한 정보(저희와 협업하는 연구 파트너의 정보 포함)를 이용하여 일반 사회 복지, 기술 발전, 공익, 보건 및 복지에 관한 주제의 연구 와 혁신을 진행하며, 이를 지원합니다. 예를 들어, 위기 상황 시 저희가 보유한 이동 패턴 정보를 분석하여 구호 활동을 지원합니다. Facebook 연구 프로그램에 대해 자세히 알아보세요 . III. 정보 공유 방법 회원님의 정보는 다음 방법으로 다른 사람들과 공유됩니다. Meta 제품에서 공유 회원님이 공유하고 커뮤니케이션하는 사람 및 계정 회원님은 Facebook 제품을 이용하여 공유 또는 커뮤니케이션할 때 공유할 내용에 대한 공개 대상을 선택 합니다. 예를 들어 회원님은 Facebook에 게시물을 포스팅할 때 그룹, 모든 친구, 전체 공개 또는 맞춤 설정한 리스트에 있는 사람 등 게시물에 대한 공개 대상을 선택합니다. 마찬가지로, 회원님이 Messenger 또는 Instagram을 사용하여 사람 또는 비즈니스와 커뮤니케이션할 때 해당 사람 및 비즈니스는 회원님이 전송하는 콘텐츠를 볼 수 있습니다. 회원님의 네트워크는 회원님이 Meta 제품에서 취한 행동(광고 및 홍보 콘텐츠 참여 포함)을 볼 수도 있습니다. 또한 저희는 다른 계정이 해당 계정의 Facebook 또는 Instagram 스토리를 누가 조회했는지 볼 수 있도록 허용합니다. 공개 정보 는 계정이 없는 경우를 포함하여 Facebook 제품 안팎에서 누구든지 볼 수 있습니다. 여기에는 Instagram 사용자 이름, 공개 대상과 공유하는 모든 정보, 회원님 Facebook 공개 프로필 에 있는 정보, Facebook 페이지에서 공유하는 콘텐츠, Instagram 공개 계정 또는 Facebook Marketplace 와 같은 기타 공개 포럼에서 공유하는 콘텐츠가 포함됩니다. 회원님, Facebook과 Instagram을 사용하는 다른 사람들 그리고 저희는 검색 결과 또는 도구 및 API를 통해 Meta 제품(Meta Company 제품 포함) 안팎에 있는 모든 사람에게 공개 정보에 대한 액세스 권한을 제공하거나 해당 공개 정보를 전송할 수 있습니다. 공개 정보는 검색 엔진, API 같은 제3자 서비스, TV 같은 오프라인 매체와 앱, 웹사이트, 저희 제품과 통합된 기타 서비스를 통해 보거나 액세스하거나 다시 공유하거나 다운로드할 수도 있습니다. 공개 정보 및 Facebook 과 Instagram 에서 공개 범위를 설정하는 방법에 대해 자세히 알아보세요. 다른 사람이 회원님과 공유하거나 다시 공유한 콘텐츠 Meta 제품에서 회원님의 활동을 볼 수 있는 사람들은 Meta 제품 안팎에서 다른 사람들(회원님이 공유한 공개 대상 이외의 사람들과 비즈니스 포함)과 이를 공유할지 여부를 선택할 수 있으므로, 회원님은 공유 대상을 선택할 때 이를 고려해야 합니다. 예를 들어 특정 친구 또는 계정에 게시물을 공유하거나 메시지를 전송할 때, 해당 친구 또는 계정은 직접 또는 Horizon 월드 같은 가상 현실 환경에서 콘텐츠를 다운로드하거나 스크린샷으로 캡처하거나 Meta 제품 안팎으로 다른 사람과 다시 공유할 수 있습니다. 또한 다른 사람의 게시물에 댓글을 달거나 공감할 때, 그 사람의 콘텐츠를 볼 수 있는 사람은 회원님의 댓글이나 공감 상태를 볼 수 있고 해당 콘텐츠를 게시한 사람은 나중에 공개 대상을 변경할 수 있습니다. 사람들은 Facebook 제품을 이용하여 회원님에 관한 콘텐츠를 만들고 원하는 공개 대상과 공유할 수도 있습니다. 예를 들어 스토리에 회원님의 사진을 공유하고, 게시물에 회원님의 위치를 언급하거나 태그하고, 게시물 또는 메시지에 회원님에 대한 정보를 공유할 수 있습니다. 다른 사람들이 Facebook 제품에서 회원님에 대해 공유한 내용에 불편함을 느낀다면 콘텐츠를 신고 하는 방법을 알아보실 수 있습니다. Meta 제품에서 회원님의 활동 상태 또는 존재에 관한 정보. 회원님의 네트워크에 있는 사람들은 Facebook 제품에 대한 회원님의 활동 여부( Instagram , Messenger 또는 Facebook에서 활동 상태인지, 언제 마지막으로 Facebook 제품을 이용하였는지 포함)를 알려주는 신호를 볼 수 있습니다. Meta 제품에 포함되어 있거나 서비스를 이용한 앱, 웹사이트 및 제3자 통합. Meta 제품을 이용하거나 Meta 제품에 통합된 타사 앱, 웹사이트 또는 기타 서비스를 이용할 경우 해당 타사에서 회원님이 게시하거나 공유한 내용에 관한 정보를 받을 수 있습니다. 예를 들어 Facebook 친구와 게임을 하거나 웹사이트에서 Facebook 댓글 달기 또는 공유하기 버튼을 사용하는 경우, 게임 개발자 또는 웹사이트는 게임 내 회원님의 활동에 대한 정보를 받거나 회원님이 Facebook에서 해당 웹사이트를 통해 공유한 댓글이나 링크에 관한 정보를 받을 수 있습니다. 또한 이러한 제3자 서비스를 다운로드하거나 사용할 때 해당 제3자는 Facebook의 공개 프로필 및 회원님이 해당 제3자에 공유한 모든 정보에 액세스할 수 있습니다. 회원님이 공유를 선택할 경우 회원님이 이용하는 앱과 웹사이트에서 Facebook 친구 리스트를 수신할 수 있습니다. 단, 회원님이 이용하는 앱과 웹사이트는 회원님의 Facebook 친구에 관한 기타 모든 정보 또는 회원님의 Instagram 팔로워에 관한 정보를 수신할 수 없습니다. 이는 회원님의 친구와 팔로워가 이 정보를 공유하도록 선택했더라도 마찬가지입니다. 이러한 제3자 서비스에서 수집되는 정보는 Facebook 약관 및 정책이 아닌 해당 제3자의 자체 약관 및 정책의 적용을 받습니다. Facebook 및 Instagram의 기본 버전을 제공하는 기기와 운영 체제(즉, 저희가 저희 자체의 앱을 개발하지 않은 기기와 운영 체제)는 저희 핵심 기능을 회원님에게 제공하기 위해 회원님의 친구가 회원님과 공유하는 정보를 포함하여 회원님이 공유하기로 선택하는 모든 정보에 액세스할 수 있습니다. 참고: 저희는 현재 남용을 방지하기 위해 개발자의 데이터 액세스 권한을 추가로 제한하고 있습니다. 예를 들어, 저희는 회원님이 3개월 동안 앱을 사용하지 않았고, 저희가 로그인을 변경하는 경우 회원님의 Facebook 및 Instagram에 대한 개발자의 액세스 권한을 삭제하며, 다음 버전에서 앱 검수 없이 앱에서 요청할 수 있는 데이터를 이름, Instagram 사용자 이름, 소개, 프로필 사진, 이메일 주소만 포함되도록 축소합니다. 더 많은 데이터를 요청하려면 저희의 허가를 받아야만 합니다. 새로운 소유자. Facebook 제품 또는 해당 자산의 전부 또는 일부에 대한 소유권 또는 운영권이 변경되는 경우, 저희는 회원님에 대한 정보를 새로운 소유주에게 제공할 수 있습니다. 제3자 파트너와 공유 저희는 Meta를 지원하고 Meta 제품을 제공하고 개선하는 데 도움을 주거나 Meta 비즈니스 도구를 사용하는 제3자 파트너와 협력하여 이들의 비즈니스를 성장시킴으로써 회사를 운영하고 전 세계 사람들에게 무료 서비스를 제공하고 있습니다. 저희는 회원님의 정보를 누구에게도 판매하지 않으며 앞으로도 판매하지 않을 것입니다. 저희는 또한 파트너가 저희가 제공한 데이터를 이용하고 공개하는 방법에 엄격한 제한을 가하고 있습니다. 저희가 정보를 공유하는 제3자의 유형은 다음과 같습니다. Meta 분석 서비스를 사용하는 파트너. 저희는 개인 및 비즈니스가 사람들이 Meta 제품 안팎의 게시물, 리스트, Facebook 페이지, 동영상 및 기타 콘텐츠에 참여하는 방식을 파악하는 데 참고할 수 있는 취합된 통계 및 인사이트를 제공합니다. 예를 들어 Facebook 페이지 관리자 및 Instagram 비즈니스 프로필은 게시물을 보거나, 게시물에 반응하거나, 댓글을 단 사람의 수에 관한 정보 외에도 취합된 인구 통계학적 특성 및 기타 계정 또는 Facebook 페이지와의 상호 작용을 파악하는 데 도움이 되는 정보를 받습니다. 광고주. 저희는 광고주에게 광고를 보는 사람들의 유형 및 광고 실적에 관한 보고서를 제공하지만 회원님을 개인적으로 식별하는 정보(회원님에게 연락하거나 식별하는 데 이용될 수 있는 이름 또는 이메일 주소 같은 정보)는 회원님이 허용하지 않는 한 공유하지 않습니다. 예를 들어 광고 타겟을 더 잘 파악할 수 있도록 광고주에게 일반적인 인구 통계학적 특성 및 관심사 정보(예: 마드리드에 거주하고 소프트웨어 엔지니어링을 좋아하는 25~34세 여성에게 해당 광고가 노출됨)를 제공합니다. 또한 어떠한 광고가 회원님의 구매나 광고주에 관한 행동을 하게 유도했는지 확인합니다. 측정 파트너. 저희는 회원님에 대한 정보를 수집하여 파트너에게 분석 및 측정 보고서를 제공하는 회사와 정보를 공유합니다. Meta 제품 안에서 상품 및 서비스를 제공하는 파트너. 회원님이 프리미엄 콘텐츠를 구독하거나 Facebook 제품 내 판매자로부터 상품을 구매하는 경우, 해당 콘텐츠 제작자 또는 판매자는 회원님이 공유하는 공개 정보 및 기타 정보 외에도 배송 및 연락처 세부 정보를 포함하여 거래를 완료하는 데 필요한 정보를 받을 수 있습니다. 벤더 및 서비스 공급자. 저희는 기술 인프라 서비스 제공, Facebook 제품 이용 방법 분석, 고객 서비스 제공, 결제 간소화 또는 설문 수행 등의 방법을 통해 Facebook 비즈니스를 지원하는 벤더 및 서비스 공급자에게 정보와 콘텐츠를 제공합니다. 연구원 및 학자. 또한 저희는 연구 파트너 및 학자 에게 정보와 콘텐츠를 제공하여, 그들이 Facebook의 비즈니스 또는 사명을 지원하는 학문과 혁신을 발전시키는 연구, 그리고 일반적인 사회 복지, 기술 발전, 공익, 건강 및 복지에 대한 발견 및 혁신을 향상시키는 연구를 수행할 수 있도록 합니다. 사법당국 또는 법적 요청. 저희는 아래에 명시된 상황에서 사법당국 또는 법적 요청에 대응하여 정보를 공유합니다. Facebook 설정 및 Instagram 설정 에서 회원님 또는 다른 사람이 제3자 파트너와 공유하는 정보를 설정하는 방법에 대해 자세히 알아보세요. IV. Meta Companies가 협력하는 방식 Facebook과 Instagram은 회원님이 사용하는 모든 Meta Company 제품 에서 혁신적이고 관련성이 있으며 일관적이고 안전한 환경을 제공하기 위해 Meta Companies (WhatsApp 및 Oculus 포함)와 인프라, 시스템 및 기술을 공유합니다. 또한 저희는 이러한 목적을 위해, 관련 법에서 허용하는 경우에 Meta Companies의 약관 및 정책에 따라 Meta Companies에서 회원님에 대한 정보를 처리합니다. 예를 들어 저희는 WhatsApp의 서비스에서 스팸을 보내는 계정에 대한 정보를 처리하여 Facebook, Instagram 또는 Messenger에서 해당 계정에 대해 적절한 조치를 취할 수 있습니다. 또한 저희는 다른 Meta Company 제품의 고유 사용자 수를 파악하는 등 사람들이 Meta Company 제품을 이용하고 상호 작용하는 방법을 파악하기 위해 노력하고 있습니다. V. 회원님의 정보를 관리 또는 삭제하는 방법 저희는 데이터 액세스, 수정, 복사 및 삭제 기능을 제공합니다. Facebook 설정 및 Instagram 설정 에서 자세히 알아보세요. 저희는 더 이상 Meta 서비스 및 Meta 제품을 제공할 필요가 없는 시점, 그리고 회원님의 계정이 삭제되는 시점 중 먼저 도달하는 시점까지만 데이터를 저장합니다. 이는 데이터의 성격, 수집 및 처리된 이유, 관련된 법적 또는 운영상 보존 필요성과 같은 요인에 따라 개별적으로 결정됩니다. 예를 들어 회원님이 Facebook에서 무언가를 검색할 때 언제든지 검색 기록에서 해당 검색어에 액세스하고 삭제할 수 있지만, 해당 검색어에 대한 로그는 6개월 후에 삭제됩니다. 회원님이 계정 확인을 위해 정부가 발행한 신분증명서 사본을 제출하는 경우 저희는 달리 명시하지 않는 한 검토 후 30일 이내에 해당 사본을 삭제합니다. 공유된 콘텐츠 및 소셜 플러그인을 통해 얻은 쿠키 데이터 삭제 에 대해 자세히 알아보세요. 계정을 삭제하면 회원님의 사진이나 상태 업데이트 등 회원님이 게시한 사항들이 삭제 되며 나중에 해당 정보를 복원할 수 없습니다. 다른 사람이 회원님에 대해 공유한 정보는 회원님의 계정에 포함되지 않으며 삭제되지 않습니다. 계정을 삭제하지 않고 제품 이용을 일시적으로 중단하려면 계정을 비활성화할 수 있습니다. 회원님의 계정을 삭제하려면 언제든지 Facebook 설정 및 Instagram 설정 을 방문하세요. VI. 법적 요청에 대한 대응과 피해 방지 Meta는 회원님의 정보에 액세스하고 이를 보존하며 규제 당국, 사법당국 또는 다른 사람들과 이 정보를 공유합니다. 법적인 요청(예: 수색 영장, 법원 명령서, 소환장 등)이 수반되고 법의 집행을 위해 필요하다고 판단될 경우. 여기에는 미국 외 지역 관할권에서의 법적 요청이 수반되고, 해당 관할권의 법에 의해 필요성이 인정되며, 그 지역 내의 사용자들에게 영향을 미침과 동시에 국제적으로 용인되는 기준에 부합한다고 판단될 때 해당 관할권의 요청을 받아들이는 경우가 포함됩니다. Meta가 필요성을 인정할 경우 사기, 제품의 권한 없는 사용, 약관 또는 정책 위반, 또는 기타 유해하거나 불법적인 활동을 감지 및 예방하고 이에 대처하는 조치, 조사 또는 규제 요구를 포함하여 Meta(권리, 자산 또는 제품), 회원님 또는 다른 사람을 보호하기 위한 조치, 생명을 보호하고 상해를 막기 위한 조치가 필요합니다. 예를 들어 관련성이 있는 경우 저희는 제품의 사기, 남용 및 기타 유해한 활동을 방지하기 위해 계정의 신뢰성에 대한 정보를 제3자 파트너와 주고받습니다. 저희 제품을 이용한 구매 활동과 관련된 금융 거래 데이터를 포함해 저희가 수집하는 회원님의 정보는 법적인 요청이나 의무, 정부 조사, 저희의 약관과 정책에 대한 잠재적 위반에 대한 조사의 대상이 되는 경우 또는 다른 피해를 방지하기 위한 목적으로 장기간 액세스 및 보관될 수 있습니다. 또한 약관 악용 사례 또는 기타 약관에 대한 위반 행위의 반복을 막기 위해 약관 위반으로 비활성화된 계정의 정보를 최소 1년 이상 보존합니다. VII. 글로벌 서비스의 일환으로 데이터를 운영하고 이전하는 방법 저희는 본 개인정보처리방침에 따라 전 세계적으로 정보를 공유하는바, Meta Companies 내부적으로 정보를 공유하고, 외부적으로 저희의 파트너, 그리고 회원님이 연결하고 공유하는 대상과도 정보를 공유합니다. 예를 들어 회원님의 정보는 본 정책에 설명된 목적을 위해 미국 또는 회원님이 거주하는 지역 이외의 기타 국가로 이전 또는 전송되거나 이들 국가에서 저장 및 처리될 수 있습니다. 이러한 데이터 이전은 Meta 약관 및 Instagram 약관 에 명시된 서비스를 제공하고 저희 제품을 전 세계적으로 운영하며 회원님에게 제공하기 위해 필요합니다. 저희는 표준 계약 조항 을 활용하고, 해당할 경우 특정 국가에 대한 유럽연합 집행위원회의 적정성 결정 을 따르며, 미국 및 기타 국가로의 데이터 이전에 대해 회원님의 동의를 받습니다. VIII. 개인정보처리방침 변경 사항에 대한 안내 저희는 본 정책을 변경하기 전에 회원님에게 알리고, 회원님이 Facebook 제품 이용을 계속하기 전에 회원님에게 변경된 정책을 검토할 기회를 제공할 것입니다. 대한민국 개인정보 보호 고지사항 저희의 대한민국 개인정보 보호 고지사항 을 확인하여 회원님이 행사할 수 있는 개인정보 보호 권리, 저희가 회원님의 정보를 공유하는 제3자에 관한 상세 정보 및 기타 사항에 대해 자세히 알아보세요. IX. Meta에 문의하는 방법 Facebook 또는 Instagram 의 개인정보처리방침을 자세히 알아보세요. 본 정책에 관해 궁금하신 점이 있으면 아래에 설명된 바와 같이 Meta에 문의하실 수 있습니다. Meta Platforms, Inc.는 대한민국 사용자의 개인정보 관련 고충에 관한 문의를 위해 Privacy Agent Korea Co., Ltd.를 국내 대리인으로 지정하였습니다. 국내대리인에게 온라인 , 전화나 우편 또는 이메일로 문의하실 수 있습니다. Privacy Agent Korea Co., Ltd. ATTN: 대표이사 박천희 서울특별시 종로구 새문안로5가길 28 전화: 02-737-0455 저희는 Meta 개인정보처리방침 및 업무 방식에 관하여 회원님과 분쟁이 있을 경우 TrustArc를 통해 해결할 수 있습니다. 이에 관하여는 TrustArc의 웹사이트 를 통해 TrustArc에 문의하세요. 다음과 같은 방법으로 문의할 수 있습니다. 온라인 또는 우편 문의: Meta Platforms, Inc. ATTN: Privacy Operations 1601 Willow Road Menlo Park, CA 94025 최종 수정일: 2022년 1월 4일 Facebook의 데이터 정책에 동의합니다 서비스 약관 Meta 서비스 약관이 개정됩니다. 이 개정 사항은 2025년 1월 1일부터 적용됩니다. 새로운 약관을 읽어보세요 . Meta는 사람들이 서로 교류하고 커뮤니티를 만들며 비즈니스를 성장시킬 수 있는 기술과 서비스를 개발합니다. (본 약관이 아닌) 별도의 약관이 적용된다고 명시되어 있지 않은 한, 본 약관은 회원님의 Facebook, Messenger 및 기타 저희가 제공하는 제품, 기능, 앱, 서비스, 기술, 소프트웨어( Meta 제품 또는 제품 ) 이용에 적용됩니다. 해당 제품은 Meta Platforms, Inc.가 회원님에게 제공합니다. 달리 명시된 경우를 제외하고 저희는 회원님에게 Facebook 또는 기타 본 약관이 적용되는 제품 및 서비스의 사용료를 청구하지 않습니다. 그 대신, 비즈니스와 단체 및 다른 사람이 저희에게 그들의 제품 및 서비스 광고를 회원님에게 보여드리도록 비용을 지불합니다. 저희 제품을 이용함으로써 회원님은 저희가 회원님 및 회원님의 관심사와 관련 있을 수 있다고 생각하는 광고를 보여주는 것에 동의하게 됩니다. 저희는 회원님의 개인정보를 이용하여 회원님에게 보여드릴 맞춤형 광고를 결정합니다. 저희는 회원님의 개인정보를 광고주에게 판매하지 않으며, 회원님이 저희에게 특정 허락을 제공하지 않는 한 회원님을 직접 식별할 수 있는 정보(예를 들어 이름, 이메일 주소 또는 기타 연락처 정보)를 광고주에게 공유하지 않습니다. 대신 광고주는 광고를 노출하기를 원하는 타겟과 같은 정보를 저희에게 알려줄 수 있고, 저희는 관심이 있을 만한 사람에게 해당 광고를 노출합니다. 저희는 사람들이 광고주의 콘텐츠와 어떻게 상호작용하고 있는지를 이해할 수 있도록 광고주에게 광고 성과 보고서를 제공합니다. 본 약관에 따라 맞춤형 광고가 Meta 제품에서 작동하는 방식에 대해 더 알아보려면 아래 제2조를 참조하세요. 저희의 개인정보처리방침 에는 저희가 회원님에게 보여드릴 광고를 결정하고 아래 설명된 기타 모든 서비스를 제공하기 위해 회원님의 개인정보를 어떻게 수집하고 이용하는지가 설명되어 있습니다. 회원님은 또한 관련 Meta 제품의 설정 페이지에서 저희가 회원님의 데이터를 이용하는 방식에 관해 회원님이 선택할 수 있는 개인정보 설정을 언제든지 검토할 수 있습니다. 1. 저희가 제공하는 서비스 저희의 사명은 사람들이 커뮤니티를 이룰 수 있도록 하여 전 세계를 더욱 가까워지게 만드는 것입니다. 저희는 이를 실현하기 위해 회원님에게 아래에 설명된 제품과 서비스를 제공합니다: 맞춤화된 경험을 제공합니다. Facebook 뉴스피드나 저희의 동영상 플랫폼에 표시되는 게시물, 스토리, 이벤트, 광고 및 기타 콘텐츠부터 회원님이 팔로우하는 Facebook 페이지 및 회원님이 이용할 만한 기타 기능(예: Facebook Marketplace, 검색)에 이르기까지 회원님만을 위한 Facebook을 경험하실 수 있습니다. 예를 들어 회원님이 만드는 관계, 회원님이 선택하는 옵션 및 설정 사항, 회원님이 제품 내외에서 공유하고 활동하는 사항과 같은 데이터를 이용하여 회원님의 경험을 맞춤화합니다. 회원님을 회원님에게 중요한 사람 및 단체와 연결합니다. 저희는 회원님이 이용하는 여러 Meta 제품에서 회원님에게 중요한 사람, 그룹, 비즈니스, 단체 및 다양한 다른 사항들을 찾고 연결할 수 있도록 지원합니다. 저희는 회원님과 다른 사람들에게 제안(예: 가입할 그룹, 참석할 이벤트, 팔로우하거나 메시지를 보낼 Facebook 페이지, 시청할 프로그램 및 친구를 맺고 싶을 만한 사람 제안)하기 위해 데이터를 이용합니다. 더 친밀한 관계는 더 나은 커뮤니티를 만듭니다. 저희는 사람들이 본인이 관심 있는 사람, 그룹 및 단체와 연결될 때 저희 서비스가 가장 가치 있다고 믿습니다. 회원님이 자신을 표현하고 회원님이 중요하게 생각하는 것을 나눌 수 있도록 합니다. Facebook에서 회원님이 자신을 표현하고, 중요하게 생각하는 것을 친구와 가족, 다른 사람들과 나누는 방법에는 여러 가지(예: 여러 Meta 제품에서 회원님의 설정에 따라 상태 업데이트, 사진, 동영상 및 스토리 공유, 친구 또는 여러 사람에게 메시지 전송, 음성 또는 영상 통화 걸기, 이벤트 또는 그룹 생성, 프로필에 콘텐츠 추가, 다른 사람이 회원님의 콘텐츠에 참여하는 방식에 관한 인사이트 표시)가 있습니다. 또한 저희는 사람들이 증강 현실 및 360도 동영상과 같은 기술을 이용하여 Meta 제품에서 더욱 풍부하고 흥미로운 콘텐츠를 만들고 공유할 수 있도록 새로운 방법들을 개발해 왔고 또 계속해서 개발하고 있습니다. 회원님이 관심을 가질 만한 콘텐츠, 제품 및 서비스를 찾을 수 있도록 지원합니다. 저희는 Facebook 및 기타 Meta 제품을 이용 중인 많은 비즈니스와 단체가 제공하는 콘텐츠, 제품 및 서비스를 발견하는 데 도움이 되는 맞춤형 광고, 제안 및 기타 광고 콘텐츠 또는 커머스 콘텐츠를 회원님에게 보여드립니다. 자세한 내용은 아래 제2조를 참조하시기 바랍니다. 저희 서비스의 안전, 보안 및 무결성을 향상하고, 유해 행위를 방지하고, 사용자 커뮤니티를 안전하게 보호합니다. 사람들은 자신이 안전하고 보호받고 있다고 느껴야만 Meta 제품에서 커뮤니티를 형성합니다. 저희는 저희 제품 및 서비스의 보안(가용성, 신뢰성, 무결성 및 기밀성 포함)을 유지하기 위해 노력합니다. 저희는 전 세계에 전담팀을 두고 외부 서비스 제공업체, 파트너 및 관련 단체와 협업하며 저희 제품의 잠재적 오용, 타인에 대한 유해 행위, 그리고 저희의 잠재적인 위반 콘텐츠 사용자 신고에 대한 응답을 포함하여 저희가 저희의 커뮤니티를 지원하거나 보호하는데 도움이 될 수 있는 상황을 감지하기 위해 최첨단 기술 시스템을 개발합니다. 저희는 이러한 콘텐츠 또는 행위를 발견하는 경우, 저희의 평가를 기반으로 알림 전송, 도움 제공, 콘텐츠 삭제, 특정 기능에 대한 접근 차단 또는 제한, 계정 비활성화 또는 사법당국에 연락 등 적절한 조치를 취할 것입니다. 저희는 저희 제품을 이용하는 사람의 오용 또는 유해 행위를 감지한 경우 또는 Meta 제품, 사용자 및 커뮤니티를 안전하게 보호하기 위해 Meta Companies 사이에 데이터를 공유합니다. 예를 들어, 저희는 금융 상품 및 서비스를 제공하는 Meta Companies와 정보를 공유하여 해당 회사의 안전, 보안, 무결성 향상과 관련 법률 준수를 돕습니다. Meta는 법률에 의해 요구되거나 허용된다는 선의의 믿음이 있는 경우 회원님에 관하여 수집한 정보를 액세스, 보존, 이용 및 공유할 수 있습니다. 자세한 내용은 저희 개인정보처리방침 을 참고하세요. 경우에 따라 감독위원회가 위원회 약관 및 정관에 따라 저희의 결정을 검토할 수 있습니다. 자세한 내용은 여기 에서 알아보세요. 모든 사람에게 안전하고 실용적인 서비스를 제공하기 위해 최첨단 기술을 사용하고 개발합니다. 저희는 사람들이 신체적 능력이나 지리적 위치와 관계없이 안전하게 저희의 제품을 이용할 수 있도록 인공 지능, 머신 러닝 시스템 및 증강 현실과 같은 최첨단 기술을 이용하고 개발하고 있습니다. 예를 들어, 이러한 기술은 시각 장애가 있는 사람들이 Facebook이나 Instagram에서 공유된 사진 또는 동영상에 무엇이 있는지, 누가 있는지 파악할 수 있도록 도움을 줍니다. 또한 인터넷 접속이 원활하지 않은 지역에서도 보다 많은 사람들이 인터넷을 이용할 수 있도록 첨단 네트워크 및 통신 기술을 구축하고 있습니다. 뿐만 아니라 저희는 저희 커뮤니티 및 제품의 무결성을 손상시킬 수 있는 유해하고 위험한 활동을 감지하여 삭제하는 기능을 개선하기 위해 자동화 시스템을 개발합니다. 저희의 서비스를 향상하기 위한 방법을 연구합니다. 저희는 저희 제품의 개발, 테스트 및 개선을 위한 연구를 진행합니다. 여기에는 설문 조사를 실시하고 새로운 기능의 테스트 및 문제 해결을 진행하는 등의 방법으로 저희가 보유한 사용자 데이터를 분석하며, 사람들이 저희의 제품을 이용하는 방식을 이해하는 작업이 포함됩니다. 저희의 개인정보처리방침 에는 저희가 저희 서비스를 개발하고 개선할 목적으로 이 연구를 지원하기 위해 데이터를 이용하는 방식이 설명되어 있습니다. Meta Company 제품 전반에 걸쳐 일관되고 원활한 경험을 제공합니다. 저희의 제품은 회원님에게 중요한 사람, 그룹, 비즈니스, 단체, 다른 사항을 찾고 연결할 수 있도록 지원합니다. 저희는 회원님이 이용하는 다양한 Meta Company 제품 에 걸쳐 일관되고 원활한 경험이 이뤄지도록 저희 시스템을 설계합니다. 예를 들어 회원님이 Facebook에서 소통하는 사람들에 대한 데이터를 이용해 Instagram 또는 Messenger에서도 쉽게 그들과 연결할 수 있도록 지원하며, Messenger를 통해 Facebook에서 팔로우하는 비즈니스와 소통할 수 있도록 지원합니다. 저희 서비스 이용에 대한 보장: 글로벌 서비스를 운영하고 회원님이 전 세계의 사람들과 연결될 수 있도록 하기 위하여, 저희는 회원님의 거주 국가 이외의 지역을 비롯하여 전 세계 데이터 센터, 파트너, 서비스 제공업체, 공급업체 및 시스템에 콘텐츠와 데이터를 이전, 저장, 배포해야 합니다. 저희 서비스를 제공하기 위해서는 본 글로벌 인프라의 이용이 필수적입니다. 이 인프라는 Meta Platforms, Inc., Meta Platforms Ireland Limited 또는 그 계열사가 소유, 운영하거나 통제할 수 있습니다. 2. Meta 서비스를 위한 자금 조달 방식 Facebook과 기타 저희가 제공하는 제품 및 서비스의 사용료를 지불하지 않는 대신, 회원님은 본 약관이 적용되는 Meta 제품을 이용함으로써 비즈니스 및 단체들이 Meta Company 제품 내외에서 홍보를 위해 저희에게 비용을 지불한 맞춤형 광고 및 기타 상업적 콘텐츠와 홍보 콘텐츠를 보게 될 수 있다는 데 동의합니다. 저희는 회원님과 보다 관련성이 높을 수 있는 맞춤형 광고 및 홍보 콘텐츠를 보여드리기 위해 회원님의 활동 및 관심사에 대한 정보 등 회원님의 개인정보를 이용합니다. 개인정보 보호는 저희가 저희의 맞춤형 광고 시스템을 설계할 때 핵심적으로 고려해온 사안입니다. 즉, 저희는 광고주에게 회원님의 신원을 알리지 않고도 회원님에게 회원님과 관련 있고 유용한 광고를 보여드릴 수 있습니다. 저희는 회원님의 개인정보를 판매하지 않습니다. 저희는 광고주로 하여금 저희에게 그들의 비즈니스 목표, 광고 타게팅 대상(예: 사이클링을 좋아하는 18~35세 사이의 사람) 등을 알려줄 수 있도록 합니다. 저희는 그런 다음 해당 광고에 관심이 있을 만하다고 생각하는 사람에게 광고를 노출합니다. 저희는 또한 사람들이 Meta 제품 내외에서 광고주의 콘텐츠와 어떻게 상호작용하고 있는지 광고주들이 이해할 수 있도록 광고주들에게 광고의 성과 보고서를 제공합니다. 예를 들어 광고 타겟을 더 잘 파악할 수 있도록 광고주에게 일반적인 인구 통계학적 특성 및 관심사 정보(예: 마드리드에 거주하고 소프트웨어 엔지니어링을 좋아하는 25~34세 여성이 해당 광고를 보았음)를 제공합니다. 저희는 회원님이 구체적으로 허락하지 않는 한 회원님을 직접적으로 식별할 수 있는 정보(이름 또는 이메일 주소와 같이 그 정보만으로 회원님에게 연락을 취하는 데 이용될 수 있거나 회원님을 식별할 수 있는 정보)를 공유하지 않습니다. 여기 에서 Meta 광고의 작동 원리에 대해 자세히 알아보세요. 저희는 위에 명시된 서비스를 회원님께 제공하기 위해 회원님의 개인정보를 수집하고 이용합니다. 저희의 개인정보처리방침 에서 저희의 데이터 수집 및 이용 방법에 대해 자세히 알아볼 수 있습니다. 회원님은 회원님이 보게 되는 광고와 광고주의 유형, 저희가 회원님에게 보여드릴 광고를 결정하기 위해 이용하는 정보의 유형을 통제할 수 있습니다. 더 알아보기. 3. Facebook 및 커뮤니티에 대한 약속 저희는 저희의 사명을 실현하기 위해 회원님 및 다른 사람들에게 본 서비스를 제공합니다. 이에 대해 회원님은 다음과 같은 약속을 해야 합니다. Facebook을 이용할 수 있는 사람 사람들이 각자의 의견과 행동에 대한 책임을 질 때 Facebook 커뮤니티는 더 안전하고 신뢰할 수 있는 공간이 됩니다. 이러한 이유로 회원님은 다음 사항을 준수해야 합니다. 일상생활에서 사용하는 것과 동일한 이름을 계정에 제공해야 합니다. 회원님에 관한 정확한 정보를 제공해야 합니다. 계정(본인 계정)은 하나만 만들고 개인적인 용도로 이용해야 합니다. 비밀번호를 공유하거나, 회원님의 Facebook 계정에 대한 접근 권한을 다른 사람에게 부 | 2026-01-13T08:48:22 |
https://topenddevs.com/podcasts/adventures-in-machine-learning/episodes/strategies-for-improving-code-quality-and-maintenance-in-the-python-environment-ml-140 | Strategies for Improving Code Quality and Maintenance in the Python Environment - ML 140 - Adventures in Machine Learning - Top End Devs Top End Devs Home Podcasts Screencasts Courses Blogs Summits Meetups search-modal#open" aria-label="Search"> Sign In Sign Up search-modal#close"> Search search-modal#close"> search-modal#search" data-turbo-frame="search-results" data-turbo="true" class="space-y-4" action="/search" method="get"> Content Type All Episodes Podcasts Screencasts Lessons Courses Blog Authors Meetups Use semantic search (recommended) Search Trending Now What’s New in React 19.2: Compiler, Activity, and the Future of Async React - JSJ 670 JavaScript Jabber Can You Really Trust AI-Generated Code? - JSJ 699 JavaScript Jabber Autogenetic AI Agents and the Future of Ruby Development - RUBY 682 Ruby Rogues Popular Searches search-modal#fillSearch" data-search-term="podcast"> Podcast search-modal#fillSearch" data-search-term="episode"> Episode search-modal#fillSearch" data-search-term="author"> Author search-modal#fillSearch" data-search-term="meetup"> Meetup search-modal#fillSearch" data-search-term="series"> Series Back to Adventures in Machine Learning RSS Feed Spotify Apple Podcasts YouTube Amazon Music Strategies for Improving Code Quality and Maintenance in the Python Environment - ML 140 Published: January 25, 2024 Download Strategies for Improving Code Quality and Maintenance in the Python Environment - ML 140 0:00 audio-player#clickProgressBar touchstart->audio-player#clickProgressBar touchmove->audio-player#clickProgressBar" data-audio-player-target="progressBar"> 0:00 audio-player#skipBackward"> audio-player#togglePlayPause" data-audio-player-target="playPauseButton"> audio-player#skipForward"> audio-player#changeVolume" type="range" min="0" max="1" step="0.01" value="1" /> Playback Speed: audio-player#changePlaybackSpeed"> 0.5x 0.75x 1x 1.25x 1.5x 2x Created by: Ben Wilson • Michael Berk Show Notes Ben and Michael delve into the crucial aspects of coding, culture, and collaboration. From the importance of proper formatting and consistency in Python code to the challenges of changing organizational culture, they explore the impact of code quality on team dynamics and project success. They emphasize empathy, communication, and the power of a positive vision to drive change. Tune in to gain insights on tackling diverse problems, the role of documentation, and the significance of modularization in codebases. Join them as they navigate the world of development and seek to create a positive work environment where clear, understandable code thrives. Sponsors Chuck's Resume Template Developer Book Club starting Become a Top 1% Dev with a Top End Devs Membership © 2026 2022 Intentional Excellence Productions, LLC. All rights reserved. | 2026-01-13T08:48:22 |
https://www.fine.dev/blog/bolt-vs-v0 | Comparing Bolt.new and v0 by Vercel: Which AI-Powered Development Tool Suits Your Startup? Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing <- Go Back Comparing Bolt.new and v0 by Vercel: Which AI-Powered Development Tool Suits Your Startup? Every second counts. Choose the wrong AI-powered development platform, and you risk burnout. We'll compare two key tools—Bolt.new and v0 by Vercel—then introduce Fine , the alternative that might be just what you need. Table of Contents Introduction: Setting the Stage Overview of Bolt.new and v0 by Vercel Comparative Analysis The Hidden Gaps Enter Fine: The Startup’s Secret Weapon Call to Action: Try Fine Today Conclusion Bibliography Overview of Bolt.new and v0 by Vercel Bolt.new What It Is: Bolt.new is an AI-powered full-stack development platform that operates directly within your browser. Designed to streamline the development process, Bolt.new leverages artificial intelligence to facilitate rapid app creation without the traditional overhead. Key Features: Generates and Runs Multi-Page Apps: Create complex, multi-page applications effortlessly. Uses Natural Language Prompts: Interact with the platform using simple natural language commands, making development more intuitive. One-Click Deployment: Deploy your applications with a single click, reducing the time from development to production. Strengths: Bolt.new excels in rapid prototyping and easy scaling. Its AI-driven approach enables developers, especially those just starting out, to quickly iterate on ideas and scale applications as user demands grow, all within a user-friendly interface. v0 by Vercel What It Is: v0 by Vercel is an AI-driven UI generator tailored specifically for React and Tailwind CSS. It focuses on enhancing the front-end development experience, making it easier to create visually appealing and responsive user interfaces. Key Features: Generates React Components from Natural Language: Describe the UI you want, and v0 will generate the corresponding React components. Seamless Next.js and Tailwind Integration: Built to work flawlessly with Next.js and Tailwind CSS, ensuring your projects maintain consistency and scalability. AI SDK 3.0 for Real-Time UI Rendering: Leverage the latest AI SDK to render UIs in real-time, facilitating immediate feedback and adjustments. Strengths: v0 is particularly beneficial for those deploying their front-end via Vercel. Comparative Analysis Development Speed: Which Tool Gets Your MVP Out Faster? When time is of the essence, development speed is paramount. Bolt.new shines with its AI-driven full-stack capabilities, enabling rapid prototyping and swift transitions from development to deployment. Its one-click deployment feature ensures that your Minimum Viable Product (MVP) can reach the market quickly without the usual delays. On the other hand, v0 by Vercel is optimized for front-end development. While it accelerates UI creation with its natural language-driven component generation, it may require additional tools or platforms to handle back-end functionalities, potentially elongating the overall development timeline for a full-stack MVP. Winner: Bolt.new offers a more comprehensive solution for getting an MVP out faster, especially if your project demands both front-end and back-end capabilities from the outset. Tech Stack Integration: Flexibility in Choosing Libraries and Frameworks Bolt.new provides a unified environment that may limit flexibility in choosing specific libraries and frameworks outside its ecosystem. While it supports multi-page app generation and scaling, integrating additional tools might require workarounds or may not be as seamless. v0 by Vercel excels in tech stack integration, especially for projects centered around React and Tailwind CSS. Its seamless integration with Next.js allows developers to leverage a robust and popular framework, ensuring compatibility with a wide range of libraries and tools within the React ecosystem. Winner: v0 by Vercel offers greater flexibility for projects that rely heavily on specific front-end frameworks and libraries, making it a better choice for tech stacks centered around React and Tailwind. Ease of Use: How Intuitive Are They for Non-Expert Developers? Both platforms prioritize user-friendly interfaces, but their approaches differ. Bolt.new uses natural language prompts for development, making it highly accessible for non-expert developers or those new to full-stack development. Its comprehensive toolset reduces the learning curve, allowing users to focus on building rather than configuring. v0 by Vercel also employs natural language prompts for generating UI components, which simplifies front-end development. However, its focus is more specialized, which might require users to have a basic understanding of React and Tailwind to fully leverage its capabilities. Winner: Bolt.new edges out slightly as the more intuitive option for non-expert developers seeking a full-stack solution without needing deep technical knowledge. Collaboration: Support for Team-Based Projects and Feedback Loops Effective collaboration is essential for startup teams. Bolt.new offers collaborative features that support team-based projects, allowing multiple developers to work simultaneously and integrate feedback seamlessly. Its AI-driven environment facilitates real-time collaboration, making it easier to manage team workflows. v0 by Vercel also supports collaboration, particularly in the context of front-end development. Its integration with design tools and real-time UI rendering fosters a collaborative design and development process. However, its focus on the front end might require additional collaboration tools for back-end or full-stack projects. Winner: Both platforms offer solid collaboration features, but Bolt.new provides a more holistic approach for full-stack team projects, making it more suitable for comprehensive team collaboration. Deployment Options: Bolt.new’s One-Click Deploy vs. Vercel’s Platform-Specific Integrations Bolt.new simplifies deployment with its one-click deploy feature, allowing developers to push their applications to production effortlessly. This streamlined process is ideal for startups needing quick deployments without extensive configuration. v0 by Vercel, part of the Vercel ecosystem, offers platform-specific integrations that provide optimized deployment for front-end applications. While it excels in deploying React and Tailwind projects, the process might require more steps compared to Bolt.new’s all-in-one deployment approach. Winner: Bolt.new provides a quicker and more straightforward deployment process, which is advantageous for startups looking to minimize deployment complexities. Cost & Accessibility: Free Tiers vs. Paid Plans and Limitations Both Bolt.new and v0 by Vercel offer free tiers, allowing startups to explore their features without immediate financial commitment. However, their paid plans vary in terms of features and scalability. Bolt.new’s free tier includes essential features for small projects, but scaling might require upgrading to paid plans that offer enhanced capabilities like advanced AI features and higher deployment limits. v0 by Vercel integrates into Vercel’s pricing model, which provides scalable plans based on usage. The free tier is generous for front-end projects, but extensive usage or the need for advanced integrations will necessitate moving to a paid plan. Winner: Both platforms offer competitive pricing structures, but Bolt.new may present a more cost-effective solution for full-stack needs, whereas v0 by Vercel is ideal for startups heavily focused on front-end development. The Hidden Gaps While both Bolt.new and v0 by Vercel offer impressive features, they have their shortcomings that startups should consider. Where Bolt.new Falls Short: Limited Integrations with Issue Trackers: Bolt.new lacks extensive integrations with popular issue trackers like GitHub or Linear , which are essential for managing development workflows and tracking bugs. Where v0 by Vercel Falls Short: Limited Back-End and Full-Stack Support: v0 is primarily focused on front-end UI generation , offering limited support for back-end and full-stack solutions, which can hinder comprehensive application development. Common Gaps: Minimal Collaborative Automation: Both platforms provide basic collaboration features but lack advanced collaborative automation beyond individual development, making it challenging to manage larger, more complex team projects efficiently. Enter Fine: The Startup’s Secret Weapon While Bolt.new and v0 by Vercel each have their strengths, Fine emerges as the ultimate solution that bridges their gaps and offers a more comprehensive development environment tailored for startups. How Fine Bridges the Gaps: Comprehensive AI Agent Support: Fine supports both front-end and back-end development, providing AI agents that handle the entire stack. This eliminates the need to juggle multiple tools and ensures a cohesive development process. Live Previews: Build, run, and test your applications directly in the browser with Fine’s live previews. This feature allows developers to see changes in real-time, facilitating immediate feedback and quicker iterations. Workflow Automation: Fine automates repetitive tasks, reducing development cycle times and allowing developers to focus on what truly matters—building innovative solutions. Automation features streamline workflows, enhancing productivity and efficiency. Team Collaboration: With shared workspaces, Fine offers streamlined project management for teams. Multiple developers can work together seamlessly, with integrated feedback loops and collaborative tools that enhance teamwork and communication. Specific Benefits for Startups: Faster MVP Launches with Fewer Bugs: Fine’s comprehensive toolset and AI-driven capabilities enable startups to develop and launch their MVPs quickly while maintaining high code quality, reducing the likelihood of bugs and errors. Enhanced Code Consistency and Quality: The platform enforces consistent coding standards and best practices, ensuring that the codebase remains maintainable and scalable as the startup grows. Integration with GitHub and Linear for End-to-End Workflow: Fine seamlessly integrates with popular tools like GitHub and Linear, providing an end-to-end workflow that encompasses version control, issue tracking, and project management. This integration ensures that all aspects of development are interconnected and easily manageable. Call to Action: Try Fine Today Whether you're intrigued by Bolt.new's all-in-one full-stack environment or v0 by Vercel’s sleek UI generation, Fine offers the perfect blend of both worlds—and then some. By addressing the limitations of both platforms and providing a more holistic development environment, Fine stands out as the optimal choice for startups aiming to save time, reduce complexity, and scale efficiently. Ready to elevate your development process? Try Fine today with our free trial or enjoy our easy sign-up process to get started on building your next big idea without the hassle. Conclusion Choosing the right development tool is a critical decision for startups striving to build robust, scalable applications efficiently. Bolt.new offers a powerful full-stack solution with rapid deployment capabilities, while v0 by Vercel excels in front-end UI generation and seamless integration with React and Tailwind. However, both platforms have their limitations, particularly in areas like comprehensive integrations and collaborative automation. Fine emerges as the ultimate solution for startup developers, bridging the gaps left by Bolt.new and v0 by Vercel. With its comprehensive AI agent support, live previews, workflow automation, and robust team collaboration features, Fine empowers startups to launch faster, maintain high code quality, and scale seamlessly. Your startup’s success story starts with the right tools. Choose Fine and set your development process on the path to efficiency, innovation, and growth . Full Table of Contents Introduction: Setting the Stage Overview of Bolt.new and v0 by Vercel Bolt.new v0 by Vercel Comparative Analysis Development Speed: Which Tool Gets Your MVP Out Faster? Tech Stack Integration: Flexibility in Choosing Libraries and Frameworks Ease of Use: How Intuitive Are They for Non-Expert Developers? Collaboration: Support for Team-Based Projects and Feedback Loops Deployment Options: Bolt.new’s One-Click Deploy vs. Vercel’s Platform-Specific Integrations Cost & Accessibility: Free Tiers vs. Paid Plans and Limitations The Hidden Gaps Where Bolt.new Falls Short Where v0 by Vercel Falls Short Common Gaps Enter Fine: The Startup’s Secret Weapon How Fine Bridges the Gaps Specific Benefits for Startups Call to Action: Try Fine Today Conclusion Bibliography Bibliography 10Web. (n.d.). v0 by Vercel Review: Features, Pros, and Cons. Retrieved from https://10web.io/ai-tools/v0-by-vercel/ AI Product Reviews. (2024). Bolt.new: Features, Pricing, and Alternatives. Retrieved from https://ai-product-reviews.com/boltnew AI Review. (2023). v0 by Vercel: Price, Pros & Cons, Alternatives, App Reviews. Retrieved from https://ai-review.com/developer-tools/v0-by-vercel/ Aideloje, P. (2024). Vercel v0 and the future of AI-powered UI generation. Retrieved from https://blog.logrocket.com/vercel-v0-ai-powered-ui-generation/ Ånand, M. (2024). Should You Try v0, Webcrumbs or Both?. Retrieved from https://hackernoon.com/should-you-try-v0-webcrumbs-or-both Bolt. (2024). Documentation for Bolt.new. Retrieved from https://docs.bolt.new Bolt. (2024). GitHub Repository: Bolt.new. Retrieved from https://github.com/coleam00/bolt.new-any-llm Bolt. (2024). Introducing Bolt.new: AI-Powered Full-Stack Development in Your Browser. Retrieved from https://bolt.new Gelfenbuim, L. (2023). Vercel v0 First Impressions. Retrieved from https://lev.engineer/blog/vercel-v0-first-impressions Harris, L. (2024). Bolt.new vs. Vercel v0: Which AI Tool is Better for Web Development?. Retrieved from https://ai-tool-comparison.com/bolt-vs-v0 Johnson, R. (2024). How Bolt.new Simplifies Full-Stack Development for AI Enthusiasts. Retrieved from https://codejournal.io/boltnew-ai NoCodeDevs. (2024). Bolt.new Tutorial for Beginners (The Cursor AI and v0 Killer). Retrieved from https://www.nocodedevs.com/videos/bolt-new-tutorial Parkhomchuk, V. (2024). Vercel v0 AI Review: How To Use, Features And Alternatives. Retrieved from https://www.banani.co/blog/vercel-v0-ai-review Patel, D. (2024). Bolt.new Review: The Future of Full-Stack AI Development?. Retrieved from https://dev.to/patel/best-ai-tools/boltnew Rajab, A. (2024). What is Vercel's AI tool, V0.dev and how do you use it?. Retrieved from https://dev.to/opensauced/what-is-vercels-ai-tool-v0dev-and-how-do-you-use-it-3nge Rivera, J. (2024). Bolt.new Tutorial: Building a Full-Stack App Without Local Setup. Retrieved from https://tutorialcenter.com/boltnew StackShare. (n.d.). Bolt.new - Reviews, Pros & Cons | Companies using Bolt.new. Retrieved from https://stackshare.io/bolt-new StackShare. (n.d.). v0 by Vercel - Reviews, Pros & Cons | Companies using v0 by Vercel. Retrieved from https://stackshare.io/v0-vercel Vercel. (2024). AI SDK 3.0: Now Supporting Generative UI. Retrieved from https://vercel.com/blog/ai-sdk-3-generative-ui Vercel. (2024). Announcing v0: Generative UI by Vercel. Retrieved from https://vercel.com/blog/announcing-v0-generative-ui Vercel. (2024). v0 FAQ. Retrieved from https://v0.dev/faq Vercel. (2024). v0 Subscription Plans. Retrieved from https://v0.dev/subscription Wavel. (n.d.). v0 Review - Features, Pricing and Alternatives. Retrieved from https://wavel.io/ai-tools/v0-2/ YouTube. (2024). Bolt.new | Vercel v0 Killer? Retrieved from https://www.youtube.com/watch?v=R-frcOq6Kdc Zeniteq. (2024). Vercel's V0 Can Build Web Frontend In Seconds Using AI. Retrieved from https://www.zeniteq.com/blog/vercels-v0-can-build-web-frontend-in-seconds-using-ai Start building today Try out the smoothest way to build, launch and manage an app Try for Free -> © Fine.dev - All rights reserved. Product Overview AI Workflows Pricing & Plans Changelog Blog Docs Company Press Terms & Conditions Privacy policy | 2026-01-13T08:48:22 |
https://www.suprsend.com/comparison-page/exotel-vs-gupshup-2023 | Comparing the Top Messaging Platforms (2025) Product FEATURES Template Engine Powerful template editors for all channels App Inbox Fully customizable inbox for your app & website Analytics Deep data insights on notification performance Logs Real-time notifications logs for all channels Smart Routing Reach users where they are Branding Seamlessly manage multi-brand customization Workflows Craft complex notification workflows Bifrost Run notifications natively on data warehouse Preferences Develop user focused notifications Integrations Integrate any channel and provider within mins Solutions BY USECASES Transactional Real-time alerts like authentication, activity updates Batching & Digest Aggregate multiple alerts into one Collaboration & Action Alerts on cross-user activity Scheduled Notifications One-time or recurring alerts like reminders Multi-tenant Alerts tailored to your customer's preferences Announcement / Newsletters Feature releases, achievements, product & policy updates Pricing Docs Customers Blog Login Get Started For Free Login Sign up Email management Comparing the Top Messaging Platforms (2025) Nikita Navral • December 2, 2025 TABLE OF CONTENTS Businesses rely on cloud communications platforms to power SMS alerts, authentication flows, customer engagement, and global voice calling. With so many options available, it’s important to understand how the major players differ in capabilities, pricing, and security. Below is a clear comparison of RingCentral, MessageBird, Plivo, Karix, Twilio, Sinch, Exotel, Telnyx, Ooma, Bandwidth, Gupshup, Vonage, and Amazon SNS - with key features, cost, and security included for each. Twilio Key Features: SMS/MMS, voice, WhatsApp, chat, email (SendGrid), video, global phone numbers, user authentication. Cost: Pay-as-you-go. US SMS ~ $0.0079 outbound; voice outbound ~ $0.014/min. SendGrid email plans start at $19.95/month. Security: HTTPS APIs, API key authentication, enterprise-grade controls depending on product. MessageBird (Bird) Key Features: SMS, WhatsApp, email, voice, multichannel inbox, 2FA/verify, omnichannel automation. Cost: US SMS ~ $0.008/message; WhatsApp from ~$0.005/message; dedicated numbers from ~$0.50/month. Security: ISO/IEC 27001:2013, SOC 2 Type II, GDPR-aligned, regulated under Dutch telecommunications authority. Plivo Key Features: SMS, MMS, voice APIs, WhatsApp, user verification APIs, Fraud Shield protection. Cost: US SMS ~ $0.0055/message; MMS ~ $0.018/message; plans also available starting around $25/month. Security: Fraud Shield for SMS fraud, standard API security, compliance frameworks appropriate for telecom workflows. Sinch Key Features: Global messaging, voice APIs, phone number provisioning, enterprise conversational tools, in-app voice/video SDKs. Cost: Pay-as-you-go; pricing varies by region and channel. Security: Enterprise security posture; used widely by large regulated businesses. RingCentral Key Features: Enterprise UCaaS and CCaaS — voice, video, messaging, contact center, team collaboration. Cost: Subscription-based; varies by seat and plan tier. Security: 99.999% uptime SLA, enterprise compliance standards, secure global network. Vonage Key Features: Business phone systems, unified communications, plus APIs for voice, SMS, video, messaging. Cost: Varies by product; SMS and voice pricing similar to other CPaaS players. Security: Industry-standard certifications (ISO 27001, HIPAA support in certain offerings). Bandwidth Key Features: Voice, messaging, emergency services APIs built on its own carrier network. Cost: Usage-based; typically competitive because Bandwidth owns telecom infrastructure. Security: Strong network-level security due to owning carrier backbone; enterprise-grade controls. Telnyx Key Features: Programmable voice, SMS, SIP trunking, wireless IoT, phone numbers; operates its own global private network. Cost: Generally lower than Twilio in many regions; usage-based for SMS/voice. Security: Private global network architecture, encrypted communications, strong compliance posture. Karix Key Features: SMS, voice, WhatsApp, and multichannel messaging, with strong performance in India/APAC. Cost: Pricing varies by region and volume; typically optimized for India and emerging markets. Security: Regional telecom compliance; enterprise messaging security standards. Exotel Key Features: Cloud telephony, IVR, virtual numbers, call routing, contact-center tools, SMS, WhatsApp. Cost: Region-based pricing; popular for cost-effective India/SEA deployments. Security: Telecom-grade compliance in India, SEA, and Middle East markets. Gupshup Key Features: SMS, WhatsApp, RCS, conversational messaging, bot frameworks, commerce and marketing flows. Cost: Pricing varies by channel and country; optimized for India, LATAM, and emerging markets. Security: Regional compliance and enterprise-grade security for messaging workflows. Ooma Key Features: SMB VoIP phone systems, virtual receptionist, call routing, basic business telephony. Cost: Subscription-based; lower-cost than enterprise UCaaS providers. Security: Standard SMB business-telephony protections; not CPaaS-level programmability. Amazon SNS Key Features: Pub/Sub messaging, SMS notifications, push notifications, email; part of AWS event-driven architecture. Cost: Pay-as-you-go based on notifications sent; AWS regional SMS pricing applies. Security: Inherits AWS IAM, encryption, compliance, monitoring, and infrastructure security. Which Platform Fits Which Use Case? If you want developer APIs to build custom communication flows: Twilio, Plivo, Telnyx, Bandwidth. If you need enterprise communication suites for internal teams: RingCentral, Vonage, Ooma for SMBs. If global omnichannel messaging is key: MessageBird, Sinch, Gupshup, Karix, Exotel. If you’re on AWS and only need notifications: Amazon SNS. Conclusion Each provider has unique strengths: some excel at global messaging, others at enterprise unified communications, others at developer-centric programmability. Understanding key features, pricing, and security posture helps narrow down the best fit for your product, geography, and scale. Share this blog on: Written by: Nikita Navral Co-Founder, SuprSend Implement a powerful stack for your notifications Get Started For Free Book Demo Company About us Signup Login Integrations Pricing Security Privacy Terms Contact Us Support SuprSend for Startups API Status Sign Up Channels Email SMS Notification Inbox Android Push iOS Push Web Push Xiaomi Push Whatsapp SDK Python SDK Node.js SDK Java SDK Android SDK React Native SDK iOS SDK Flutter SDK Go SDK Resources Documentation Changelog Blogs Write for us SMTP Error Codes SMS Providers Comparisons Email Providers Comparisons SMS Providers Alternatives Join us on Slack We are building a community of developers and product builders from across the globe to make notifications a pleasant experience. © 2025 All rights reserved. SuprStack Inc. By clicking “Accept All Cookies” , you agree to the storing of cookies on your device to enhance site navigation, analyze site usage, and assist in our marketing efforts. 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https://www.fine.dev/changelog#pricing | Changelog - Fine AI Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing Changelog New updates and improvements to Fine. Feb 26, 2025 #21: Publish with your domain; upload photos to prompts and Claude 3.7 Sonnet One-Click Deployment in Fine All users can now click “deploy” to take your Fine-generated project live to the web on a free subdomain. Paid users can deploy to your own domain inside Fine - there’s no longer the need to connect to Netlify/Vercel. Image-based prompts We’ve released image based prompting, so you can add screenshots and inspiration to your prompts for the agents to look at. Screenshot components, content and buttons in the Live Preview to tell the Agent what to change Upload design inspiration such as colours, fonts and images Screenshot UI errors for quick fixes Claude 3.7 Sonnet Support Anthropic released Claude 3.7 Sonnet, the first hybrid LLM + reasoning model. We’ve upgraded Fine to use the new model by default. As before, free users get 7 messages per day. The new model self-reflects before answering, so although response times may be a tad longer, they should be much more reliable. The new model brings significant improvements in handling complex codebases and planning changes, especially with complex agent workflows. Feb 14, 2025 #20: Branch Selector, Better New App Builds, Improved AI Error Handling Branch Selector When working on an existing codebase (connected via GitHub), you can now select the branch Fine begins working on. The branch selector appears after selecting a project. This is useful in three ways: It enables you to pick up work from your IDE and continue expanding on it with Fine. If you usually build and push to another branch - such as “dev” instead of main - you can easily do so with Fine. When working on larger tasks with the Agent, such as new features, that require lots of back and forth, you can start new conversations, using the branch created in the previous conversation as your starting point. This allows you to keep working on the code already written, without overloading the context window. Improved App Builds & Speed, More Speed We’ve improved the way Fine processes your requests and designs new apps. Now, when you start a new project, Fine will turn your prompt into a plan with Design, Layout, Features and Styling considerations, before it starts building. We’ve also made significant improvements to the speed of new app-builds. It’s now 6.5X faster on average to get from prompt to prototype. Improved AI Error Handling We’ve improved the way the Agent handles errors in a number of areas: The agent can now identify and offer to fix Runtime and Build errors, as well as Terminal errors. The Error Overlay is now displayed in the Live Preview, allowing users who prefer the visual experience to easily ask the agent to fix errors as they arise. Feb 2, 2025 Introducing o3-mini: The New Default LLM for Fine We’re excited to announce a major update for Fine: starting today, o3-mini is now the default Large Language Model (LLM) for all tasks across the platform. This means that when you interact with Fine, you’ll automatically benefit from the power and versatility of o3-mini – and the best part is, it’s available for all free Fine users! Meanwhile, gpt-4o has transitioned to a paid option. What’s New? o3-mini: Optimized for STEM Reasoning OpenAI’s o3-mini is the latest addition to their reasoning model series. Built to excel in tasks that demand advanced reasoning, particularly in science, technology, engineering, and mathematics (STEM) domains, o3-mini is designed to deliver enhanced performance with: Improved Accuracy: Outperforms its predecessors in producing accurate and clear answers. Faster Response Times: Offers lower latency for tasks like coding and troubleshooting. Enhanced STEM Capabilities: Matches the performance of prior models in math, coding, and science tasks, making it ideal for technically demanding projects. Improved Context Window o3-mini boasts a 200,000 token context window and 100,000 token maximum output. What does that mean in practical terms? 1 token ≈ 4 characters in code 1 token ≈ 0.5 words in code (since variable names, punctuation, and syntax are tokenized separately) 1 line of code ≈ 5–20 tokens, depending on complexity Therefore (this is all approximate) 200,000 tokens × 4 characters/token = 800,000 characters 200,000 tokens × 0.5 words/token = 100,000 words 200,000 tokens ÷ 10 tokens per line (avg.) = 20,000 lines of code Whilst this is incredible news - even on our free plan, you'll be able to work with very large codebases - the context window also your prompt, the system prompt and previous messages in a given conversation. Therefore, we recommend breaking tasks down to ensure the AI maintains accuracy. If you've had a few succesful steps and want to continue iterating, consider committing and starting a new conversation. Developer-Friendly Features o3-mini is not just powerful—it’s smartly designed for developers. Key improvements include: Function Calling and Structured Outputs: Supports advanced function calling, allowing for seamless integration into coding workflows. Reasoning Modes: Choose between three reasoning effort options (low, medium, and high) to tailor performance to your specific use case. Consistent Code Assistance: Developers have reported that o3-mini provides working code reliably, even when handling complex tasks. Jan 18, 2025 #18: Run and Fix Faster Fix Errors with One Click We’ve launched Fix it with Fine inside the Console. If something in the code causes the app to crash, the Agent will identify the error in the logs and offer to fix it. Click “Fix it with Fine” and the Agent dives in - you no longer need to copy the error logs into the chat manually. Auto Run + Fix it with Fine = An easier last mile for you Developers still need to be involved in the last-mile of implementing code written by AI - but we’re making it smoother and faster, with the AI Agent doing more for you. Jan 9, 2025 #17: Image prompts, actions pane & mobile improvements Devs can now upload photos to Fine as part of prompts. Conversations with the agent now include Line Changes Summary. Look out for the familiar green + and red -, indicating how many lines have been added or deleted, next to each step in the Agents’ implementation plans. This can help keep track, making sure the exact changes the Dev wanted were made and only those changes. We’ve added an actions pane to give Devs quick access to useful tools. Look out for the lightning bolt icon at the top of the AI workspace. We’ve fixed an issue with scrolling in conversations on mobile. Jan 4, 2025 #16: New Projects, Templates and Stream Experience Fine now includes pre-built templates the AI can call on for starting new projects from scratch. These templates are designed for those hoping to start with Fine on brand new software, without an existing codebase, and for those who are beginning a totally new part of their project - such as building a frontend to go with your existing backend. We’ve updated the initial implementation flow for new tasks without a selected project to automatically begin a new project, call on the relevant template and immediately implement your requests. You can now add scripts to New Projects created in Fine, in order to Run them. Fixed a bug in context fetching for new projects, ensuring the AI doesn’t try to fetch context from existing projects. The stream experience has been updated to show you where the Agent is up to in editing the files. When pasting multiple variables in the Environment Variables area of Project Settings, Fine identifies and splits them, propagating them in rows. You’re now able to upload a .env file to your projects in Fine. Dec 29, 2024 #15: Project Instructions By popular request, we’ve added the ability to define your own set of custom instructions or rules for the AI Agent. Head to Projects > Project Settings > Instructions. You can use Project Instructions to set coding style preferences and conventions, include external documentation and style guides. Instructions will be used by the Agent for every task on the Project, from all users in the workspace. You can apply different instructions to different projects and if you have shared instructions that you would like to apply to multiple projects, make sure to copy them into each one. Dec 25, 2024 #14: AI Sandboxing & Live previews: The Fastest Way to Iterate with AI Launched AI Sandboxing Pro subscribers can now Run the code generated by Fine, enabling you to test and preview the code, all within the browser. No more “it works on my machine”, no more AI code that looks like it works, but doesn’t. Try it out - when Fine completes a coding task, hit “Run” in the top right corner of the page to test your code. For each project, you'll need to add configuration settings the first time you use the AI Sandbox. Fine will run the code in the cloud dev environment dedicated to the conversation - yes, if you have multiple conversations with Fine working at the same time, they can each run in their own virtual machine. You can continue the conversation with the AI to make further revisions to the code, based on what you’ve seen in the preview. Describe the issue or change in the conversation box and click enter. Currently, the logs you see in the console are not included in Fine’s context - that is to say, the AI won’t know what has or hasn’t worked unless you tell it. However, you can copy and paste the logs into the conversation to guide the AI further. (We soon will be releasing another update, in which it will happen automatically in case of an error). Launched Live Previews When Fine finishes running the code in the Sandbox, you can see what it looks like - both for frontend and backend code. At the top of the AI Workspace, next to the "Console" Tab, click "Preview". You can also click the Open in New Tab icon to see the Live Preview as a full window. Copy and paste the preview URL to get feedback from colleagues or test with tools like Postman. Access Live Previews from Linear, Slack and GitHub Issues If you’re using Fine in Linear, Slack or GitHub Issues, clicking “Track Progress” in Fine’s reply will take you to the web interface, where you can use the AI Sandboxing and Live Preview features. Why this is important for developers Imagine a world in which AI not only takes your specs and writes the code, but can run and test the code, compare it to the specs and fix itself. Where AI not only writes code that looks right and makes sense to the LLM’s logic, but verifies that it actually works - and meets the exact requirements you defined. AI Sandboxing is not just another Cloud Dev Environment - it's the next step in achieving this. With the help of your feedback on the current version of Live Previews, we’ll soon be setting our sights on releasing a complete self-assessing, self-improving AI coding agent - the first ever. Dec 18, 2024 #13: Infrastructure Upgrades & Groundwork for New Releases To support new features coming up in the roadmap, we’ve been working on significant infrastructure upgrades and optimizing them to make your AI coding experience faster and more reliable. Sped up devcontainer (DC) startup time to 10 seconds Introduced prebuilds - ready-to-use devcontainers with your repository and tools - to enable faster AI Sandboxing Rewrote DC-server to contribute to speed and stability Deprecate DC (socket) proxy Improved error handling / alerting for DC service, in cases where devcontainer provisioning fails Over the last few weeks, many of our Pro users have accessed the alpha version of our AI Sandboxing and Live Previews features, helping us with feedback and identifying room for improvement. With these new speed and stability improvements, the full version of AI Sandboxing and Live Previews is set to be released soon to all Pro subscribers. Nov 13, 2024 #12: Faster Implementation Fine now provisions a virtual dev environment as soon as you start a conversation, instead waiting for you to give an implementation task - so it’s quicker for the AI to get started on coding. Look for the green 🟢 icon at the top right of the screen that indicates the dev environment is live. Nov 4, 2024 #11: Rollback, Edit & New Projects Edit the AI code in Fine When Fine has finished an implementation task, before creating the PR, you can edit the files in the code pane that appears on the right hand side. Remember to click Save, which will appear once you start making manual edits. This is great for minor fixes and adjustments, saving you the hassle of checking out the branch to your IDE when the AI has written almost exactly what you wanted. It’s also useful if you get tasks done on the go. Waiting for a bus or have a few minutes in between meetings? Take an outstanding issue, give it to Fine, make any small changes you need and click Create PR - all from your mobile browser. Rollback Changes in Fine If you’re having a back-and-forth conversation with the AI, giving instructions, reviewing the results and giving more instructions, sometimes it’s useful to be able to go back a couple of steps. Perhaps you’ve realised that something wasn’t quite necessary or the latest version of the changes wasn’t exactly what you were looking for. It happens to all of us. Now, when you give further implementation instructions to the Fine AI Agent, the option to rollback appears on the earlier messages. Clicking Rollback will undo all changes since the implementation task you’ve chosen to revert to - both those made by the AI and manual edits. Start New Projects within Fine You can now start a new project in Fine, without needing an existing repository in GitHub - or even connecting your account. To create a new project, head to Projects > Create Project and choose a name. If you’ve connected GitHub, this will create a new repository under the name you’ve chosen. Alternatively, just start typing your task in Fine’s web interface and if you haven’t chosen a Project to work on, Fine will create a new one. Oct 9, 2024 #10: Revise PRs in GitHub & a smoother way to delegate tasks. Smoother delegation of tasks We’ve improved and standardized the way you interact with Fine from your Issue Management platform, to make it easier to delegate tasks. In Linear and GitHub Issues , delegate an issue to Fine by adding the “Fine” label or replying /code and you’ll get a notification once Fine has finished and created a PR. If you’ve got a backlog of issues and requests, this is a great way to get ahead of lots of the small tasks that make a difference to your users. Alternatively, you can comment /guideme and Fine will reply with context and advice on how to approach the task. In particular for bigger tasks, this can help you break it down into steps and help you take on the project strategically. Lastly, you can comment /ask followed by your question, and Fine will read the comment, search the codebase and its knowledge for information, and provide an answer. No more disturbing the developer sitting opposite you with little questions that break their concentration. When calling Fine into a ticket, you no longer need to specify which repository you’d like it to work on - Fine understands on its own. All these features work both in GitHub Issues and in Linear . For all those who don’t use either, we’re surveying which platform you use for Issue Management to help us decide what to integrate next. Click here to vote, it takes just 30 seconds . Refined GitHub PR features In GitHub PR, we’ve improved the performance of the /revise and /summary features - they’re now faster and more accurate. When reviewing a PR, if you need to make a change, comment /revise followed by the change you’d like to make and Fine will do it for you. This saves you pulling the code to your machine to make the edits. Similarly, if you’ve been handed a PR to review, commenting /summary will give you a breakdown of the PR to help you get started. Knowledge and Code Panes We’ve added two new collapsable panes to the Fine web interface. Knowledge allows you to view the sources in your codebase from where Fine drew information and Code allows you to view the changes Fine suggests in implementation tasks. Sep 29, 2024 #9: OpenAI o1, New Agent Interface, Improving Speed Integrated o1 & improved model selection OpenAI announced their new model nearly two weeks ago, promising faster, better coding. We straight away made sure to integrate with Fine, along with the previous OpenAI models and Claude 3.5 Sonnet. The results are fantastic and as before - you don't need your own API keys. We've also improved the way you select which model to use, so that you can pick the right model for each task. New Agent Interface The previously separate “Ask” and “Implement” features are now smarter and work together from a unified interface. Fine can now distinguish whether you’re asking a question or assigning a task and responds with the appropriate workflow. There's no longer a need to use slash commands, just talk to the agent naturally. We’ve implemented a new backend algorithm that delivers responses more than 10 times faster without compromising quality. The UI has also been updated so you can see live changes to the codebase as the AI writes them. Launched Affiliates Program We launched our brand new affiliate program allowing super-fans and content creators with strong audiences of developers to earn money by promoting Fine. More details can be found here and you can sign up here . Improved Mobile Experience We’ve been tweaking and improving our mobile experience to ensure you can get tasks done with the help of AI on the go. Sep 10, 2024 #8: Ask, Slack Integration and Workflows Launched Workflows Workflows is how you can automate AI agents to perform tasks at a set frequency or following a trigger. Think automatic debugging, documentation, changelog, PR review and more. Launched Ask Easily ask Fine any question about your codebase - including your integrated platforms - from the home panel. Find valuable information and key context to make your work easier and more efficient. Integrated Slack You can now integrate Slack with Fine and get notifications with agent outputs as part of workflows. Apr 7, 2024 #7: Claude Support; Faster Responses Fine now supports Claude Opus LLM model. Pro users can configure their agents to use Claude as their backend LLM model. Although slower than the default model, GPT-4 Turbo, Claude Opus has shown to be more accurate. AI Chat has gone through a major speed optimization, now responding 2x faster than before. Mar 21, 2024 #6: Fine x GitHub | Chat streaming Assign GitHub Issues to Fine AI Agents You can now initiate Fine AI agents to work on GitHub issues directly from GitHub. Try it out by commenting on the issue with /code command. Fine will create a new branch, assign the issue to the AI agent, and create a pull request with the AI agent's changes. Imporvements Chat now supports streaming AI responses. Prompt bar now supports multiple lines and rich text formatting (markdown). Revamped the AI prompt bar design. A few bugs were fixed in the "Issue-to-Pull Request" feature. Mar 14, 2024 #5: Fine x Linear Turn Linear Issues into Pull Requests You can now assign Linear Issues directly to Fine AI agents. To get started, go to Workspace Settings > Integrations and enable the Linear integration. /code To delegate an issue to an AI agent, comment on the issue with /code --repo=owner/repo-name . Fine will create a new branch, assign the issue to the AI agent, and create a pull request with the AI agent's changes. /guideme Leave a comment with /guideme --reop=owner/repo-name to get a step-by-step guide on how to solve the issue. Mar 7, 2024 #4: AI Palette Ask around your code We redesigned AI experience from the ground up, and AI Palette now takes center stage. The AI Palette lets you chat about around your codebase, and initiate AI Agents to perform repository-wide tasks. Slash commands You can interact with AI Palette using slash commands. /ask: Lets you talk with an AI that understands your codebase. /code: Initiates an AI agent to perform a repository-wide task. Jan 21, 2024 Interactive Previews: Holistic Solution for Full Stack Devs When it comes to visual systems, feedback can also be given while looking at the same monitor, and not at the code. To mimic this live and dynamic interaction between human developers within the Fine system, we are proud to introduce ‘Interactive Preview'. Today, we are excited to announce the release of Fine’s latest version, carefully crafted with the needs of full stack developers at the forefront. The brand-new version gives users an intuitive environment for software development powered by AI agents. The undeniable highlight being the 'Interactive Preview' feature that fundamentally transforms code development by closing the loop and offering a real-time feedback mechanism for developers. Feedback is an essential element of software development. This is true for human developers as it is for our AI agents. The more detailed and timely feedback an AI agent can access, the better it becomes at understanding tasks, refining responses, and improving overall function. Often while working in a team, a developer states their opinion about the piece of code or design another team member created. When it comes to visual systems, feedback can also be given while looking at the same monitor, and not at the code. To mimic this live and dynamic interaction between human developers within the Fine system, we are proud to introduce ‘Interactive Preview'. Interactive Preview puts our users in direct control, just like a movie director guiding their actors. Developers can run their code, see the results in real time, and provide feedback directly to the AI agents. It gives developers the option to guide their AI agents as they would guide a team member, helping them understand what works, what doesn’t, and where there's room for improvement. Essentially, forming a closed cycle of task assignment, execution, feedback, and improvement. Just as real-life feedback sessions bring about clarity, refinement, and consistent improvement, Interactive Preview ensures our AI agents continue advancing in their capabilities. It's a quintessential feature that makes Fine more than a tool - it's a dynamic, adaptive, and collaborative solution, fulfilling the vision of a truly integrated human-AI software development environment. Tailored For Full Stack Developers At Fine we are constantly thinking about the end goal: building the virtual developer. Our ‘Interactive Preview' is a testament to our commitment to continuous innovation and giving our users the best possible experience. By offering developers the ability to run their codes and provide live feedback to their AI agents, we're facilitating a more sophisticated, seamless, and interactive programming environment. Full stack developers, who handle both front-end and back-end processes, require a solution that makes the entire software engineering process more efficient. Now, the AI agents don’t just understand the development context from the provided codebase and documentation, but also take into account the live feedback, becoming even smarter and more efficient. Think of it as an always available, always eager-to-learn colleague. No matter how many times you run your code, or how many comments you share, the AI agents learn from your feedback, adapting and evolving to better serve you. The more you interact, the more they understand your unique style, your project's specific needs, and the more accurate their solutions become. Oct 5, 2023 Introducing new features, new interface, bug fixes and backend upgrades, along with recent content and upcoming events. Today we are releasing a new version of Fine. In this update we solved many of the issues that users faced in the previous days. If you had trouble setting up a project or running an agent recently, this version might have solved it, so give it a go. We’ve got a new batch of product updates, playbooks, and upcoming events for ya. Here's the latest: 🚀 What's New in Fine Agents take central stage : We removed the tabs interface and moved the specifications to a panel on the right side of the screen. The main interface will now be dedicated to working with the AI agents: planning, executing, and revising. Manually stage files for the Agent’s editing : In our latest product update, we introduced mentioning via '@'. This week we introduce manually staging files for the agent to edit. More control, better precision. Improvements to our DB infrastructure allows importing larger projects : If you previously tried to import a large project there's a good chance the import failed. We now support larger projects, so feel free to try again. Added GPT-4-32k to our backend : With less limitations on context and rate, the product now works faster, and the quality of suggested tasks and generated code increased. UX Improvement : We improved the “revision” UX (the pencil button), and added file icons to indicate the file type. Notebooks can now be deleted : Following multiple requests from the community - Projects and Notebooks can now be deleted. Click the Kebab Menu at the top right to reveal the option. Multiple Workspaces bugs fixed : Member invitation status now updates, invites are being sent correctly, and the confirmation toast closes correctly. Graceful error handling : Fine now handles failed tasks with retry mechanisms, and better logging. <- Previous Page Next Page -> Never miss an update Take control of your business Find out about our latest product changes as we continue improving Stellar to enable your team to collaborate better. Subscribe -> © Fine.dev - All rights reserved. Product Overview AI Workflows Pricing & Plans Changelog Blog Docs Company Press Terms & Conditions Privacy policy | 2026-01-13T08:48:22 |
https://www.fine.dev/blog/can-ai-build-an-app | Can AI Build Me an App? Discover How Fine Empowers You to Create Your Own App Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing <- Go Back Can AI Build Me an App? Discover How Fine Empowers You to Create Your Own App Building an app was once for experienced developers only, but with Fine’s AI App Building Platform, anyone can bring their ideas to life—no coding expertise required. In this blog, we'll answer the question, "can AI build me an app?" by showing you how Fine simplifies every step of the process, from design to deployment. Table of Contents Introduction to Fine's App Building Platform Designing Your App’s Look and Feel Powering Your App with a Smart Backend Effortless Data Management Seamless User Authentication Smooth Deployment for a Live App Conclusion: Your App, Built by AI Introduction to Fine's App Building Platform Fine is designed to remove the complexity from app development. Whether you're an entrepreneur, a business owner, or someone with a great idea, Fine answers the common question: "can AI build me an app?" The answer is yes. Fine uses artificial intelligence to guide you through creating a complete, professional app—all without requiring you to write a single line of code. Designing Your App’s Look and Feel Creating an attractive and user-friendly interface is crucial for your app's success. Fine designs the app based on your prompts - no drag-and-drop required. It automatically follows design best-practices for a clean, easy-to-understand UI. Read more about how to prompt to create your Frontend . Using Fine AI to build your app will ensure it’s responsive to different screen sizes - including desktop, tablet and mobile - and coherent by following brand guidelines. It’s easy to update your fonts, colours and icons by just prompting. Powering Your App with a Smart Backend Behind every great app is a powerful backend that handles data, logic, and interactions. Fine’s AI-driven backend setup takes care of all these technical tasks for you. By automatically generating and configuring the backend, Fine ensures that your app runs smoothly and securely. You don't have to worry about the complexities of server management—the platform does it all. Fine’s AI doesn’t require you to connect to an external platform for your backend - it’s all built in to the AI app building platform. Effortless Data Management Your app needs to store and manage information reliably. Fine integrates a user-friendly database solution that makes data management simple. Whether it's storing user details or keeping track of app content, Fine’s database functionality is designed for ease of use, so you can focus on what matters most—growing your idea. Learn more about Fine’s built-in Database . Seamless User Authentication Security and user management are key to any successful app. Fine includes built-in authentication features that let you add sign-up, login, and secure user access without any extra hassle. This means you can easily protect your app and offer a smooth experience for your users. AI can configure different permission levels and make it easy to add login with familiar methods such as email and password without complex setup. Smooth Deployment for a Live App After building your app, the next step is launching it to the world. Fine takes care of the deployment process, ensuring that your app is live and accessible with minimal effort. The platform’s deployment features streamline the process, allowing you to focus on engaging with your users and growing your business. You can deploy to a free subdomain, custom branded domain and a preview environment for each change. Conclusion: Your App, Built by AI The answer to "can AI build me an app?" is a confident yes—with Fine, you have the power to create a fully functional, professional app without any technical barriers. By combining intuitive design tools, AI-powered backend management, seamless data handling, robust security, and effortless deployment, Fine turns your app ideas into reality. Whether you're looking to launch a startup, enhance your business, or simply experiment with new digital solutions, Fine’s comprehensive platform is your gateway to innovation. Dive into the resources on Fine App Building Docs and start building today! Start building today Try out the smoothest way to build, launch and manage an app Try for Free -> © Fine.dev - All rights reserved. Product Overview AI Workflows Pricing & Plans Changelog Blog Docs Company Press Terms & Conditions Privacy policy | 2026-01-13T08:48:22 |
https://github.com/features/codespaces#start-of-content | GitHub Codespaces · GitHub Skip to content Navigation Menu Toggle navigation Sign in Platform AI CODE CREATION GitHub Copilot Write better code with AI GitHub Spark Build and deploy intelligent apps GitHub Models Manage and compare prompts MCP Registry New Integrate external tools DEVELOPER WORKFLOWS Actions Automate any workflow Codespaces Instant dev environments Issues Plan and track work Code Review Manage code changes APPLICATION SECURITY GitHub Advanced Security Find and fix vulnerabilities Code security Secure your code as you build Secret protection Stop leaks before they start EXPLORE Why GitHub Documentation Blog Changelog Marketplace View all features Solutions BY COMPANY SIZE Enterprises Small and medium teams Startups Nonprofits BY USE CASE App Modernization DevSecOps DevOps CI/CD View all use cases BY INDUSTRY Healthcare Financial services Manufacturing Government View all industries View all solutions Resources EXPLORE BY TOPIC AI Software Development DevOps Security View all topics EXPLORE BY TYPE Customer stories Events & webinars Ebooks & reports Business insights GitHub Skills SUPPORT & SERVICES Documentation Customer support Community forum Trust center Partners Open Source COMMUNITY GitHub Sponsors Fund open source developers PROGRAMS Security Lab Maintainer Community Accelerator Archive Program REPOSITORIES Topics Trending Collections Enterprise ENTERPRISE SOLUTIONS Enterprise platform AI-powered developer platform AVAILABLE ADD-ONS GitHub Advanced Security Enterprise-grade security features Copilot for Business Enterprise-grade AI features Premium Support Enterprise-grade 24/7 support Pricing Search or jump to... Search code, repositories, users, issues, pull requests... --> Search Clear Search syntax tips Provide feedback --> We read every piece of feedback, and take your input very seriously. Include my email address so I can be contacted Cancel Submit feedback Saved searches Use saved searches to filter your results more quickly --> Name Query To see all available qualifiers, see our documentation . Cancel Create saved search Sign in Sign up Resetting focus You signed in with another tab or window. Reload to refresh your session. You signed out in another tab or window. Reload to refresh your session. You switched accounts on another tab or window. Reload to refresh your session. Dismiss alert {{ message }} Features Navigation menu GitHub Copilot Security Actions Codespaces Issues Code review Discussions Code search GitHub Codespaces Secure development
made simple GitHub Codespaces gets you up and coding faster with fully configured, secure cloud development environments native to GitHub. Get started for free Contact Sales Secure by design Created with security in mind, Codespaces provides a secure development environment through its built-in capabilities and native integration with GitHub. Collaborate
where you code Codespaces provides a shared development environment and removes the need for complex, time consuming setups. Your space, your way. Codespaces is a home away from home for your code that feels just like your usual machine. Your space, your way. Codespaces is a home away from home for your code that feels just like your usual machine. Start coding instantly from anywhere in the world. Switching projects? Grab a new machine from the cloud that’s preconfigured for that project. Your settings travel with you. Tabs or spaces? Monokai or Solarized? Prettier or Beautify? It’s up to you. Control every nerdy detail only you care about with your own dotfiles repository. Browser preview and port forwarding Preview your changes and get feedback from teammates by sharing ports within the scope allowed by policy. Onboard faster Quickly spin up a codespace with only an IDE or browser and a GitHub account. With a few configuration files, you can give your developers an instant, fully configured, and secure development environment so they can start coding immediately. What you can do with Codespaces Code from any device. Want to code on an iPad? Go for it. Spin up Codespaces from any device with internet access. Don’t worry if your device is powerful enough—Codespaces lives in the cloud. Onboard at the speed of thought. No more building your dev environment while you onboard. Codespaces launches instantly from any repository on GitHub with pre-configured, secure environments. Fix bugs right from a pull request. Got a pull request detailing a bug or security issue? Open Codespaces right from the pull request without waiting for your dev environment to load. Learn how GitHub’s Engineering Team builds with Codespaces Read more “ What used to be a 15-step process is just one step: open Codespaces and you’re off and running. Clint Chester Developer Lead, Synergy “ Codespaces lets developers skip the tedious, error-prone stuff that normally stands between them and getting started on real work. Keith Annette Cloud Capability Lead, KPMG, UK Start coding in seconds with Codespaces Get started for free Frequently asked questions How does Codespaces work? A codespace is a development environment that's hosted in the cloud. Customize your project for GitHub Codespaces by configuring dev container files to your repository (often known as configuration-as-code), which creates a repeatable codespace configuration for all users of your project. GitHub Codespaces run on a various VM-based compute options hosted by GitHub.com, which you can configure from 2 core machines up to 32 core machines. Connect to your codespaces from the browser or locally using an IDE like Visual Studio Code or IntelliJ. How do I use Codespaces? There are a number of entry points to spin up a Codespaces environment, including: A template . Your repository for new feature work An open pull request to explore work-in-progress A commit in the repository's history to investigate a bug at a specific point in time Visual Studio Code In beta, can you also use your JetBrains IDE or JupyterLab Learn more about how to use Codespaces in our documentation . Is Codespaces available for individual developers? Codespaces is available for developers in every organization, and under the control of the organization who pays for the user's codespace. All personal (individual) GitHub.com accounts include a quota of free usage each month, which organizations can enable (see the next question) for their private and internal repositories. GitHub will provide users in the free plan 120 core hours or 60 hours of run time on a 2 core codespace, plus 15 GB of storage each month. See how it's balanced on the billing page . Is Codespaces available for teams and companies? Codespaces is available for teams and companies, but needs to be enabled first in an organization’s settings. Teams and companies can select which repositories and users have access to Codespaces for added security and permissioning control. Learn how to enable Codespaces in an organization in our docs . How much does Codespaces cost? Codespaces is free for individual use up to 60 hours a month and comes with simple, pay-as-you-go pricing after that. It’s also available for organizations with pay-as-you-go pricing and has pricing controls so any company or team can determine how much they want to spend a month. Learn more about Codespaces pricing for organizations here . Can I self-host Codespaces? Codespaces cannot be self-hosted. How do I access Codespaces with LinkedIn Learning? You can use Codespaces directly through LinkedIn Learning. LinkedIn Learning offers 50+ courses across six of the most popular coding languages, as well as data science and machine learning. These courses are integrated with Codespaces, so you can get hands-on practice anytime, from any machine via LinkedIn. These courses will be unlocked on LinkedIn Learning for free through Feb. 2023. Learn more about LinkedIn Learning and GitHub Codespaces here . How do I enable Codespaces on GitHub? Codespaces is on by default for developers with a GitHub free account. If you belong to an organization, there may be a policy that prevents cloning—but if you can clone a repository, you will be able to start using Codespaces. Organizations will also need to pay for, enable, and manage their Codespaces instances. Is Codespaces available for students? Codespaces is available for free to students as part of the GitHub Student Developer Pack. Learn more about how to sign up and start using Codespaces and other GitHub products here . Is Codespaces available for open source maintainers? Codespaces provides both maintainers and contributors with generous free monthly usage . 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https://www.claudiajs.com/?ref=apisyouwonthate.com | Claudia.js Claudia .js Close Home Tutorials Documentation News Contact Claudia.js Serverless JavaScript, the easy way Learn More Get started Deploy Node.js projects to AWS Lambda easily Claudia makes it easy to deploy Node.js projects to AWS Lambda and API Gateway. It automates all the error-prone deployment and configuration tasks, and sets everything up the way JavaScript developers expect out of the box. This means that you can get started with Lambda microservices easily, and focus on solving important business problems instead of dealing with AWS deployment workflows. Get Started Why use Claudia? AWS Lambda and API Gateway are incredibly flexible, but they can be tedious to set up, especially for simple scenarios. Running Node.js functions requires you to iron out quite a few quirks, that aren't exactly well documented. Claudia automates all those steps for you. 1 Deploy and update using a single command 2 Just use standard NPM packages, no need to learn Swagger 3 Skip all the boilerplate and just focus on your work 4 Manage multiple versions easily 5 Get started in minutes, with a very low learning curve Claudia is a tool which automates deployment of AWS Lambda functions written in JavaScript and associated API Gateway configurations. It provides reasonable defaults, and our teams have found it allows them to get started quickly with Lambda-based microservices ThoughtWorks Technology Radar Just used Claudia.js to reimplement a little microservice in Lambda + API Gateway and HOLY CRAP THIS IS EASY. Time to lambda all the things. James Taylor Co-founder at GoSquared Very impressed by Claudia.js 4 AWS Lambda: created, deployed, secured, scaled a #nodejs #microservice in 2 hours! Dominique Guinard CTO @ evrythng.com Ok... if you're doing any #lambda with #nodejs #claudiajs is super super slick stuff! Marcus Hammarberg Author of Kanban In Action Been playing with claudia-bot-builder to build a @SlackHQ slash command, so nice and easy Christopher Najewicz @tehsuck What would you like to build? Event-driven Micro-services More info Auto-scaling Web APIs More info Multi-platform Chat-bots More info Got a question? Claudia is supported by an active opensource community! Chat on-line Opensource deployment tool for Node.js projects, helping JavaScript developers use AWS Lambda and API Gateway easily. Sitemap Articles and Tutorials Logo/Assets Documentation News Claudia API Builder Claudia Bot Builder Contact Us Quick Links Getting Started Command line options Customising deployments Example projects Report a bug/issue Source Code @ GitHub Serverless apps with Node and Claudia.js book Latest News New command: claudia list Nov 21, 2019 Claudia 5.10: Lambda Node 12 support Nov 19, 2019 Older News RSS Feed © 2016 Claudia.js / Gojko Adzic ; videos built using Narakeet Top | 2026-01-13T08:48:22 |
https://www.suprsend.com/smtp-error-solution/error---smtp-not-working-in-python---causes-and-solutions | Error - SMTP not working in python - Causes and Solutions Product FEATURES Template Engine Powerful template editors for all channels App Inbox Fully customizable inbox for your app & website Analytics Deep data insights on notification performance Logs Real-time notifications logs for all channels Smart Routing Reach users where they are Branding Seamlessly manage multi-brand customization Workflows Craft complex notification workflows Bifrost Run notifications natively on data warehouse Preferences Develop user focused notifications Integrations Integrate any channel and provider within mins Solutions BY USECASES Transactional Real-time alerts like authentication, activity updates Batching & Digest Aggregate multiple alerts into one Collaboration & Action Alerts on cross-user activity Scheduled Notifications One-time or recurring alerts like reminders Multi-tenant Alerts tailored to your customer's preferences Announcement / Newsletters Feature releases, achievements, product & policy updates Pricing Docs Customers Blog Login Get Started For Free Login Sign up Error - SMTP not working in python What causes this error and solutions TABLE OF CONTENTS The error "SMTP Not Working in Python" typically indicates a failure in sending email using the Simple Mail Transfer Protocol (SMTP) within a Python script or application. SMTP is a protocol used for sending emails over the internet. Error Reasons 1. Improper SMTP configurations. 2. Incorrect username or password. 3. Misuse of SSL or TLS. 4. Configuration issues within Python. Potential Solutions 1. Confirm appropriate connection attempts towards the accurate SMTP host using suitable SSL or TLS ports as prescribed by the respective server guidelines. 2. Verify the entered login credentials are valid. 3. Examine SSL/TLS implementation, making sure they align with required protocol standards. 4. Ensure an optimal Python environment through possible updates or installations when necessary, resolving any underlying discrepancies in Python libraries related to email functionalities. Say Goodbye to all SMTP Errors in Development SuprSend eliminates the need to build and configure email servers from scratch, ensuring you steer clear of SMTP errors. Here's how SuprSend would work for your application, building a reliable notification system. Get Started For Free Share this blog on: Written by: Sanjeev Kumar Engineering, SuprSend Get a powerful notification engine with SuprSend Build smart notifications across channels in minutes with a single API and frontend components Get started for free Say Goodbye to all SMTP Errors in Development SuprSend eliminates the need to build and configure email servers from scratch, ensuring you steer clear of SMTP errors. Here's how SuprSend would work for your application, building a reliable notification system. Get Started For Free More to explore Error: SMTP is not working on the server Error: Suddenlink SMTP Server Not Working Error: SMTP mail not Working Error: SMTP Error Could not authenticate SMTP Connect Error 10060 SMTP Error from Remote Mail Server After End of Data SMTP Error: Data Not Accepted SMTP Error 554 SMTP Error 553 SMTP Error 556 Implement a powerful stack for your notifications Get Started For Free Book Demo Company About us Signup Login Integrations Pricing Security Privacy Terms Contact Us Support SuprSend for Startups API Status Sign Up Channels Email SMS Notification Inbox Android Push iOS Push Web Push Xiaomi Push Whatsapp SDK Python SDK Node.js SDK Java SDK Android SDK React Native SDK iOS SDK Flutter SDK Go SDK Resources Documentation Changelog Blogs Write for us SMTP Error Codes SMS Providers Comparisons Email Providers Comparisons SMS Providers Alternatives Join us on Slack We are building a community of developers and product builders from across the globe to make notifications a pleasant experience. © 2025 All rights reserved. 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https://ruul.io/blog/dribbble-alternatives#$%7Bid%7D | Dribbble Alternatives 2025 – Portfolio Platforms Compared Product Payment Requests Get paid anywhere. Sell Services Make your services buyable Sell Products Create once sell forever Subscriptions Get paid on repeat Ruul Space Your personel storefront. One link for everything you offer. Learn more Pricing Resources Partner Programs Referral Program Get 1% for life. Seriously. Affiliate Program Bring users, get paid Partners Let’s grow together. More Blog About us Support Brand Kit For Customers Log in Sign up For Businesses Login Sign up grow Best Dribbble Alternatives for Freelancers Find the best Dribbble alternatives for freelancers in 2025. We review 6 top platforms, comparing their unique features, pricing, and commission fees. Eran Karaso 5 min read RUUL FOR INDEPENDENCE You chose independence.We make sure you keep it. Sell your time, your talent, whatever you create or build always on your terms. Get started See Example This is also a heading This is a heading Key Points Here are the top 6 Dribbble alternatives in short. Ruul Space : The complete global payment solution with a low 5% fee. Contra: Dribbble's twin: 0% fee for you, clients pay. Behance: Adobe's network; Pro plan removes all platform commissions. Gumroad: E-commerce for direct sales, but bring your audience. Fiverr: Huge client pool for fast Gigs; very high commissions. Upwork: Primarily a bidding market with a service catalog option. Dribbble is an essential tool in your freelance toolkit. You can use it for visibility and inspiration. But is it the best tool for every job, like direct sales or recurring projects? Instead of telling you what to choose, I invite you to explore 6 powerful Dribbble Services alternatives . These platforms can help you optimize how you manage and sell your creative work in 2025. What is Dribbble, and why do you need an alternative? Dribbble is a portfolio-building tool and a job-finding platform exclusively for designers. Some use it just to create a portfolio, while others use it as their main source of income with a portfolio + sales strategy. Dribbble's Services section offers a room where you can package and quickly sell your services. Your client contacts you by clicking the "Request service" button, and then you discuss the service details and pricing. Key features of Dribbble Share your work instantly with small "shots." Sell your packaged services with “Services.” Easily create your professional design portfolio. Discover job postings specifically for designers. Search for expert designers based on specific skills. Receive valuable feedback and comments from the community. Respond to other designs by "Rebounding" them. Access advanced features with a Pro membership. Get inspired by current trends and projects. Dribbble's pricing structure Dribbble takes a 3.5% cut from every service you sell. When making a payment, clients pay an additional 5% of the project cost, plus a 2.9% + $0.30 Stripe payment processing fee. Additionally, Dribbble is not an entirely free platform. To appear higher in feeds, experience the site without ads, and waive the commission fee (with an annual subscription), Dribbble Pro is required. As of 2025, the monthly price for Dribbble Pro is $18. Why should you look for an alternative? So, whether you're already using Dribbble or looking for a better alternative before you start, why should you consider other options? While Dribbble is great for creating a portfolio, its "services" section is still new, so it's natural that it might have some shortcomings. Or, you might just personally be unhappy with Dribbble's interface, paid plans, or marketplace commissions. Whatever the reason, it's good to look at alternatives. But you probably don't want to sign up for every platform out there, because that means wasted time + turning your inbox into a junk pile. But wait, I've already done the research for you and found the 6 best alternatives to Dribbble Services!! 6 best Dribbble alternatives Let's dive in: The 6 best Dribbble alternatives (only the best)! 1. Ruul Space Ruul Space is a personal showcase and service sales platform where you can sell your online services and digital products as a freelancer. The combination of Ruul, which is already a "payment button" in its own right, with "Services" is a fantastic combo. A distinctive feature of Ruul Space's Services section is its subscribable service packages. For example, do you have a client who consistently buys 10 blog articles from you every month? Create a package on Ruul and have your client subscribe. This way Ruul takes care of many things for you, including all the sales, invoicing, and even payment reminders. Key features of Ruul Space 1. Global payment infrastructure Global freelancers can get paid in 140 currencies (yes, including crypto ) across 190 countries with Ruul Space. While your client pays with a credit/debit card, you can choose to receive your money via bank transfer, Wise, Payoneer, or even Binance. This flexibility removes one of the biggest barriers to working internationally. 2. Sales and invoicing tools On Ruul, you can list your digital products for sale with a single click, create subscription models with recurring payments for service packages, and benefit from advanced sales functions. As a significant convenience, your client doesn't need to sign up for the platform to make a payment, which minimizes friction when selling freelance services . 3. Quick payout "Early Pay," a critical feature for financial stability, helps you receive payment for your invoices, typically within 24 hours, without waiting for the due date. This perk, which isn't available on Dribbble, provides a huge advantage in managing cash flow. Ruul's pricing structure Transparency is at the forefront of Ruul's pricing structure. The platform has no monthly subscription fees, setup costs, or hidden charges. You only pay a 5% commission on the payment request. This "pay-as-you-earn" model is a predictable and fair cost structure, especially if your workload varies or if you're a beginner freelancer. Considering the complex tiered fees or fixed monthly costs of other platforms, Ruul's clarity is a significant advantage. Dribbble vs. Ruul Dribbble was created just for designers, whereas Ruul embraces all globally working freelancers. And while both allow you to sell services, the key difference lies in the price structure. Ruul charges a simple 5% flat fee, which can be paid by either the freelancer or the client (no separate fees for each party). In contrast, Dribbble takes 3.5% from the freelancer and charges the client 5% + 2.9% + $0.30. This complex pricing structure can increase friction with your client and may lead to disagreements since it offers no choice. The other biggest difference is that on Dribbble, clients must sign up for the platform to make a payment, but with Ruul, there's no such requirement. On Ruul, your client receives the invoice and makes the payment through a single link. See our Dribbble and Ruul comparison . 2. Contra When you click on Contra's site, you might feel like you're almost on Dribbble. Their interfaces are so similar that I couldn't help but wonder, "Was this created by the same person?" This makes Contra the most similar alternative to Dribbble. Yes, just like Dribbble, Contra is a portfolio creation and job-finding platform exclusively for designers. You can publish your services here, but clients won't see a "Buy Now" option because they need to get in touch with you via a "Contact me" button. Contra's Services page can be customized just like a blog page. You can answer the most frequently asked questions about your service, leaving no room for doubt in your client's mind. Another feature here is the ability to set an "hourly rate" for services instead of entering a fixed fee. This way, even if the project size is huge, you protect the value of your labor since the client will pay you hourly when they hire you. Key features of Contra Commission-free payments and projects Professional portfolio creation tool Integrated project management tools Flexible and secure contracts Job and client discovery network Profile tracking with analytics Contra's pricing structure Contra has the most unique approach on the list regarding its commission model. While the platform stands out for not charging freelancers any commission, it passes this cost directly on to the client. The $29 fee charged to clients per invoice is quite steep compared to other platforms. This makes it almost impossible to bring your existing clients over to Contra—they likely won't want to foot that bill. And the payment processing fees? Those are also deducted from the client. That’s 2.9% + 30¢ for credit card payments and an additional 1% for currency conversion. So, what about Contra's Pro plan for designers? It costs $29 a month, but you can get a discount by paying $199 for a yearly subscription. Dribbble vs. Contra Logically, Dribbble and Contra are almost on par. I already mentioned how similar their interfaces are. But the most significant difference behind the scenes is that Contra charges fees to clients instead of freelancers. Their services are nearly identical, but Contra gives you the chance to add more depth to your service page. You can even include an FAQ section in your description, much like a blog post. This is a nice plus that can actually help clients make a purchasing decision. Here we compared Dribbble, Contra and Behance . 3. Behance Behance is an online platform for designers created by Adobe, a name you'll all recognize from its design applications. It's primarily used for portfolios, but just like on Dribbble, you can also publish your services on a dedicated "Services" page. The standout feature of Behance's Services section is the lack of fixed prices. Since every project has a different cost, Behance has created a scalable system. For example, you can list a "Logo animation" service and set the price as "Starts at $600 USD." You can also specify the most important details about your service to clients upfront. For instance: "Delivery time: Within 1-2 weeks Concepts & revisions: 1 concept, 4 revisions" To hire you, a client just needs to type a message into the "Inquire about this service" box and click the "Send Inquiry" button. From there, you can discuss the project details and fees in a private message. In other words, there's no "Buy Now" button—you need to reach an agreement first. Key features of Behance Visually-focused portfolio presentation A creative network of millions Job boards and project opportunities Inspiration and feedback from other designers Live streams and tutorials Adobe Creative Cloud integration Behance's pricing structure On Behance, the commission rate a designer pays decreases as the project cost increases. $1-$500: 5% $501-$2,500: 2% $2,501 or more: 0% In addition to these, designers pay the Stripe processing fee of 2.9% + $0.30 or the equivalent PayPal processing fee. If you'll recall, on Dribbble, the client was the one who paid the Stripe processing fee. So, do clients pay anything? Yes, they also pay a tiered platform fee: $1-$500 payment: 10% + $2 flat fee $501-$2,500 payment: 5.5% $2,501 or more payment: 3% And what about the Pro plan? It's $9.99 per month . If you subscribe, both you and your client are exempt from platform commissions. Dribbble vs. Behance Technically, there aren't many differences between the two, but their interfaces are noticeably distinct. Dribbble has a social media vibe, while Behance feels like a more professional environment. Of course, being an Adobe product gives Behance a head start right out of the gate. When it comes to commission rates, Dribbble has a flat 3.5% fee, whereas Behance uses a tiered structure ranging from 0% to 5%. Personally, Behance feels more advantageous because its Pro plan is cheaper and eliminates platform commissions for both the designer and the client. 4. Gumroad Gumroad is a platform that's different from Dribbble, Contra, and Behance, and one where "Services" truly operate like an e-commerce site. Although Gumroad is a popular choice among designers, unlike Dribbble, it's open for everyone to use. The purpose of this platform isn't so much about building a portfolio as it is about selling online services and digital products. This is why it's not just freelancers, but also social media content creators who frequently sell their products on Gumroad. Consultants, experts, freelancers, content creators, and even influencers are all on there. A key difference is that Gumroad features a direct "add to cart" button instead of a "Contact me" prompt. This means your customer can purchase your product instantly without having to contact you first. This is exactly what we'd expect from a "Services" feature—just like we saw with Ruul. Another important distinction is the absence of a built-in community on Gumroad. If you list a product for sale, you need to handle the marketing yourself on other platforms, not within Gumroad (for the most part). For example, you have to attract customers from Instagram, X, or elsewhere. So, what can you sell there? Online courses Consulting Design assets Art prints E-books And much more You could sell a document titled "10 tips" on a specific topic, or even collect donations from your social media fans. (The donation feature isn't available on the other platforms on our list—content creators might love this). Key features of Gumroad Direct sales of digital products/services Easy and fast store setup Subscription and membership systems Customer and email list management Flexible pricing and discount codes Automated sales and file delivery Gumroad's pricing structure Gumroad seemed perfect until now, but the commission fees are heartbreaking—a 10% fee per sale + credit card processing (standard rates like 2.9% + $0.30) . And that doesn't even include PayPal fees. I know, this is the highest rate on the list so far, but it's the price you pay if you want to sell directly and go beyond the limited product types on Dribbble. 🥲 Also, unlike Dribbble, Gumroad doesn't offer a Pro subscription that lets you get rid of commissions. Here find a deepdown comparison between Dribbble and Gumroad . Dribbble vs. Gumroad Dribbble is based on networking as a designer and attracting potential clients organically by listing your services. In contrast, Gumroad caters to all freelancers and content creators. And don't forget this key difference: On Dribbble, you can get clients from within the platform. On Gumroad, organic clients are rare—you need to do your own marketing on social media. Therefore, in a scenario where you're bringing in clients from external sources, Gumroad is the winner. But if you don't have an organic client flow, it makes more sense to leverage Dribbble's client network. And when it comes to the pricing structure... Dribbble's 3.5% commission rate is far more tolerable than Gumroad's 10% commission. 5. Fiverr Fiverr is a platform that helps not just designers, but all freelancers sell their online services. The platform's goal is to sell services directly with minimal client communication, which is why I'd call it a very strong alternative to Dribbble. Unlike the others, Fiverr operates just like an e-commerce site because clients can purchase your services instantly. There usually aren't long negotiation periods like you might find on Dribbble or Contra. Clients rarely reach out using the "Contact me" button. To sell your service on Fiverr, you publish service packages called "Gigs." These packages include all the relevant details about the service. For example, if you're a writer creating a Gig, you'll see a variety of customization options like "Delivery Time," "Word Count," "Keywords," "Research," and "Revisions." Thanks to these customizations, you can charge for extra benefits like "detailed research," "more revision rounds," or "different file formats." For instance, you could offer "2 revision rounds for $40." This way, the client has almost all the information they need without ever contacting you—perfect for cutting down on back-and-forth communication. Fiverr's Gigs are also split into three tiers: Basic, Standard, and Premium. You can change the contents of each package to attract clients with different budgets. For example, it's up to you to offer the most basic version of a service in the Basic package and the most advanced, high-priced version in the Premium package. Key features of Fiverr Gig-based service sales Fixed-price project packages Clear order and delivery process Level system for earning badges Customer rating and review system Ability to offer extra services (add-ons) Fiverr's pricing structure Fiverr takes a 20% commission on every Gig you sell as a freelancer. This massive fee, unfortunately, puts it at the very top of our list. Although Fiverr is a good marketplace for making quick sales, this hefty commission has caused many people to leave the platform in recent years. What's the fee for clients? Your clients have to pay an additional 5.5% on top of the purchase price, plus an extra $3 if the service costs less than $100. However, this isn't a big problem as it is on Dribbble, because Fiverr's clients usually come from within the platform and have already accepted these fees. There's also no Pro plan to help you escape the commissions. Well, there is "Fiverr Freelancer Pro," but it's not a paid subscription. It's the highest level on the platform, and you have to go through Fiverr's meticulous review process to get a Pro badge. But even then, there's no escaping the commission. Dribbble vs. Fiverr However, if we ignore the commission fee, Fiverr's "Services" (Gigs) are structured much better than Dribbble's. If your goal is to access a pool of clients and make quick sales without needing to bring in your own customers, Fiverr beats Dribbble. Another thing that makes Fiverr better than Dribbble is, of course, that it's open to all freelancers. In contrast, Dribbble is limited to designers. If you offer services in different industries, being on Fiverr can connect you with a more suitable target audience. 6. Upwork Upwork is one of the most well-known freelance marketplaces in the world. Unlike Fiverr, it doesn't focus on service packages but helps you find work through a bidding system. In other words, clients post project proposals, freelancers apply, and the client chooses who they want to work with. The bidding system isn't entirely free; you need to spend "Connects" for each project proposal. Upwork gives you 10 free Connects each month, but you have to pay for more. However, Upwork also offers a "Services" section, which they call the "Project Catalog." Freelancers who don't like the bidding system or want to try their luck with a different method can list their services in the Project Catalog as a secondary option. Just like on Fiverr, you can offer your services here in three different, instantly purchasable tiers: "Starter, Standard, and Advanced." Clients can learn all the service details, purchase your service, and leave a review on your profile, often without even contacting you first. Key features of Upwork Selling services through the Project Catalog Hourly or project-based jobs Winning projects by submitting proposals Secure and guaranteed payment system Opportunity to find long-term clients Building a reputation and work history Direct messaging and collaboration Upwork's pricing structure According to Upwork, they currently take a commission of up to 15% on hourly, project-based contracts or service sales. This rate is generally 10% and can vary depending on the industry and various other factors. I can still say that this is quite a high rate compared to Dribbble. If you want to find out exactly how much you'd pay for a project right now, you can do so with the Upwork Fee Calculator . Upwork also charges clients a minimum 5% commission . If clients upgrade to the Business Plus Plan to access top talent, this commission rate increases to 10% . Upwork does have a paid Freelancer Plus subscription, but it doesn't help you avoid commissions. The Pro plan can help you with full access to the UMA artificial intelligence, 100 Connects per month, the ability to view competitor bids, and deeper profile customizations. Dribbble vs. Upwork When you compare the commission rates of Dribbble and Upwork, Dribbble wins by a landslide. However, Upwork's "Services" feature is undoubtedly more advanced and seems more likely to bring you clients through organic channels. Plus, unlike Dribbble, it isn't limited to just designers. Ultimately, if you're a designer, Dribbble might be more appealing for accessing a dedicated network of designers. But if you want to position yourself in a more competitive, opportunity-rich corner of the freelance world, you might want to ignore Upwork's fees and try your luck with the Project Catalog. FAQs 1. Is Dribbble good for freelancers? Dribbble isn't for every freelancer, as it's a niche network exclusively for designers. However, if you are a designer, it's an ideal platform for building a portfolio and showcasing your services. 2. Which platform is best for freelancers? The best platform depends on your work. For quick sales, try Upwork or Fiverr. For design, use Dribbble or Behance. For the most favorable payment terms, choose Ruul, and for software development, Toptal is often the best choice. 3. Is Behance better than Dribbble? While their networks are similar, Behance feels more professional, whereas Dribbble operates more like a social network. Additionally, Behance's commission is 0-5%, while Dribbble's is a flat 3.5%. Most freelancers find Behance to be more advantageous. ABOUT THE AUTHOR Eran Karaso Eran Karaso is a marketing and brand strategy leader with more than a decade of experience helping global tech companies connect with their audiences. He’s built brand narratives that stick, led successful go-to-market strategies, and worked hand-in-hand with cross-functional teams to ensure everyone is on the same page. More What are the Mistakes to Avoid When Creating an Fiverr Offer? Improve your chances on Fiverr by avoiding these common bid mistakes. Read on to learn how to improve your work! Read more Remote Jobs for Digital Nomads Looking to work remotely while traveling? Learn about popular remote jobs for digital nomads and start your journey today! Read more How to Use Your TikTok Bio Link to Get Clients Learn how to optimize your TikTok bio link, attract new clients, and drive traffic to your business with this step-by-step guide. Read more MORE THAN 120,000 Independents Over 120,000 independents trust Ruul to sell their services, digital products, and securely manage their payments. FROM 190 Countries Truly global coverage: trusted across 190 countries with seamless payouts available in 140 currencies. PROCESSED $200m+ of Transactions Over $200M successfully processed, backed by an 8-year legacy of secure, reliable transactions trusted by independents worldwide. FREQUENTLY ASKED QUESTIONS Everything you need to know. Get clear, straightforward answers to the most common questions about using Ruul. hey@ruul.io What is Ruul? Ruul is a merchant-of-record platform helping freelancers and creators globally sell services, digital products, subscriptions, and easily get paid. Who is Ruul for? Ruul is designed for freelancers, creators, and independent professionals who want a simple way to sell online and get paid globally. How does Ruul work? Open an account, complete a quick verification (KYC), and link your payout account. Then, start selling through your store or send payment requests to customers instantly. How does pricing work? Signing up is free. There are no subscription or hidden fees. Ruul charges a small commission only when you sell or get paid through the platform. What is a Merchant of Record? A merchant of record is the legal seller responsible for processing payments, handling taxes, and managing compliance for each transaction. What can I sell on Ruul? You can sell services, digital products, license keys, online courses, subscriptions, and digital memberships. How do I get paid on Ruul? Add your preferred bank account, digital wallet, or receive payouts in stablecoins as crypto. Funds arrive within 24 hours after a payout is triggered. OPEN AN ACCOUNT START MAKING MONEY TODAY ruul.space/ Thank you! Your submission has been received! Oops! Something went wrong while submitting the form. Trustpilot Product Payment Requests Sell Services Sell Products Subscriptions Ruul Space Pricing For Businesses Resources Blog About Contact Support Referral Program Affiliate Program Partner Program Tools Invoice Generator NDA Generator Service Agreement Generator Freelancer Hourly Rate Calculator All Rights Reserved © 2025 Terms Of Use Privacy Policy | 2026-01-13T08:48:22 |
https://www.businessinsider.com/beyonce-break-my-soul-about-quitting-job-great-resignation-purpose-2022-6?op=1 | Beyoncé's 'Break My Soul': the Great Resignation, Quitting Your Job, Finding Meaning - Business Insider Business Insider Subscribe Newsletters Search Business Strategy Economy Finance Retail Advertising Careers Media Real Estate Small Business The Better Work Project Personal Finance Tech Science AI Enterprise Transportation Startups Innovation Markets Stocks Indices Commodities Crypto Currencies ETFs Lifestyle Entertainment Culture Travel Food Health Parenting Politics Military & Defense Law Education Reviews Home Kitchen Style Streaming Pets Tech Deals Gifts Tickets Video Big Business Food Wars So Expensive Still Standing Boot Camp Subscribe My account Log in Newsletters US edition Deutschland & Österreich España Japan Polska TW 全球中文版 Get the app Economy Beyoncé wants you in formation — for the Great Resignation By Juliana Kaplan You're currently following this author! Want to unfollow? Unsubscribe via the link in your email. Follow New Follow authors and never miss a story! Follow Juliana Kaplan Every time Juliana publishes a story, you’ll get an alert straight to your inbox! Enter your email Sign up By clicking “Sign up”, you agree to receive emails from Business Insider. In addition, you accept Insider’s Terms of Service and Privacy Policy . Beyonce accepts the Best R&B Performance award at the 63rd Grammys on March 14, 2021, in Los Angeles, California. Robert Gauthier/Getty Images 2022-06-23T16:40:41.000Z Share Copy link Email Facebook WhatsApp X LinkedIn Bluesky Threads lighning bolt icon An icon in the shape of a lightning bolt. Impact Link Save Saved Read in app This story is available exclusively to Business Insider subscribers. Become an Insider and start reading now. Have an account? Log in . Beyoncé is back with her new song "Break My Soul," and it's a Great Resignation anthem. The song is about quitting your job and finding new motivation, something many have been doing in the last year. It also cements the Great Resignation as part of today's popular culture. Beyoncé has officially signed off on quitting your job. Her newest single, "Break My Soul," has been heralded as a Great Resignation anthem — and it marks a cultural turning point. The musical icon — who samples rapper Big Freedia — sings: "I just quit my job/ I'm gonna find new drive/ Damn they work me so damn hard/ Work by nine/ Then off past five." The job works her nerves — and "that's why I cannot sleep at night." Like the millions of Americans who have been quitting their jobs at near-record highs for a year, Beyoncé isn't abandoning the concept of work altogether. Instead, she's "lookin' for motivation" and a "new foundation" — something that has certainly propelled many of America's quitters into different roles as they realize that life is too short to work in a job they aren't passionate about . Nick Bunker, an economist at job site Indeed, told CNBC's Greg Iacurci that "Break My Soul" marks "one instance of a broader public awareness or discussion about people quitting their jobs, which is reflective of what's happening in the labor market and society." But the Beyoncé effect goes beyond just amplifying an existing trend. "She's a cultural icon, so everybody has all eyes on her," Terri Lyne Carrington , the founder and artistic director of the Berklee Institute of Jazz and Gender Justice, and a drummer who once backed Destiny's Child, told Insider. "What I appreciate about her is she uses her platform responsibly; not every well known or commercial artist with such a large platform does that. She really affects the younger generation. So many young women, especially, hang on to her every word." Beyoncé can create what Carrington calls a "ripple effect," especially among younger generations — who also happen to be driving the Great Resignation . Music can have a powerful impact and it helps people come together as a community, Carrington said, and has "always been a tool for justice." An endorsement from Beyoncé can be more than just a coy reference in a new song of the summer. When the star released the single "Formation" in 2016, which also came after a hiatus from the singer, it mentioned the chain Red Lobster. After that mention came a 33% bump in sales, according to CNN , and Red Lobster spokesperson Erica Ettori told the outlet that Red Lobster trended on Twitter – a first for the chain. Of course, it's easier to go buy some biscuits than to just up and quit your job (although today's labor market makes it much easier to quit than it has been in recent years). "I know people are saying Beyoncé told me to quit my job. I'm not sure that's necessarily her intention, because I don't think she wants people to go hungry either," Carrington said. As inflation continues to drive prices up more and more, it's especially hard to be out of work right now — even the Americans with a job are seeing their wage gains eaten up by inflation . "PSA: when Beyoncé sings "I quit my job" she is referring to job to job transition, not that she stopped working," University of Massachusetts Amherst economist Arindrajit Dube tweeted . And Beyoncé isn't quitting her job — it is, after all, making music — and she's certainly far removed from the low-wage workers who have been propelling the Great Resignation . Forbes has her net worth at $450 million , and the extra $10 million she added to her fortune from 2021 to 2022 likely took a nice bite out of inflation. But the song itself is "tapping into" the pandemic realization by American workers that "things can collapse fairly quickly," Carrington said, and the importance of having a fulfilling life and contributing towards the greater good. "I think it really speaks to the moment and speaks to the fact that people are tired of being really kind of treated unfairly, underpaid, underappreciated, all those things," she said. "If we could all feel that we are really truly creating value with our work, I think that's the big picture." Recommended video Beyonce Read next Business Insider tells the innovative stories you want to know Business Insider tells the innovative stories you want to know Business Insider tells the innovative stories you want to know Business Insider tells the innovative stories you want to know HOME Subscribe This story is available exclusively to Business Insider subscribers. Become an Insider and start reading now. Have an account? Log in . 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https://www.fine.dev/blog/common-cto-startup-pitfalls | 7 Common AI Startup Pitfalls and How CTOs Can Avoid Them Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing <- Go Back 7 Common AI Startup Pitfalls and How CTOs Can Avoid Them Table of Contents Misjudging Data Quality Requirements Ignoring Ethical and Bias Concerns Overpromising AI Capabilities Underestimating Infrastructure Needs Lack of Clear Metrics for Success Building Everything from Scratch Overlooking Scalability How to Succeed as a Startup CTO in AI AI is transforming industries. For small startups, it's the difference between success and stagnation. But AI development is complex, especially for small teams with limited resources. Here are seven common pitfalls AI startups face and how CTOs can avoid them. 1. Misjudging Data Quality Requirements A common mistake among startups is underestimating the importance of data quality. Machine learning models thrive on clean, well-labeled data, and poor data quality can lead to incorrect conclusions and unreliable products. CTOs should establish robust data collection and cleaning processes early on, ensuring that data used in training models is accurate and relevant. Prioritize setting up validation checks and consider leveraging synthetic data to supplement small datasets when needed. 2. Ignoring Ethical and Bias Concerns Bias in AI systems can lead to flawed outcomes and reputational damage. Startups may move quickly to deploy their AI, ignoring the need to consider ethical implications and the potential biases inherent in training data. CTOs should take the lead in evaluating datasets for bias and ensuring fairness. Collaborate with data scientists to audit models regularly and be transparent about the limitations and risks associated with your AI. 3. Overpromising AI Capabilities In the excitement of innovation, it's easy to overpromise what AI can achieve. Overpromising to stakeholders or customers often results in unmet expectations, leading to frustration and loss of credibility. CTOs should manage expectations by being transparent about the limitations of current AI capabilities. Start with smaller, tangible goals and build from there, ensuring scalability once the foundational models have proven their value. 4. Underestimating Infrastructure Needs AI can be resource-intensive, requiring significant computational power and specialized hardware. Underestimating infrastructure needs can lead to bottlenecks and unexpected expenses, slowing down development. CTOs should evaluate the computational requirements early on and consider cloud-based solutions or partnerships with third-party providers to keep costs manageable without sacrificing performance. 5. Lack of Clear Metrics for Success Without clear success metrics, AI projects can drift without direction. For a startup, time and resources are scarce commodities. CTOs must define success metrics for their AI initiatives right from the beginning. Whether it's model accuracy, user engagement, or processing speed, having well-defined KPIs helps the team stay focused and enables better iteration based on measurable outcomes. 6. Building Everything from Scratch Many small AI startups fall into the trap of building all components in-house. While this might seem like the right way to maintain control, it’s often impractical and inefficient. CTOs should consider leveraging open-source tools, pre-trained models, and third-party APIs to accelerate development. For example, tools like TensorFlow, PyTorch, and existing NLP models can save time and enable the team to focus on unique value propositions instead of reinventing the wheel. 7. Overlooking Scalability Startups may initially focus on getting a minimum viable product (MVP) out, but overlooking scalability can create issues down the road. Building an AI product that works well for ten users doesn’t necessarily mean it will work for ten thousand. CTOs should keep scalability in mind when designing data pipelines, choosing infrastructure, and developing models. Cloud-based infrastructure and modular code can make scaling smoother as demand grows. How to Succeed as a Startup CTO in AI Avoiding these pitfalls is key to making AI work for your startup. Focus on data quality, avoid biases, manage expectations, and don’t try to do it all alone. Leveraging existing tools and maintaining a clear vision for scalability will help your team deliver AI products that meet market needs and grow with your users. By recognizing these challenges, CTOs can set realistic goals, align resources, and foster a culture of learning and adaptation—key ingredients to AI startup success. Interested in seeing how AI coding assistants can streamline your development process? 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https://dev.to/gonzxph | Jefferson Gonzales - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Follow User actions Jefferson Gonzales Bug Bounty Hunter | Security Researcher Joined Joined on Oct 13, 2021 twitter website More info about @gonzxph Badges Four Year Club This badge celebrates the longevity of those who have been a registered member of the DEV Community for at least four years. Got it Close Three Year Club This badge celebrates the longevity of those who have been a registered member of the DEV Community for at least three years. Got it Close Writing Debut Awarded for writing and sharing your first DEV post! Continue sharing your work to earn the 4 Week Writing Streak Badge. Got it Close Two Year Club This badge celebrates the longevity of those who have been a registered member of the DEV Community for at least two years. Got it Close One Year Club This badge celebrates the longevity of those who have been a registered member of the DEV Community for at least one year. Got it Close Organizations Security Research Post 1 post published Comment 1 comment written Tag 13 tags followed Pin Pinned Hello World! Jefferson Gonzales Jefferson Gonzales Jefferson Gonzales Follow Oct 19 '21 Hello World! 4 reactions Comments 1 comment 1 min read Want to connect with Jefferson Gonzales? Create an account to connect with Jefferson Gonzales. You can also sign in below to proceed if you already have an account. Create Account Already have an account? Sign in loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:48:22 |
https://www.fine.dev/content/privacy-policy#pricing | Fine AI: Privacy Policy Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing <- Go Back Fine AI: Privacy Policy Fine Privacy Policy Last Modified: July 13th, 2024 1. OVERVIEW Fine Dev Ltd. ("Fine," "we," "our," or "us") values your privacy and is dedicated to safeguarding it through adherence to this Data Protection Statement ("Statement"). Our core mission includes a commitment to safeguard your personal data and maintain transparency about the information we collect, its usage, and its sharing. This Statement outlines our practices for gathering, utilizing, maintaining, protecting, and disclosing your information through https://www.fine.dev (our "Website"), our web application (our "App"), and our products, services, technology platforms, and related applications (collectively, the "Service(s)"). We urge you to carefully review this Statement to understand our policies and practices regarding your information and how we will handle it. If you disagree with our terms, you have the option not to use our Services. By accessing or using our Services, you signify your agreement to this Data Protection Statement. This Statement may be updated periodically (see Changes to This Statement). Your continued access to our Services after we make changes is considered acceptance of those changes, so please check the Last Modified Date at the top of this Statement to ensure you're viewing the most current version. 2. DATA WE COLLECT AND HOW WE COLLECT IT We collect only the minimum data necessary to provide you with our Services. For instance, we gather basic contact details when you create an account. We don't request any information if you choose not to register for an account; however, you can't use our Services without an account. 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https://github.com/features/codespaces?locale=ja | GitHub Codespaces · GitHub Skip to content Navigation Menu Toggle navigation サインイン Platform AI CODE CREATION GitHub Copilot Write better code with AI GitHub Spark Build and deploy intelligent apps GitHub Models Manage and compare prompts MCP Registry New Integrate external tools DEVELOPER WORKFLOWS Actions Automate any workflow Codespaces Instant dev environments Issues Plan and track work Code Review Manage code changes APPLICATION SECURITY GitHub Advanced Security Find and fix vulnerabilities Code security Secure your code as you build Secret protection Stop leaks before they start EXPLORE Why GitHub Documentation Blog Changelog Marketplace View all features Solutions BY COMPANY SIZE Enterprises Small and medium teams Startups Nonprofits BY USE CASE App Modernization DevSecOps DevOps CI/CD View all use cases BY INDUSTRY Healthcare Financial services Manufacturing Government View all industries View all solutions Resources EXPLORE BY TOPIC AI Software Development DevOps Security View all topics EXPLORE BY TYPE Customer stories Events & webinars Ebooks & reports Business insights GitHub Skills SUPPORT & SERVICES Documentation Customer support Community forum Trust center Partners Open Source COMMUNITY GitHub Sponsors Fund open source developers PROGRAMS Security Lab Maintainer Community Accelerator Archive Program REPOSITORIES Topics Trending Collections Enterprise ENTERPRISE SOLUTIONS Enterprise platform AI-powered developer platform AVAILABLE ADD-ONS GitHub Advanced Security Enterprise-grade security features Copilot for Business Enterprise-grade AI features Premium Support Enterprise-grade 24/7 support Pricing Search or jump to... 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Dismiss alert {{ message }} 機能 Navigation menu GitHub Copilot セキュリティ GitHub Actions Codespaces GitHub Issues コードレビュー Discussions コード検索 GitHub Codespaces シンプルになったセキュア開発 GitHub Codespaces では、GitHub ネイティブでフル構成のセキュアなクラウド開発環境を使用してコーディングをより迅速に開始できます。 無料で始める 営業担当に問い合わせる セキュア・バイ・デザイン セキュリティを念頭に置いて構築された Codespaces は、組み込み型の機能と GitHub とのネイティブなインテグレーションを通じてセキュアな開発環境を提供します。 コーディングする場でコラボレート Codespaces は共有開発環境を提供するので、複雑で時間のかかるセットアップを行う必要がなくなります。 独自のスペースを独自の方法で使用。Codespaces は、いつもの使い慣れたマシンを使っているかのようにコーディングできる場所です。 独自のスペースを独自の方法で使用。 Codespaces は、いつもの使い慣れたマシンを使っているかのようにコーディングできる場所です。 世界のどこからでもコーディングを瞬時に開始しましょう。 プロジェクトの切り替えですか? そのプロジェクト用に事前構成された新しいマシンをクラウドから取得してください。設定はユーザーと一緒に移動します。 タブかスペース? Monokai か Solarized? Prettier か Beautify? 決めるのはあなたです。 独自の dotfiles リポジトリを使用して、コーディング マニアにしかわからない細かな部分までこだわり抜きましょう。 ブラウザ プレビューとポート転送 ポリシーで許可されるスコープ内でポートを共有して変更をプレビューし、チームメイトからフィードバックを受け取ります。 より迅速にオンボード GitHub アカウントと統合開発環境またはブラウザだけで codespace をすばやくスピンアップ。構成ファイルがいくつかあればフル構成のセキュアな開発環境を瞬時に提供できるので、開発者はコーディングをすぐさま開始できます。 Codespaces でできること どのデバイスからでもコーディング。 iPad でのコーディングをお考えですか? もちろん可能です。インターネットに接続できるデバイスがあれば、どこからでも Codespaces を立ち上げられます。デバイスの性能を気にする必要はありません。Codespaces はクラウド上で動作します。 思い立ったらすぐに始められるオンボーディング。 開発環境を構築しながらのオンボーディングはもう不要です。Codespaces は、GitHub 上の任意のリポジトリから、事前構成された安全な環境ですぐに起動します。 プル リクエストからそのままバグ修正。 バグやセキュリティ問題を報告するプル リクエストがありますか? 開発環境の読み込みを待たずに、そのプル リクエストから直接 Codespaces を開いて修正できます。 GitHub のエンジニアリング チームが Codespaces を使って構築する方法を学ぶ 詳細を読む “ かつては 15 のステップを踏むプロセスだったのが、Codespaces を開くという 1 つのステップだけで作業を開始できるようになりました。 Clint Chester Synergy、開発者リード “ Codespaces は、いつもなら開発者が実際の作業を開始する前に対処しなければならない煩雑でエラーが発生しやすいステップを省略できるようにしてくれます。 Keith Annette KPMG UK、クラウド機能リード Codespaces を使用してコーディングを数秒で開始 無料で始める よくある質問 Codespaces はどのように機能するのですか? Codespace は、クラウド内でホストされる開発環境です。リポジトリに dev container ファイルを構成 してプロジェクトを GitHub Codespaces 向けにカスタマイズすると (Configuration-as-Code と呼ばれることがよくあります)、プロジェクトのすべてのユーザーに対して反復可能な codespace 構成が作成されます。 GitHub.com でホストされているさまざまな仮想マシン ベースのコンピューティング オプションで実行される GitHub Codespaces には、2 台から最大 32 台のコア マシンを構成できます。Codespaces には、ブラウザから接続、または Visual Studio Code や IntelliJ といった統合開発環境を使用してローカルに接続します。 Codespaces はどのように使用すればよいですか? Codespaces は、以下を含めた多数のエントリー ポイントからスピンアップできます。 テンプレート 新しい機能開発作業向けの リポジトリ 進行中の作業を確認するための open 状態のプルリクエスト 特定の時点におけるバグを調査するための、リポジトリの履歴内にあるコミット Visual Studio Code ベータ版では、 JetBrains 統合開発環境 や JupyterLab も使用できます Codespaces の使用方法については、GitHub の ドキュメント をお読みください。 個人開発者が Codespaces を利用することはできますか? Codespaces はあらゆる組織内の開発者が利用でき、ユーザーの codespace に対する料金を支払う組織が制御します。すべての GitHub.com 個人アカウントには毎月の無料使用クォータが含まれており、組織はプライベートおよび内部リポジトリでそれらを有効にできます (次の質問を参照してください)。GitHub は、無料プランのユーザーに対して毎月 120 コア時間 (2 つのコア codespace で 60 時間のランタイム) と 15 GB のストレージを提供します。どのようにバランスが取られているかについては、 請求ページ をご覧ください。 Codespaces をチームや企業で利用することはできますか? Codespaces をチームや企業で利用することは可能ですが、まず組織の設定内で有効にする必要があります。チームと企業は、Codespaces にアクセスできるリポジトリとユーザーを選択して、セキュリティと許可のコントロールを強化できます。 GitHub のドキュメントで Codespaces を組織内で有効化する 方法についてお読みください。 Codespaces のコストを教えてください。 Codespaces を個人的に使用する場合は 1 カ月あたり最大 60 時間が無料になり、この時間を超えるとシンプルな従量課金制が適用されます。組織にも従量課金制の料金設定で提供されており、企業やチームが毎月の希望支出額を決定できる料金制御機能があります。組織に対する Codespaces 料金の詳細については、 こちら をご覧ください。 Codespaces をセルフホストすることはできますか? Codespaces をセルフホストすることはできません。 LinkedIn ラーニングで Codespaces にアクセスするにはどうすればよいですか? Codespaces は LinkedIn ラーニングから直接使用できます。LinkedIn ラーニングは、最も一般的な 6 つのコーディング言語での 50 を超えるコースに加えて、データ サイエンスや機械学習のコースも提供しています。これらのコースは Codespaces と統合されているため、LinkedIn 経由で任意のマシンからいつでも実践練習を行えます。LinkedIn ラーニングでは、2023 年 2 月までこれらのコースを無料で受講できます。LinkedIn ラーニングと GitHub Codespaces の詳細については、 こちら をご覧ください。 GitHub で Codespaces を有効にするにはどうすればよいですか? Codespaces は、GitHub Free アカウントを利用する開発者に対してデフォルトで有効になっています。組織に属している場合はクローンできないようにするポリシーが存在することもありますが、リポジトリをクローンできるなら、Codespaces を使用し始めることが可能です。また、組織が Codespaces インスタンスの料金を支払い、有効化して管理する必要もあります。 学生が Codespaces を利用することはできますか? 学生の方は、GitHub Student Developer Pack の一環として Codespaces を無料で利用できます。サインアップして Codespaces やその他 GitHub 製品の使用を開始する方法については、 こちら をご覧ください。 オープン ソース メンテナーが Codespaces を利用することはできますか? Codespaces は、メンテナーとコントリビュータの両方に 毎月ふんだんな無料使用枠 を提供しています。 Site-wide Links 開発者ニュースレターをサブスクライブする ヒント、テクニカルガイド、ベストプラクティスを受け取りましょう。毎月 2 回。 サブスクライブ プラットフォーム 機能 Enterprise Copilot AI セキュリティ 価格 Team リソース ロードマップ GitHub を比較する エコシステム 開発者 API パートナー 教育 GitHub CLI GitHub Desktop GitHub Mobile GitHub Marketplace MCP Registry サポート ドキュメント コミュニティフォーラム プロフェッショナルサービス プレミアム サポート スキル 状況 GitHub へのお問い合わせ 会社 GitHubについて GitHub を使用する理由 お客様の事例 ブログ ReadME プロジェクト キャリア ニュースルーム インクルージョン 社会的インパクト ショップ © 2026 GitHub, Inc. 規約 プライバシー (2024 年 2 月更新) 02/2024 サイトマップ Gitとは何ですか? Cookies を管理する 個人情報の共有を禁止する GitHub on LinkedIn Instagram GitHub on Instagram GitHub on YouTube GitHub on X TikTok GitHub on TikTok Twitch GitHub on Twitch GitHub’s organization on GitHub 日本語 English Português (Brasil) Español (América Latina) 日本語 한국어 You can’t perform that action at this time. | 2026-01-13T08:48:22 |
https://pamela-meyer.com | Pamela Meyer, Ph.D - Agility Shift, Author; Keynote Speaker & Consultant Blog Contact Search for: Skip to content The Agility Shift More Books More Resources Business Agility Speaker Leadership Agility Workshops • Leadership Agility Coaching Agility Inventory Success Stories About Pamela Press Blog Contact Premier Business and Leadership Agility Expert for leaders and teams that need to lead and learn with agility for success in a dynamic future. More About Pamela Meyer Dynamic Keynote Speaker • Award-winning author of The Agility Shift and Staying in the Game • High-content, high-engagement workshop and off-site leader • Agile team and leadership consultant who delivers proven results • Thought-leader for business success MOST REQUESTED KEYNOTE TOPICS Leading Through VUCA (Volatility, Uncertainty, Complexity and Ambiguity) Making the Agility Shift: Creating Agile and Effective Leaders, Teams and Organizations Leading and Learning With Agility for a Dynamic Future Are You Ready to Improve Your Agility Capability? Tell Us About Your Needs Have You Made The Agility Shift? Pamela Meyer’s popular book The Agility Shift shows business leaders how to make the radical mindset and strategy shift necessary to create an agile, entrepreneurial organization that can innovate and thrive in complex, ever-changing contexts. Not only will you learn how organizations are thriving amid uncertainty and change through inspiring examples, but you will also discover ideas you can use right away to start making your own agility shift. In addition, you will discover: The six dynamics of the agility shift to boost performance and engagement How to improve your capacity to respond to the unexpected and unplanned using available resources Specific agility practices for leaders, teams, and your entire organization How becoming more agile will improve your bottom line and sustain your success Learn More About The Agility Shift Staying in the Game: Leading and Learning with Agility for a Dynamic Future Newest Award-Winning Leadership Agility Book by Pamela Meyer Shares Lessons from the Slopes to the Boardroom and Beyond What if an 82-year-old amateur ski racer held the secret to your agile leadership success? Staying in the Game: Leading and Learning with Agility for a Dynamic Future is the transformative new book by agile innovation expert Pamela Meyer, Ph.D., known for her acclaimed work, The Agility Shift . Discover the secrets of some of the world’s most agile and engaged leaders. Meyer presents a fresh approach to leadership that extends beyond traditional leadership roles. It equips leaders at all levels with the mindset and strategies needed to sustain their success in today’s fast-paced, ever-changing world. Praise for Staying in the Game “Staying in the Game is the guide every leader needs to grow, learn, lead, and thrive in today’s dynamic environment.” — Melissa Davis , VP of Talent Management, Seagen “ Staying in the Game is a revelation for the future of work and leadership.” – Jeanette Johnson , Chief People Officer, Surepoint Technologies “A must-read for anyone who wants to continue to thrive and make an impact, whether on the slopes or in the boardroom.” — Bill Madsen , Director of NASTAR at Outside, Mayor of Snowmass Village, Colorado Available on Amazon or through your favorite bookseller! Learn More Leadership Agility Podcasts and Webinars Below are links to a sampling of Pamela’s podcast and webinar appearances, where you can discover her fresh perspectives and latest research on leadership agility. Resilience Week 2025 Pamela Meyer delivers the opening virtual keynote for Comparative Agility’s virtual Resilience 2025 conference : Sustaining Agile Success: Leading and Learning with Agility for a Dynamic Future. Once registered, you can listen to her session at any time. The Greatness Podcast Pamela Meyer joins host and agile leader Gretchen Gagel on The Greatness Podcast to discuss her new book and explore some compelling questions: What keeps us in the game – be it life or work? We all know leaders who continue to be curious and “in the game” throughout their lives, but what drives that ongoing curiosity? Listen in to discover what sets the world’s most agile leaders apart from those who retreat to their comfort zone at the first chance. You can listen here or wherever you get your podcasts. Agile in Action Podcast Listen to Pamela Meyer talk with Bill Raymond about some of the new agile leadership lessons she learned while researching her latest book, Staying in the Game: Leading and Learning With Agility for a Dynamic Future . You can listen here or wherever you get your podcasts. As many organizations revise and rename their DEI initiatives, the goal remains unchanged: to foster workplaces where everyone can perform at the top of their talent to deliver results. These webinars, recorded during COVID, can help you achieve these results. Agile Meets Diversity, Equity, and Inclusion: Part 1 [Free Webinar hosted by ScrumAlliance.org ]. Join Pamela Meyer and leading experts in Agile frameworks and Diversity, Equity, and Inclusion (DEI) as they explore how the foundational pillars of Scrum can be applied to improve performance through inclusion and belonging. You can preview the conversation in Pamela’s blog post . Agile Meets Diversity, Equity, and Inclusion: Part 2 [Free Webinar hosted by ScrumAlliance.org ]. In Part 2 of this webinar series, Pamela Meyer and leading experts in Agile frameworks and Diversity, Equity, and Inclusion (DEI) explore how the five values of Scrum can help you improve inclusion and belonging. Testimonials Pamela Meyer was the perfect opening speaker for our client conference . She inspired our participants to be more agile and innovative, and energized them to take fresh ideas back to their organizations. Alice Harkin , VP Client Executive Group Saba Software Each time Pamela Meyer speaks at Chicago SHRM she rocks the house! Her dynamic approach to innovation, agility, and organizational effectiveness really hits a chord with our members as these are challenges that many Human Resources professionals are trying to solve within their own organizations. We can’t wait to have her back to share her latest ideas and approaches and bring her new book! Paul Salasky, Past President, Chicago SHRM (Society of Human Resource Management) Pamela Meyer has forever changed the way I approach collaboration. How could I have known that in the process of engaging Pamela to help develop a department of 30+ staff members so that they could be more agile, innovative and collaborative, that years later I would continue to use the lessons not only in my professional life, but as a mother of 3, as well. Whether the work-place or play-ground, Pamela’s wisdom works! Cara Kranz, Deputy Chief of Staff, Chicago Board of Education Pamela Meyer’s innovative ideas and our collaboration with her over the last few years have helped Mightybytes better align our team and identify new growth opportunities. Tim Frick, Founder and CEO, Mightybytes Thank you for your stellar presentation . . . It was indeed a grand finale session! You were a great success, and participants were sent on their way with renewed enthusiasm. Mary Elsesser, Virginia Economic Developers Association Thank you for being our closing keynote speaker! Your insights really spoke to our conference theme of engage, inspire and innovate. You really hit it out of the ballpark and for that we are truly grateful! Kristy Doak, CMP, CTA, Michigan Library Association Pamela facilitated what turned out to be my favorite — and I’d say the best — leadership retreat of my 30+ year non-profit career. She brought wit and wisdom, and fun and focus, to a very diverse group of executives. We aligned around mission. We identified opportunities for growth and advancement. We dove deep on a few game changers. And we left energized to do more for our clients, and to do it better. Mark Ishaug, CEO, Thresholds DON’T MISS IT! Meyer’s energizing Staying in the Game program inspired our team to reflect and build on our strengths and lead and learn with agility in a constantly changing landscape. Leticia Ransom, Director of HR Valerio Dewalt Train Your book and curriculum have laid the foundation to help us navigate, as a leadership team, the uncertainties around our markets. We are living it every single day. Bryan M. Davis, ChFC, CPCU, Executive Vice President | Head of VIU by HUB Pamela Meyer, PhD is a premier business and leadership agility expert and dynamic speaker with a proven record of delivering results. About Pamela Meyer Newsletter SIGN UP for Pamela's "Learning Letter" to receive the latest business and leadership agility resources, best practices, event notifications and more. Email First Name Last Name Sorry. You must have JavaScript enabled to fill out this form. Please complete the reCAPTCHA below to join our email list. Subscribe via RSS Contact Us to invite Pamela Meyer to speak at your next event or consult with your organization. Privacy Policy © 2026 Pamela Meyer | 2026-01-13T08:48:22 |
https://www.fine.dev/blog/bolt-vs-v0-es | Bolt vs. V0: ¿Cuál es la mejor herramienta de programación con IA para el desarrollo front-end? Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing <- Go Back Bolt vs. V0: ¿Cuál es la mejor herramienta de programación con IA para el desarrollo front-end? Introducción En el mundo del desarrollo front-end, dos herramientas de programación con IA han ganado popularidad: Bolt y V0 . Ambas ofrecen características únicas que pueden mejorar la productividad de los desarrolladores, pero ¿cuál es la mejor opción para tus necesidades específicas? Este blog compara estas dos herramientas, centrándose en sus capacidades, facilidad de uso y rendimiento general. Diferencias Principales Bolt está diseñado para optimización de código y generación rápida . Ofrece sugerencias de código en tiempo real y es conocido por su capacidad para mejorar la eficiencia del código. Por otro lado, V0 se centra en integración y colaboración , permitiendo a los equipos trabajar juntos de manera más efectiva a través de características de colaboración en tiempo real. Ambas herramientas utilizan tecnologías avanzadas de IA, pero Bolt es más adecuado para desarrolladores que buscan mejorar la eficiencia del código, mientras que V0 es ideal para equipos que priorizan la colaboración. Rendimiento y Usabilidad El rendimiento de estas herramientas es crucial para los desarrolladores que buscan mejorar su flujo de trabajo. Bolt ofrece tiempos de respuesta rápidos y es altamente eficiente en la generación de código, mientras que V0 proporciona una experiencia de usuario fluida con su interfaz intuitiva y características de colaboración. Ambas herramientas son fáciles de usar, pero sus capacidades brillan en diferentes áreas. Bolt es excelente para optimización de código , mientras que V0 se destaca en colaboración en equipo . Actualización de Bolt - Octubre 2024 - ¿Es Bolt ahora mejor que V0 para el desarrollo front-end? En octubre de 2024, se anunció una actualización significativa de Bolt. Las recientes mejoras han aumentado sus capacidades de optimización de código, superando a V0 en pruebas de rendimiento. Esta actualización refleja la mayor precisión de Bolt en la generación de código eficiente y su capacidad para integrarse con herramientas de desarrollo populares. Las pruebas iniciales indican que Bolt ahora sobresale en tareas de desarrollo front-end, como optimización de CSS y generación de componentes de React. Empresas como GitHub han informado mejoras significativas en la eficiencia del desarrollo con la nueva versión de Bolt. Ejemplos Prácticos de Uso de IA en el Desarrollo Front-end con Bolt y V0 Bolt: Optimización de CSS: Usa Bolt para mejorar la eficiencia del código CSS y reducir el tiempo de carga de la página. Generación de componentes de React: Emplea Bolt para crear componentes de React optimizados y reutilizables. Refactorización de código: Ideal para reestructurar código existente para mejorar su legibilidad y rendimiento. V0: Colaboración en tiempo real: Permite a los equipos trabajar juntos en proyectos de desarrollo front-end con características de colaboración en tiempo real. Integración con herramientas de desarrollo: Usa V0 para integrar fácilmente con herramientas populares como GitHub y Slack. Gestión de proyectos: Facilita la gestión de proyectos con su interfaz intuitiva y características de seguimiento de tareas. Conclusión Al decidir entre Bolt y V0 , considera tus necesidades específicas de desarrollo front-end. Bolt ofrece una mejor optimización de código y generación rápida, mientras que V0 proporciona una colaboración más efectiva y una integración fluida con herramientas de desarrollo. Ambas herramientas son poderosas y pueden mejorar significativamente tu productividad como desarrollador front-end. Regístrate en una plataforma como Fine , que incluye acceso a ambas herramientas, para aprovechar lo mejor de ambos mundos sin pagar de más. ¿Por qué suscribirse a Fine? Fine es una plataforma que ofrece acceso a Bolt y V0 , permitiendo a los desarrolladores cambiar entre estas herramientas según sus necesidades. Esta flexibilidad es perfecta para aquellos que requieren optimización de código de Bolt o colaboración efectiva de V0. Con Fine, no hay necesidad de gestionar tus propias claves API o preocuparte por los límites de uso: todo está incluido. Suscribirse a Fine simplifica el proceso, ofreciendo acceso rentable a ambas herramientas para todas tus tareas de desarrollo front-end. Fuentes "Bolt vs V0: ¿Cuál es mejor para el desarrollo front-end?" Tech Blog , 20 Sep 2024. Enlace . "Comparación de herramientas de programación con IA para el desarrollo front-end." Dev Tools Review , 18 Sep 2024. Enlace . "Actualización de Bolt 2024." Bolt News . Enlace . Tabla de Contenidos Introducción Diferencias Principales Rendimiento y Usabilidad Actualización de Bolt - Octubre 2024 - ¿Es Bolt ahora mejor que V0 para el desarrollo front-end? Ejemplos Prácticos de Uso de IA en el Desarrollo Front-end con Bolt y V0 Conclusión ¿Por qué suscribirse a Fine? Start building today Try out the smoothest way to build, launch and manage an app Try for Free -> © Fine.dev - All rights reserved. Product Overview AI Workflows Pricing & Plans Changelog Blog Docs Company Press Terms & Conditions Privacy policy | 2026-01-13T08:48:22 |
https://dev.to/adventures_in_ml/the-innovation-cycle-of-ai-ml-116#main-content | The Innovation Cycle of AI - ML 116 - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Adventures in Machine Learning Follow The Innovation Cycle of AI - ML 116 May 25 '23 play Today we speak with ex-Googler, Praveen Paritosh. He has over 20 years of experience as a research scientist and has worked on some of AI's most impactful projects. Expect to learn about scientific innovation, the importance of data, and the next wave of AI (spoiler, it's not LLMs). Sponsors Chuck's Resume Template Developer Book Club starting Become a Top 1% Dev with a Top End Devs Membership Socials LinkedIn: Praveen Paritosh Advertising Inquiries: https://redcircle.com/brands Privacy & Opt-Out: https://redcircle.com/privacy Episode source Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Your browser does not support the audio element. 1x initializing... × 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:48:22 |
https://dev.to/anand12/top-10-technology-trends-of-2021#main-content | Top 10 Technology Trends of 2021 - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close #WithAnand Follow Top 10 Technology Trends of 2021 Nov 7 '21 play The 21st century has been a century of technological change. Several highly commercial and prevalent technologies during the early 2000s have entirely vanished, and new ones have taken their place. Many completely new technologies have also come up in 2021, especially in the arena of computer science and engineering. Read Blog Twitter Voice Message Buy Me a Coffee Episode source Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Your browser does not support the audio element. 1x initializing... × 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:48:22 |
https://www.suprsend.com/comparison-page/sns-vs-messagebird-2024 | Comparing the Top Messaging Platforms (2025) Product FEATURES Template Engine Powerful template editors for all channels App Inbox Fully customizable inbox for your app & website Analytics Deep data insights on notification performance Logs Real-time notifications logs for all channels Smart Routing Reach users where they are Branding Seamlessly manage multi-brand customization Workflows Craft complex notification workflows Bifrost Run notifications natively on data warehouse Preferences Develop user focused notifications Integrations Integrate any channel and provider within mins Solutions BY USECASES Transactional Real-time alerts like authentication, activity updates Batching & Digest Aggregate multiple alerts into one Collaboration & Action Alerts on cross-user activity Scheduled Notifications One-time or recurring alerts like reminders Multi-tenant Alerts tailored to your customer's preferences Announcement / Newsletters Feature releases, achievements, product & policy updates Pricing Docs Customers Blog Login Get Started For Free Login Sign up Email management Comparing the Top Messaging Platforms (2025) Nikita Navral • December 2, 2025 TABLE OF CONTENTS Businesses rely on cloud communications platforms to power SMS alerts, authentication flows, customer engagement, and global voice calling. With so many options available, it’s important to understand how the major players differ in capabilities, pricing, and security. Below is a clear comparison of RingCentral, MessageBird, Plivo, Karix, Twilio, Sinch, Exotel, Telnyx, Ooma, Bandwidth, Gupshup, Vonage, and Amazon SNS - with key features, cost, and security included for each. Twilio Key Features: SMS/MMS, voice, WhatsApp, chat, email (SendGrid), video, global phone numbers, user authentication. Cost: Pay-as-you-go. US SMS ~ $0.0079 outbound; voice outbound ~ $0.014/min. SendGrid email plans start at $19.95/month. Security: HTTPS APIs, API key authentication, enterprise-grade controls depending on product. MessageBird (Bird) Key Features: SMS, WhatsApp, email, voice, multichannel inbox, 2FA/verify, omnichannel automation. Cost: US SMS ~ $0.008/message; WhatsApp from ~$0.005/message; dedicated numbers from ~$0.50/month. Security: ISO/IEC 27001:2013, SOC 2 Type II, GDPR-aligned, regulated under Dutch telecommunications authority. Plivo Key Features: SMS, MMS, voice APIs, WhatsApp, user verification APIs, Fraud Shield protection. Cost: US SMS ~ $0.0055/message; MMS ~ $0.018/message; plans also available starting around $25/month. Security: Fraud Shield for SMS fraud, standard API security, compliance frameworks appropriate for telecom workflows. Sinch Key Features: Global messaging, voice APIs, phone number provisioning, enterprise conversational tools, in-app voice/video SDKs. Cost: Pay-as-you-go; pricing varies by region and channel. Security: Enterprise security posture; used widely by large regulated businesses. RingCentral Key Features: Enterprise UCaaS and CCaaS — voice, video, messaging, contact center, team collaboration. Cost: Subscription-based; varies by seat and plan tier. Security: 99.999% uptime SLA, enterprise compliance standards, secure global network. Vonage Key Features: Business phone systems, unified communications, plus APIs for voice, SMS, video, messaging. Cost: Varies by product; SMS and voice pricing similar to other CPaaS players. Security: Industry-standard certifications (ISO 27001, HIPAA support in certain offerings). Bandwidth Key Features: Voice, messaging, emergency services APIs built on its own carrier network. Cost: Usage-based; typically competitive because Bandwidth owns telecom infrastructure. Security: Strong network-level security due to owning carrier backbone; enterprise-grade controls. Telnyx Key Features: Programmable voice, SMS, SIP trunking, wireless IoT, phone numbers; operates its own global private network. Cost: Generally lower than Twilio in many regions; usage-based for SMS/voice. Security: Private global network architecture, encrypted communications, strong compliance posture. Karix Key Features: SMS, voice, WhatsApp, and multichannel messaging, with strong performance in India/APAC. Cost: Pricing varies by region and volume; typically optimized for India and emerging markets. Security: Regional telecom compliance; enterprise messaging security standards. Exotel Key Features: Cloud telephony, IVR, virtual numbers, call routing, contact-center tools, SMS, WhatsApp. Cost: Region-based pricing; popular for cost-effective India/SEA deployments. Security: Telecom-grade compliance in India, SEA, and Middle East markets. Gupshup Key Features: SMS, WhatsApp, RCS, conversational messaging, bot frameworks, commerce and marketing flows. Cost: Pricing varies by channel and country; optimized for India, LATAM, and emerging markets. Security: Regional compliance and enterprise-grade security for messaging workflows. Ooma Key Features: SMB VoIP phone systems, virtual receptionist, call routing, basic business telephony. Cost: Subscription-based; lower-cost than enterprise UCaaS providers. Security: Standard SMB business-telephony protections; not CPaaS-level programmability. Amazon SNS Key Features: Pub/Sub messaging, SMS notifications, push notifications, email; part of AWS event-driven architecture. Cost: Pay-as-you-go based on notifications sent; AWS regional SMS pricing applies. Security: Inherits AWS IAM, encryption, compliance, monitoring, and infrastructure security. Which Platform Fits Which Use Case? If you want developer APIs to build custom communication flows: Twilio, Plivo, Telnyx, Bandwidth. If you need enterprise communication suites for internal teams: RingCentral, Vonage, Ooma for SMBs. If global omnichannel messaging is key: MessageBird, Sinch, Gupshup, Karix, Exotel. If you’re on AWS and only need notifications: Amazon SNS. Conclusion Each provider has unique strengths: some excel at global messaging, others at enterprise unified communications, others at developer-centric programmability. Understanding key features, pricing, and security posture helps narrow down the best fit for your product, geography, and scale. Share this blog on: Written by: Nikita Navral Co-Founder, SuprSend Implement a powerful stack for your notifications Get Started For Free Book Demo Company About us Signup Login Integrations Pricing Security Privacy Terms Contact Us Support SuprSend for Startups API Status Sign Up Channels Email SMS Notification Inbox Android Push iOS Push Web Push Xiaomi Push Whatsapp SDK Python SDK Node.js SDK Java SDK Android SDK React Native SDK iOS SDK Flutter SDK Go SDK Resources Documentation Changelog Blogs Write for us SMTP Error Codes SMS Providers Comparisons Email Providers Comparisons SMS Providers Alternatives Join us on Slack We are building a community of developers and product builders from across the globe to make notifications a pleasant experience. © 2025 All rights reserved. SuprStack Inc. By clicking “Accept All Cookies” , you agree to the storing of cookies on your device to enhance site navigation, analyze site usage, and assist in our marketing efforts. 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https://dev.to/hb/react-vs-vue-vs-angular-vs-svelte-1fdm#react | React vs Vue vs Angular vs Svelte - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Add reaction Like Unicorn Exploding Head Raised Hands Fire Jump to Comments Save Boost More... Copy link Copy link Copied to Clipboard Share to X Share to LinkedIn Share to Facebook Share to Mastodon Share Post via... Report Abuse Henry Boisdequin Posted on Nov 29, 2020 React vs Vue vs Angular vs Svelte # react # vue # angular # svelte In this article, I'm going to cover which of the top Javascript frontend frameworks: React, Vue, Angular, or Svelte is the best at certain factors and which one is the best for you. There are going to be 5 factors which we are going to look at: popularity, community/resources, performance, learning curve, and real-world examples. Before diving into any of these factors, let's take a look at what these frameworks are. 🔵 React Developed By : Facebook Open-source : Yes Licence : MIT Licence Initial Release : March 2013 Github Repo : https://github.com/facebook/react Description : React is a JavaScript library for building user interfaces. Pros : Easy to learn and use Component-based: reusable code Performant and fast Large community Cons : JSX is required Poor documentation 🟢 Vue Developed By : Evan You Open-source : Yes Licence : MIT Licence Initial Release : Feburary 2014 Github Repo : https://github.com/vuejs/vue Description : Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web. Pros : Performant and fast Component-based: reusable code Easy to learn and use Good and intuitive documentation Cons : Fewer resources compared to a framework like React Over flexibility at times 🔴 Angular Developed By : Google Open-source : Yes Licence : MIT Licence Initial Release : September 2016 Github Repo : https://github.com/angular/angular Description : Angular is a development platform for building mobile and desktop web applications using Typescript/JavaScript and other languages. Pros : Fast server performance MVC Architecture implementation Component-based: reusable code Good and intuitive documentation Cons : Steep learning curve Angular is very complex 🟠 Svelte Developed By : Rich Harris Open-source : Yes Licence : MIT Licence Initial Release : November 2016 Github Repo : https://github.com/sveltejs/svelte Description : Svelte is a new way to build web applications. It's a compiler that takes your declarative components and converts them into efficient JavaScript that surgically updates the DOM. Pros : No virtual DOM Truly reactive Easy to learn and use Component-based: reusable code Cons : Small community Confusion in variable names and syntax The 1st Factor: Popularity All of these options are extremely popular and are used by loads of developers. I'm going to compare these 4 frameworks in google trends, NPM trends, and the Stackoverflow 2020 survey results to see which one is the most popular. Note: Remember that popularity doesn't mean it has the largest community and resources. Google Trends Google trends measures the number of searches for a certain topic. Let's have a look at the results: Note: React is blue, Angular is red, Svelte is gold, Vue is green. The image above contains the trends for these 4 frontend frameworks over the past 5 years. As you can see, Angular and React are by far the most searched, with React being searched more than Angular. While Vue sits in the middle, Svelte is the clear least searched framework. Although Google Trends gives us the number of search results, it may be a bit deceiving so lets of on to NPM trends. NPM Trends NPM Trends is a tool created by John Potter, used to compare NPM packages popularity. This measures how many times a certain NPM package was downloaded. As you can see, React is clearly the most popular in terms of NPM package downloads. Angular and Vue are very similar on the chart, with them going back and forth while Svelte sits at the bottom once again. Stackoverflow 2020 Survey In February of 2020, close to 65 thousand developers filled out the Stackoverflow survey. This survey is the best in terms of what the actual developer community uses, loves, dreads, and wants. Above is the info for the most popular web frameworks. As you can see React and Angular are 2nd and 3rd but React still has a monumental lead. Vue sits happily in the middle but Svelte is nowhere to be seen. Above are the results for the most loved web frameworks. As you can see, React is still 2nd and this time Vue sits in 3rd. Angular is in the middle of the bunch, but yet again Svelte is not there. Note: Angular.js is not Angular Above are the most dreaded web frameworks. As you can see React and Vue are towards the bottom (which is good) while Angular is one of the most dreaded web frameworks. This is because React and Vue developers tend to make fun of Angular, mostly because of its predecessor Angular.js . Svelte is not on this list which is good for the framework. Explaining Svelte's "Bad" Results Some may say that Svelte performed poorly compared to the other 3 frameworks in this category. You would be right. Svelte is the new kid on the block, not many people are using it or know about it. Think of React, Vue, or Angular in their early stages: that's what Svelte is currently. Most of these frontend frameworks comparisons are between React, Vue, or Angular but since I think that Svelte is promising, I wanted to include it in this comparison. Most of the other factors, Svelte is ranking quite highly in. Wrapping up the 1st Factor: Popularity From the three different trends/surveys, we can conclude that React is the most popular out of the three but with Vue and Angular just behind. Popularity: React Angular Vue Svelte Note: it was very hard to choose between Angular and Vue since they are very close together but I think Angular just edges out Vue in the present day. The 2nd Factor: Community & Resources This factor will be about which framework has the best community and resources. This is a crucial factor as this helps you learn the technology and get help when you are stuck. We are going to be looking at the courses available and the community size behind these frameworks. Let's jump right into it! React React has a massive amount of resources and community members behind it. Firstly, they have a Spectrum chat which usually has around 200 developers looking to help you online. Also, they have a massive amount of Stackoverflow developers looking to help you. There are 262,951 Stackoverflow questions on React, one of the most active Stackoverflow tags. React also has a bunch of resources and tutorials. If you search up React tutorial there will be countless tutorials waiting for you. Here are my recommended React tutorials for getting started: Free: https://youtu.be/4UZrsTqkcW4 Paid: https://www.udemy.com/course/complete-react-developer-zero-to-mastery/ Vue Vue also has loads of resources and a large community but not as large as React. Vue has a Gitter chat with over 19,000 members. In addition, they have a massive Stackoverflow community with 68,778 questions. Where Vue really shines is its resources. Vue has more resources than I could imagine. Here are my recommended Vue tutorials for getting started: Free: https://youtu.be/e-E0UB-YDRk Paid: https://www.udemy.com/course/vuejs-2-the-complete-guide/ Angular Angular has a massive community. Their Gitter chat has over 22,489 people waiting to help you. Also, their Stackoverflow questions asked is over 238,506. Like React and Vue, Angular has a massive amount of resources to help you learn the framework. A downfall to these resources is that most of them are outdated (1-2 years old) but you can still find some great tutorials. Here are my recommended Angular tutorials for getting started: Free: https://youtu.be/Fdf5aTYRW0E Paid: https://www.udemy.com/course/the-complete-guide-to-angular-2/ Svelte Svelte has a growing community yet still has many quality tutorials and resources. An awesome guide to Svelte and their community is here: https://svelte-community.netlify.app . They have a decent Stackoverflow community with over 1,300 questions asked. Also, they have an awesome Discord community with over 1,500 members online on average. Svelte has a lot of great tutorials and resources, despite it only coming on to the world stage quite recently. Here are my recommended Svelte tutorials for getting started: Free: https://www.youtube.com/watch?v=zojEMeQGGHs&list=PL4cUxeGkcC9hlbrVO_2QFVqVPhlZmz7tO Paid: https://www.udemy.com/course/sveltejs-the-complete-guide/ Wrapping up the 2nd Factor: Community & Resources From just looking at the Stackoverflow community and the available resources, we can conclude that all of these 4 frameworks have a massive community and available resources. Community & Resources: React Vue & Angular* Svelte *I really couldn't decide between the two! The 3rd Factor: Performance In this factor, I will be going over which of these frameworks are the most performant. There are going to be three main components to this factor: speed test, startup test, and the memory allocation test. I will be using this website to compare the speed of all frameworks. Speed Test This test will compare each of the frameworks in a set of tasks and find out the speed of which they complete them. Let's have a look at the results. As you can see, just by the colours that Svelte and Vue are indeed the most performant in this category. This table has the name of the actions on one side and the results on the other. At the bottom of the table, we can see something called slowdown geometric mean. Slowdown geometric mean is an indicator of overall performance and speed by a framework. From this, we can conclude that this category ranking: Vue - 1.17 slowdown geometric mean Svelte - 1.19 slowdown geometric mean React & Angular - 1.27 slowdown geometric mean Startup Test The startup test measures how long it takes for one of these frameworks to "startup". Let's see the table. As you can see, Svelte is the clear winner. For every single one of these performance tests, Svelte is blazing fast (if you want to know how Svelte does this, move to the "Why is Svelte so performant?" section). From these results, we can create this category ranking. Svelte Vue React Angular Memory Test The memory test sees which framework takes up the least amount of memory for the same test. Let's jump into the results. Similarly to the startup test, Svelte is clearly on top. Vue and React are quite similar while Angular (once again) is the least performant. From this, we can derive this category ranking. Svelte Vue React Angular Why is Svelte so performant? TL;DR: No Virtual DOM Compiled to just JS Small bundles Before looking at why Svelte is how performant, we need to understand how Svelte works. Svelte is not compiled to JS, HTML, and CSS files. You might be thinking: what!? But that's right, instead of doing that it compiles highly optimized JS files. This means that the application needs no dependencies to start and it's blazing fast. This way no virtual DOM is needed. Your components are compiled to Javascript and the DOM doesn't need to update. Also, it also takes up little memory as it complies in highly optimized, small bundles of Javascript. Wrapping up the 3rd Factor: Performance Svelte made a huge push in this factor, blowing away the others! From the three categories, let's rank these frameworks in terms of performance. Svelte Vue React Angular The 4th Factor: Learning Curve In this factor, we will be looking at how long and how easy it is to be able to build real-world (frontend-only) applications. This is one of the most important factors if you are looking to get going with this framework quickly. Let's dive right into it. React React is super easy to learn. React almost takes no time to learn, I would even say if you are proficient at Javascript and HTML, you can learn the basics in a day. Since we are looking about how long it takes to build a real-world project, this is the list of things you need to learn: How React works JSX State Props Main Hooks useState useEffect useRef useMemo Components NPM, Bebel, Webpack, ES6+ Functional Components vs Class Components React Router Create React App, Next.js, or Gatsby Optional but recommended: Redux, Recoil, Zustand, or Providers Vue In my opinion, Vue takes a bit more time than React to build a real project. With a bit of work, you could learn the Vue fundamentals in less than 3 days. Although Vue takes longer to learn, it is definitely one of the fastest popular Javascript frameworks to learn. Here is the list of things you need to learn: How Vue Works .vue files NPM, Bebel, Webpack, ES6+ State management Vuex Components create-vue-app/Vue CLI Vue Router Declarative Rendering Conditionals and Loops Vue Instance Vue Shorthands Optional: Nuxt.js, Vuetify, NativeScript-Vue Angular Angular is a massive framework, much larger than any other in this comparison. This may be why Angular is not as performant as other frameworks such as React, Svelte, or Vue. To learn the basics of Angular, it could take a week or more. Here are the things you need to learn to build a real-world app in Angular: How Angular Works Typescript Data Types Defining Types Type Inference Interfaces Union Types Function type definitions Two-way data binding Dependency Injection Components Routing NPM, Bebel, Webpack, ES6+ Directives Templates HTTP Client Svelte One could argue that Svelte is the easiest framework to learn in this comparison. I would agree with that. Svelte's syntax is very similar to an HTML file. I would say that you could learn the Svelte basics in a day. Here are the things you need to learn to build a real-world app in Svelte: How Svelte Works .svelte files NPM, Bebel, Webpack, ES6+ Reactivity Props If, Else, Else ifs/Logic Events Binding Lifecycle Methods Context API State in Svelte Svelte Routing Wrapping up the 4th Factor: Learning Curve All these frameworks (especially Vue, Svelte, and React) are extremely easy to learn, very much so when one is already proficient with Javascript and HTML. Let's rank these technologies in terms of their learning curve! (ordered in fastest to learn to longest to learn) Svelte React Vue Angular The 5th Factor: Real-world examples In this factor, the final factor, we will be looking at some real-world examples of apps using that particular framework. At the end of this factor, the technologies won't be ranking but it's up to you to see which of these framework's syntax and way of doing things you like best. Let's dive right into it! React Top 5 Real-world companies using React : Facebook, Instagram, Whatsapp, Yahoo!, Netflix Displaying "Hello World" in React : import React from ' react ' ; function App () { return ( < div > Hello World </ div > ); } Enter fullscreen mode Exit fullscreen mode Vue Top 5 Real-world companies using Vue : NASA, Gitlab, Nintendo, Grammarly, Adobe Displaying "Hello World" in Vue : < template > <h1> Hello World </h1> </ template > Enter fullscreen mode Exit fullscreen mode Angular Top 5 Real-world companies using Angular : Google, Microsoft, Deutsche Bank, Forbes, PayPal Displaying "Hello World" in Angular : import { Component } from ' @angular/core ' ; @ Component ({ selector : ' my-app ' , template : &lt;h1&gt;Hello World&lt;/h1&gt; , }) export class AppComponent ; Enter fullscreen mode Exit fullscreen mode Svelte Top 5 Real-world companies using Svelte : Alaska Air, Godaddy, Philips, Spotify, New York Times Displaying "Hello World" in Svelte : <h1> Hello world </h1> Enter fullscreen mode Exit fullscreen mode Wrapping up the 5th Factor: Real-world Examples Wow! Some huge companies that we use on a daily basis use the frameworks that we use. This shows that all of these frameworks can be used to build apps as big as these household names. Also, the syntax of all of these frameworks is extremely intuitive and easy to learn. You can decide which one you like best! Conculsion I know, you're looking for a ranking of all of these frameworks. It really depends but to fulfil your craving for a ranking, I'll give you my personal opinion : Svelte React Vue Angular This would be my ranking but based on these 5 factors, choose whichever framework you like best and feel yourself coding every day in, all of them are awesome. I hope that you found this article interesting and maybe picked a new framework to learn (I'm going to learn Svelte)! Please let me know which frontend framework you use and why you use it. Thanks for reading! Henry Top comments (47) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Collapse Expand stefanovualto stefanovualto stefanovualto Follow Joined Feb 5, 2018 • Nov 29 '20 Dropdown menu Copy link Hide Hi Henry, I mostly agree with the point 1,2,3. But point 4 is subjective depending on your background and previous knowledge. To improve your post, you should add a note explaining what's your background. Finally point 5 are not similar at all. The vue example is a complete page using a reactive property. Anyway as @johnpapa said in a talk, you can achieve almost the same result with any framework, pick the one which feels right for you... :) Like comment: Like comment: 13 likes Like Comment button Reply Collapse Expand Henry Boisdequin Henry Boisdequin Henry Boisdequin Follow Programmer x Swimmer | React Dev, Machine Learning Enthusiast, Rustacean Email boisdequinhenry19@gmail.com Joined Oct 12, 2020 • Nov 29 '20 Dropdown menu Copy link Hide Yes, I agree with you! I would recommend anyone to learn the framework which feels right for you. For the Vue example, I'm not an expert at Vue and don't know a better way to do it (if you have a smaller, more concise 'hello world' example, please comment it). I will definitely work an a 'what's my background section'. To explain it know: I've been using React in all my web dev projects. I have basic knowledge of Vue, Angular, and Svelte. After looking at these 5 factors, I plan to use Svelte for my coming projects. Thanks, @stefanovualto for the feedback! Like comment: Like comment: 8 likes Like Comment button Reply Collapse Expand Christopher Wray Christopher Wray Christopher Wray Follow Email chris@sol.company Location Pasco, WA Education Western Governors University Work Senior Software Engineer at Soltech Joined Jan 14, 2020 • Nov 29 '20 • Edited on Nov 29 • Edited Dropdown menu Copy link Hide In the Vue example you are using data components. For the others just plain html. You could have a Vue component with a template of just the h1 tag and no script. It would look more like the svelte example. Like comment: Like comment: 2 likes Like Thread Thread Henry Boisdequin Henry Boisdequin Henry Boisdequin Follow Programmer x Swimmer | React Dev, Machine Learning Enthusiast, Rustacean Email boisdequinhenry19@gmail.com Joined Oct 12, 2020 • Nov 29 '20 Dropdown menu Copy link Hide ✅ Like comment: Like comment: 1 like Like Thread Thread stefanovualto stefanovualto stefanovualto Follow Joined Feb 5, 2018 • Nov 29 '20 • Edited on Nov 29 • Edited Dropdown menu Copy link Hide In your vue example, I think that you should expect to be in a .vue file lik le it seems to be in the others (I mean that you have the whole bundling machinery working under the hood). Then something similar would be: <template> <h1> Hello world! </h1> </template> Enter fullscreen mode Exit fullscreen mode Maybe a pro' for vue is that it can be adopted/used progressively without having to rely on building process (which I am assuming are mandatory for react, svelte and maybe angular). What I mean is that your previous example worked, but it wasn't comparable to the others. Like comment: Like comment: 4 likes Like Comment button Reply Collapse Expand Zen Zen Zen Follow Mahasiswa Psikologi Email muhzaini30@gmail.com Location Samarinda Education Psikologi, TI Work Developer Android at Toko sepeda Sinar Jaya Joined Mar 25, 2019 • Nov 30 '20 Dropdown menu Copy link Hide I'm usually using Svelte for my projects. Because, it's simple, write less, and get more Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Ryan Carniato Ryan Carniato Ryan Carniato Follow Frontend performance enthusiast and Fine-Grained Reactivity super fan. Author of the SolidJS UI library and MarkoJS Core Team Member. Location Portland, Oregon Education Computer Engineering B.A.Sc, University of British Columbia Work Principal Engineer, Open Source, Netlify Joined Jun 25, 2019 • Dec 3 '20 • Edited on Dec 3 • Edited Dropdown menu Copy link Hide A couple thoughts. "Requires JSX" a downside??? I almost stopped reading at that point. Template DSLs are more or less the same. If that's a con, doesn't support JSX could easily be seen as one. There are reasonable arguments for both sides and this shows extreme bias. Vue is "truly reactive" as well. Whatever that means. Your JS Framework Benchmark results are over 2 years old. Svelte and Vue 3 are both out and in the current results. He now publishes them per Chrome version. Here are the latest: krausest.github.io/js-framework-be... . It doesn't change the final positions much, but Svelte and Vue look much more favorable in newer results. If anyone is interested in how those benchmarks work in more detail I suggest reading: dev.to/ryansolid/making-sense-of-t... Like comment: Like comment: 6 likes Like Comment button Reply Collapse Expand Henry Boisdequin Henry Boisdequin Henry Boisdequin Follow Programmer x Swimmer | React Dev, Machine Learning Enthusiast, Rustacean Email boisdequinhenry19@gmail.com Joined Oct 12, 2020 • Dec 3 '20 Dropdown menu Copy link Hide I'm a React dev and it's my favourite framework out of the bunch. When I did some research and asked some other developers when they think of React they think of needing to learn JSX. For something like Svelte, all you need to know is HTML, CSS, and JS. I know that my benchmarks were two years old and I addressed this multiple times before: For the performance factor, I knew that the frameworks were a bit outdated but the general gist stated the same. Svelte 3 was released some time ago and that blows all of the other frameworks out of the water in terms of performance hence Svelte would stay on top. Vue and React are very similar in performance, Vue even says so themselves: vuejs.org/v2/guide/comparison.html. Since, Angular is a massive framework with built-in routing, etc, its performance didn't become better than Vue, React, or Svelte in its newer versions. Thanks for the new benchmark website, I will definitely be using that in the future. Also, I just read your benchmark article and its a good explanation on how these benchmarks work. Thanks for your input. Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Ryan Carniato Ryan Carniato Ryan Carniato Follow Frontend performance enthusiast and Fine-Grained Reactivity super fan. Author of the SolidJS UI library and MarkoJS Core Team Member. Location Portland, Oregon Education Computer Engineering B.A.Sc, University of British Columbia Work Principal Engineer, Open Source, Netlify Joined Jun 25, 2019 • Dec 3 '20 • Edited on Dec 3 • Edited Dropdown menu Copy link Hide Here's the index page where he posts new results as they come up: krausest.github.io/js-framework-be... When I did some research and asked some other developers when they think of React they think of needing to learn JSX. For something like Svelte, all you need to know is HTML, CSS, and JS. Svelte has good marketing clearly. Is this HTML? <label> <input type= "checkbox" bind:checked= {visible} > visible </label> {#if visible} <p transition:fade > Fades in and out </p> {/if} Enter fullscreen mode Exit fullscreen mode Or this HTML? <a @ [event]= "doSomething" > ... </a> <ul id= "example-1" > <li v-for= "item in items" :key= "item.message" > {{ item.message }} </li> </ul> Enter fullscreen mode Exit fullscreen mode How about this? <form onSubmit= {handleSubmit} > <label htmlFor= "new-todo" > What needs to be done? </label> <input id= "new-todo" onChange= {handleChange} value= {text} /> <button> Add #{items.length + 1} </button> </form> Enter fullscreen mode Exit fullscreen mode Like comment: Like comment: 4 likes Like Thread Thread Henry Boisdequin Henry Boisdequin Henry Boisdequin Follow Programmer x Swimmer | React Dev, Machine Learning Enthusiast, Rustacean Email boisdequinhenry19@gmail.com Joined Oct 12, 2020 • Dec 3 '20 Dropdown menu Copy link Hide That's why a con of Svelte is its syntax (I added that in my post). This is more explanation to that point: Firstly, for confusion in variable names, I'm talking about how Svelte handles state. Coming from React, state would only be initialized with the useState hook. In Svelte, all the variables you make is state which could be confusing for someone just learning Svelte. Also, for the confusion in syntax, I'm talking about the confusion in logic. For example, if statements in Svelte are different than the usual Javascript if statements which could cause some confusion/more learning time for beginners. There are also other examples of this. Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Zen Zen Zen Follow Mahasiswa Psikologi Email muhzaini30@gmail.com Location Samarinda Education Psikologi, TI Work Developer Android at Toko sepeda Sinar Jaya Joined Mar 25, 2019 • Nov 29 '20 Dropdown menu Copy link Hide why svelte is not seen in search trend? because, svelte's docs is very easy to new comer in this framework Like comment: Like comment: 7 likes Like Comment button Reply Collapse Expand Henry Boisdequin Henry Boisdequin Henry Boisdequin Follow Programmer x Swimmer | React Dev, Machine Learning Enthusiast, Rustacean Email boisdequinhenry19@gmail.com Joined Oct 12, 2020 • Nov 29 '20 Dropdown menu Copy link Hide I'm not really sure @mzaini30 . A great pro of Svelte is its docs and tutorial on its website. I think in 1-2 years, you are going to see Svelte at least where Vue is in the search trends. Most of the search trends come from developers asking questions like how to fix this error, or how to do this but since not many people use Svelte (compared to the other frameworks) there are not many questions being asked. Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Bergamof Bergamof Bergamof Follow Location Bordeaux, France Education 3iL Work Senior Developer at IPPON Technologies Joined Nov 30, 2020 • Nov 30 '20 Dropdown menu Copy link Hide Sure! Too bad the great Svelte tutorial was not mentioned. Like comment: Like comment: 1 like Like Thread Thread Henry Boisdequin Henry Boisdequin Henry Boisdequin Follow Programmer x Swimmer | React Dev, Machine Learning Enthusiast, Rustacean Email boisdequinhenry19@gmail.com Joined Oct 12, 2020 • Nov 30 '20 Dropdown menu Copy link Hide It's a great tutorial, but I decided to just add video tutorials. In the community factor, I give a link to the Svelte community website which features that tutorial! Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Sergiy Yevtushenko Sergiy Yevtushenko Sergiy Yevtushenko Follow Writing code for 35+ years and still enjoy it... Location Krakow, Poland Work Senior Software Engineer Joined Mar 14, 2019 • Dec 3 '20 Dropdown menu Copy link Hide Sad that Solid not even mentioned, although it's the one of the best performing frameworks. Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Henry Boisdequin Henry Boisdequin Henry Boisdequin Follow Programmer x Swimmer | React Dev, Machine Learning Enthusiast, Rustacean Email boisdequinhenry19@gmail.com Joined Oct 12, 2020 • Dec 3 '20 Dropdown menu Copy link Hide I've never actually heard of solid. I'll check it out! Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Sergiy Yevtushenko Sergiy Yevtushenko Sergiy Yevtushenko Follow Writing code for 35+ years and still enjoy it... Location Krakow, Poland Work Senior Software Engineer Joined Mar 14, 2019 • Dec 3 '20 Dropdown menu Copy link Hide Well, author of the Solid is even commented in this topic. Like comment: Like comment: 3 likes Like Thread Thread Ryan Carniato Ryan Carniato Ryan Carniato Follow Frontend performance enthusiast and Fine-Grained Reactivity super fan. Author of the SolidJS UI library and MarkoJS Core Team Member. Location Portland, Oregon Education Computer Engineering B.A.Sc, University of British Columbia Work Principal Engineer, Open Source, Netlify Joined Jun 25, 2019 • Dec 16 '20 Dropdown menu Copy link Hide To be fair, performance is only one area and arguably the least important. Even if Solid completely dominates across the board in all things performance by a considerable margin, we have a long way before popularity, community, or realworld usage really makes it worth even being in a comparison of this nature. But I appreciate the sentiment. Like comment: Like comment: 4 likes Like Thread Thread Sergiy Yevtushenko Sergiy Yevtushenko Sergiy Yevtushenko Follow Writing code for 35+ years and still enjoy it... Location Krakow, Poland Work Senior Software Engineer Joined Mar 14, 2019 • Dec 16 '20 Dropdown menu Copy link Hide Well, good performance across the board usually is a clear sign of high technical quality of design and implementation. Like comment: Like comment: 4 likes Like Comment button Reply Collapse Expand dallgoot dallgoot dallgoot Follow Location France Joined Oct 3, 2017 • Jan 2 '21 Dropdown menu Copy link Hide I don't want to start a flamewar but i see a trend where React is considered the -only- viable framework and -some- people reacting like religious zealots against any critics because "it's the best ! it's made by Facebook!" React is too hyped IMHO. Svelte is a a true innovation. And yes performance matters. Angular and Vue may lose traction with time... i think... i fail to see their distinctive useful points. Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Henry Boisdequin Henry Boisdequin Henry Boisdequin Follow Programmer x Swimmer | React Dev, Machine Learning Enthusiast, Rustacean Email boisdequinhenry19@gmail.com Joined Oct 12, 2020 • Jan 2 '21 Dropdown menu Copy link Hide I completely agree with you. Most React devs now will not try any other framework and just make fun of the others. I completely agree that React is too hyped. Unfortunately, as you stated, Angular and Vue are losing some traction. I also agree with you that Svelte is a true innovation, this is why I put Svelte at number 1! For 2021, I will focus on using Svelte. Thanks for reading! Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Sylvain Simao Sylvain Simao Sylvain Simao Follow Building kuizto.co 🥦🍄🥔🥕 • Fractional CTO sylvainsimao.com • Prev CTO at Travis, Tech Director at ClemengerBBDO • Love building for the web! Location Brisbane, Australia Work Founder at kuizto.co Joined Mar 7, 2019 • Dec 3 '20 Dropdown menu Copy link Hide React with a smaller learning curve than Vue.js 🤔 Like comment: Like comment: 5 likes Like Comment button Reply Collapse Expand Henry Boisdequin Henry Boisdequin Henry Boisdequin Follow Programmer x Swimmer | React Dev, Machine Learning Enthusiast, Rustacean Email boisdequinhenry19@gmail.com Joined Oct 12, 2020 • Dec 3 '20 Dropdown menu Copy link Hide They were very tight but I would say that React has a smaller learning curve as its more intuitive and has easier syntax than Vue. Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Sylvain Simao Sylvain Simao Sylvain Simao Follow Building kuizto.co 🥦🍄🥔🥕 • Fractional CTO sylvainsimao.com • Prev CTO at Travis, Tech Director at ClemengerBBDO • Love building for the web! Location Brisbane, Australia Work Founder at kuizto.co Joined Mar 7, 2019 • Dec 4 '20 Dropdown menu Copy link Hide Sorry @hb , you've decided to go on a touchy subject by writing this article! I will have to disagree with you on that point. I think it's perfectly okay to prefer using React. There are many reasons why it is a good choice. However, an easy learning curve isn't part of it. Just so there is no ambiguity, after having used all the Frameworks from this article - my choice goes towards Vue.js and Svelte, but I'll try to remain as objective as possible. 1) According to the State of JS survey 2018 (not using 2019, because that same question wasn't part of last year's survey). From 20,268 developers interrogated, the number #1 argument about Vue.js is an easy learning curve. For React it comes at position #11 (top 3 beings: elegant programming style, rick package ecosystem, and well-established): 2018.stateofjs.com/front-end-frame... 2018.stateofjs.com/front-end-frame... 2) Main reason why Vue.js is labelled "The Progressive JavaScript Framework", is because it is progressive to implement and to learn. Before you can get started with React, you need to know about JSX and build systems. On the other end, Vue.js can be used just by dropping a single script tag into your page and using plain HTML and CSS. This makes a huge difference in terms of approachability of the Framework. 3) Maybe less objective on this one - but from my own professional experience with both Frameworks and leading teams of developers - it usually takes Junior Developers almost twice the time to become proficient with React than with Vue.js. Firstly because of what I mentioned in point number 2. Secondly, because React has few abstraction leaks that makes performance optimisation something developers have to deal with themselves (using memoize hooks). It's a concept that is hard to understand, but essentials if working on large applications. Thirdly, because of the documentation (as you mentioned in your article). And lastly because of the fragmented ecosystem of libraries that can quickly be overwhelming for Junior Devs. Again, I think there are a lot of reasons why React can be a good choice. But not because of the learning curve. Like comment: Like comment: 5 likes Like Comment button Reply Collapse Expand Thorsten Hirsch Thorsten Hirsch Thorsten Hirsch Follow Joined Feb 5, 2017 • Nov 29 '20 Dropdown menu Copy link Hide Angular 6? Well, they just released version 11 and there was the switch to Ivy since version 6, so what about a more recent benchmark? And looking at the Google trends chart I wonder why all 3 (React/Angular/Vue) lost quite a bit of their popularity during the past months... any new kid on the block? It's obviously not Svelte, which could hardly benefit from the others' losses. Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Henry Boisdequin Henry Boisdequin Henry Boisdequin Follow Programmer x Swimmer | React Dev, Machine Learning Enthusiast, Rustacean Email boisdequinhenry19@gmail.com Joined Oct 12, 2020 • Nov 30 '20 Dropdown menu Copy link Hide For the performance factor, I knew that the frameworks were a bit outdated but the general gist stated the same. Svelte 3 was released some time ago and that blows all of the other frameworks out of the water in terms of performance hence Svelte would stay on top. Vue and React are very similar in performance, Vue even says so themselves: vuejs.org/v2/guide/comparison.html . Since, Angular is a massive framework with built-in routing, etc, its performance didn't become better than Vue, React, or Svelte in its newer versions. For the search results, they are unpredictable. To my knowledge, there is no new kid on the block in terms of frontend Javascript frameworks. If anything, more people are using Web Assembly. As you can see from the search results graph, it goes up and down, changing all the time. Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Shriji Shriji Shriji Follow Co-Founder @anoram. High-Performance JavaScript Apps. Location Canada Work DevOps at Anoram Joined May 31, 2020 • Nov 29 '20 Dropdown menu Copy link Hide Also, it would be great if you could give a little explanation of this point Confusion in variable names and syntax Like comment: Like comment: 4 likes Like Comment button Reply Collapse Expand Henry Boisdequin Henry Boisdequin Henry Boisdequin Follow Programmer x Swimmer | React Dev, Machine Learning Enthusiast, Rustacean Email boisdequinhenry19@gmail.com Joined Oct 12, 2020 • Nov 30 '20 Dropdown menu Copy link Hide Firstly, for confusion in variable names, I'm talking about how Svelte handles state. Coming from React, state would only be initialized with the useState hook. In Svelte, all the variables you make is state which could be confusing for someone just learning Svelte. Also, for the confusion in syntax, I'm talking about the confusion in logic. For example, if statements in Svelte are different than the usual Javascript if statements which could cause some confusion/more learning time for beginners. There are also other examples of this. Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Shriji Shriji Shriji Follow Co-Founder @anoram. High-Performance JavaScript Apps. Location Canada Work DevOps at Anoram Joined May 31, 2020 • Nov 30 '20 Dropdown menu Copy link Hide It makes syntax simpler TBH. React isn't even a direct comparison to Svelte. The only syntax that users will get accustomed to is $ assignments. Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Shriji Shriji Shriji Follow Co-Founder @anoram. High-Performance JavaScript Apps. Location Canada Work DevOps at Anoram Joined May 31, 2020 • Nov 29 '20 Dropdown menu Copy link Hide You forgot to mention that Svelte has a great discord :) Like comment: Like comment: 5 likes Like Comment button Reply Collapse Expand Henry Boisdequin Henry Boisdequin Henry Boisdequin Follow Programmer x Swimmer | React Dev, Machine Learning Enthusiast, Rustacean Email boisdequinhenry19@gmail.com Joined Oct 12, 2020 • Nov 29 '20 Dropdown menu Copy link Hide I just had a look at it, a great tool! I'll add it to the post! Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Nikola Nikola Nikola Follow Work Angular developer at Cinnamon Agency Joined Jan 21, 2020 • Nov 30 '20 Dropdown menu Copy link Hide Angular con: it is complex? what.... Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Nathan Cai Nathan Cai Nathan Cai Follow A JavaScript one trick pony who loves to code. I live and breath NodeJS, currently learning React and Angular. Location Toronto, Ontario, Canada Education High School Work Back End Developer at Ensemble Education Joined Jun 18, 2020 • Dec 1 '20 Dropdown menu Copy link Hide Learning Angular is actually no that bad until RXJS comes in Like comment: Like comment: 4 likes Like Comment button Reply Collapse Expand Henry Boisdequin Henry Boisdequin Henry Boisdequin Follow Programmer x Swimmer | React Dev, Machine Learning Enthusiast, Rustacean Email boisdequinhenry19@gmail.com Joined Oct 12, 2020 • Dec 1 '20 Dropdown menu Copy link Hide You need to learn Typescript Smart/Dumb Components One-way Dataflow and Immutability And much more It's much more complex and harder to understand than the other frameworks on this list. Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Nikola Nikola Nikola Follow Work Angular developer at Cinnamon Agency Joined Jan 21, 2020 • Dec 1 '20 Dropdown menu Copy link Hide learn typescript? You mean to start writing it... it's easy and intuitive, I'm writing Angular, React, and Node code only in typescript. Smart/Dumb Components? I really don't understand what is this referred to? Angular has two-way data biding, and even easier data passing to the child and back to the parent. And of course, it has more features, its framework, React is more like a library compared to Angular. Like comment: Like comment: 2 likes Like Thread Thread Hanster Hanster Hanster Follow Joined Oct 19, 2021 • Oct 19 '21 Dropdown menu Copy link Hide I fully agree. Comparing framework e.g angular against library e.g react, is like comparing a smart tv against a traditional tv. Of course smart tv is more challenging to learn it's usage, not because it's lousy, but it has more features beyond watching tv. Like comment: Like comment: 2 likes Like Comment button Reply View full discussion (47 comments) Some comments may only be visible to logged-in visitors. Sign in to view all comments. Code of Conduct • Report abuse Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink . Hide child comments as well Confirm For further actions, you may consider blocking this person and/or reporting abuse Henry Boisdequin Follow Programmer x Swimmer | React Dev, Machine Learning Enthusiast, Rustacean Joined Oct 12, 2020 More from Henry Boisdequin Weekly Update #1 - 10th Jan 2021 # devjournal # rust # typescript # svelte The 6 Month Web Development Mastery Plan in 2020 — For Free # webdev # react # javascript # programming 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. 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https://share.transistor.fm/s/39dd8518#copya | APIs You Won't Hate | Developing platforms for developers - Harsha Reddy from Wayfair APIs You Won't Hate 40 ? 30 : 10)" @keyup.document.left="seekBySeconds(-10)" @keyup.document.m="toggleMute" @keyup.document.s="toggleSpeed" @play="play(false, true)" @loadedmetadata="handleLoadedMetadata" @pause="pause(true)" preload="none" @timejump.window="seekToSeconds($event.detail.timestamp); shareTimeFormatted = formatTime($event.detail.timestamp)" > Trailer Bonus 10 40 ? 30 : 10)" class="seek-seconds-button" > 40 ? 30 : 10"> Subscribe Share More Info Download More episodes Subscribe newValue ? setTimeout(() => copied = false, 2500) : null)" @click="copied = copyFeedUrl()" class="form-input-group" > Copied to clipboard Apple Podcasts Spotify Pocket Casts Overcast Castro YouTube Goodpods Goodpods Metacast Amazon Music Pandora CastBox Anghami Anghami Fountain JioSaavn Gaana iHeartRadio TuneIn TuneIn Player FM SoundCloud SoundCloud Deezer Podcast Addict Share newValue ? setTimeout(() => copied = false, 2500) : null)" @click="copied = copyShareUrl()" class="form-input-group" > Share Copied to clipboard newValue ? setTimeout(() => copied = false, 2500) : null)" @click="copied = copyEmbedHtml()" class="form-input-group" > Embed Copied to clipboard Start at Trailer Bonus Full Transcript View the website updateDescriptionLinks($el))" class="episode-description" > Chapters September 18, 2020 by APIs You Won't Hate View the website Listen On Apple Podcasts Listen On Spotify Listen On YouTube RSS Feed Subscribe RSS Feed RSS Feed URL Copied! Follow Episode Details Harsha Reddy, a Senior Software Engineer on Internal API Platforms for Wayfair, joins Matt and Phil to talk about managing APIs and developer tooling across multiple languages and countries. Show Notes Harsha Reddy, a Senior Software Engineer on Internal API Platforms for Wayfair, joins Matt and Phil to talk about what its like to build tools for developers that use a myriad of languages from PHP to C# to Python and some Java thrown in for a good time. We discuss how Wayfair empowers their developers to pick the right language for a job and then what kind of tools they employ to make their day to day lives at Wayfair easier. Sponsors: Stoplight makes it possible for us to bring you this podcast while we nerd out about APIs. Check them out for their tooling around documentation with Studio, an app that makes API documentation an absolute joy to work with. Links: https://pactflow.io https://eng.uber.com/microservice-architecture/ https://buildkite.com Harsha on Twitter: https://twitter.com/stymied_sloth Creators and Guests Host Mike Bifulco Cofounder and host of APIs You Won't Hate. Blogs at https://mikebifulco.com Into 🚴♀️, espresso ☕, looking after 🌍. ex @Stripe @Google @Microsoft What is APIs You Won't Hate? A no-nonsense (well, some-nonsense) podcast about API design & development, new features in the world of HTTP, service-orientated architecture, microservices, and probably bikes. All audio, artwork, episode descriptions and notes are property of APIs You Won't Hate, for APIs You Won't Hate, and published with permission by Transistor, Inc. Broadcast by | 2026-01-13T08:48:22 |
https://dev.to/devnews/s6-e6-tiktok-s-algorithm-jetbrain-s-fleet-ide-timnit-gebru-s-new-research-institution-and-more#main-content | S6:E6 - TikTok’s Algorithm, JetBrain’s Fleet IDE, Timnit Gebru’s New Research Institution, and More - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close DevNews Follow S6:E6 - TikTok’s Algorithm, JetBrain’s Fleet IDE, Timnit Gebru’s New Research Institution, and More Dec 9 '21 play In this episode, we talk about Timnit Gebru’s new research institute, researcher’s contentious relationship with Facebook, and a company that has been secretly helping governments track people’s mobile phones. Then we chat with Dennis Ushakov, Fleet Developer at JetBrains, about Fleet, the company’s new IDE. Finally, we speak with Julian McAuley, computer science professor at the University of California San Diego, about an internal TikTok document the New York Times obtained titled, TikTok Algo 101. Show Notes Starport (DevNews) (sponsor) DevDiscuss (sponsor) CodeNewbie (sponsor) Microsoft 30 Days to Learn It (DevNews) (sponsor) Cyberpunk 2077, Timnit Gebru’s Firing, GitHub’s ‘State of the Octoverse,’ and Google’s New Chip Distributed AI Research Institute (DAIR) Investigating Facebook: a fractious relationship with academia Swiss Firm Executive Operates Secret Surveillance Operation, Sources Say Fleet How TikTok Reads Your Mind Dennis Ushakov Dennis is a JetBrains Fleet Marine, ex-WebStorm team lead, bug basher, and tyres killer. Julian McAuley Julian is a professor of machine learning in the computer science department at the University of California San Diego. His new book, Personalized Machine Learning, published with Cambridge University Press, is currently in press. Episode source Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Your browser does not support the audio element. 1x initializing... × 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:48:22 |
https://dev.to/security#hall-of-fame | Reporting Vulnerabilities to dev.to - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Reporting Vulnerabilities to dev.to Important Update: Changes to Our Bug Bounty Program We regret to announce we will be suspending our bug bounty reward program effective immediately. Due to time constraints in managing this program ourselves, we are not in a position to keep the program in-house. We are exploring other options, but do not have a timeline for a re-launch. While we are no longer able to offer monetary rewards at this time, we still highly value the security community's input and encourage you to continue reporting any vulnerabilities you may discover. Please send your findings to security@dev.to , and we will diligently investigate all reports. We remain committed to acknowledging significant contributions through our security hall of fame. 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It's better for both parties to have this information in one place where we can evaluate it all together. Please note any and all areas where your vulnerability might be relevant. You will not be penalized or receive a lower reward for streamlining your report in one place vs. spreading it across different areas. 3. The following domains are not eligible for our bounty program as they are hosted by or built on external services: jobs.dev.to (Recruitee) status.dev.to (Atlassian) shop.dev.to (Shopify) docs.dev.to (Netlify) storybook.dev.to (Netlify) We've listed the service provider of each of these domains so that you might contact them if you wish to report the vulnerability you found. 4. DoS (Denial of Service) vulnerabilities should not be tested for more than a span of 5 minutes. Be courteous and reasonable when testing any endpoints on dev.to as this may interfere with our monitoring. If we discover that you are testing DoS disruptively for prolonged periods of time, we may restrict your award, block your IP address, or remove your eligibility to participate in the program. 5. Please be patient with us after sending in your report. We’d appreciate it if you avoid messaging us to ask about the status of your report. Our team will get back to you only if your contribution is significant enough to be included in our hall of fame. Hall of Fame Thanks to those who have helped us by finding, fixing, and disclosing security issues safely: Aman Mahendra Muhammad Muhaddis Sajibe Kanti Sahil Mehra Prial Islam Pritesh Mistry Jerbi Nessim Vis Patel Mohammad Abdullah Ismail Hossain Antony Garand Guilherme Scombatti Ahsan Khan Shintaro Kobori Footstep Security Chakradhar Chiru Mustafa Khan Benoit Côté-Jodoin Rahul PS Kaushik Roy Kishan Kumar Gids Goldberg Zee Shan Md. 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Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:48:22 |
https://topenddevs.com/podcasts/adventures-in-machine-learning/episodes/moving-from-dev-notebooks-to-production-code-ml-098 | Moving from Dev Notebooks to Production Code - ML 098 - Adventures in Machine Learning - Top End Devs Top End Devs Home Podcasts Screencasts Courses Blogs Summits Meetups search-modal#open" aria-label="Search"> Sign In Sign Up search-modal#close"> Search search-modal#close"> search-modal#search" data-turbo-frame="search-results" data-turbo="true" class="space-y-4" action="/search" method="get"> Content Type All Episodes Podcasts Screencasts Lessons Courses Blog Authors Meetups Use semantic search (recommended) Search Trending Now What’s New in React 19.2: Compiler, Activity, and the Future of Async React - JSJ 670 JavaScript Jabber Can You Really Trust AI-Generated Code? - JSJ 699 JavaScript Jabber Autogenetic AI Agents and the Future of Ruby Development - RUBY 682 Ruby Rogues Popular Searches search-modal#fillSearch" data-search-term="podcast"> Podcast search-modal#fillSearch" data-search-term="episode"> Episode search-modal#fillSearch" data-search-term="author"> Author search-modal#fillSearch" data-search-term="meetup"> Meetup search-modal#fillSearch" data-search-term="series"> Series Back to Adventures in Machine Learning RSS Feed Spotify Apple Podcasts YouTube Amazon Music Moving from Dev Notebooks to Production Code - ML 098 Published: December 22, 2022 Download Moving from Dev Notebooks to Production Code - ML 098 0:00 audio-player#clickProgressBar touchstart->audio-player#clickProgressBar touchmove->audio-player#clickProgressBar" data-audio-player-target="progressBar"> 0:00 audio-player#skipBackward"> audio-player#togglePlayPause" data-audio-player-target="playPauseButton"> audio-player#skipForward"> audio-player#changeVolume" type="range" min="0" max="1" step="0.01" value="1" /> Playback Speed: audio-player#changePlaybackSpeed"> 0.5x 0.75x 1x 1.25x 1.5x 2x Created by: Ben Wilson • Mike Arov Show Notes In this week's episode we meet with Mike Arov, committer to the MLOps tool framework lineapy. From the benefits of notebooks as development tooling for Data Science work to the complex refactoring needed to convert them to production-capable code bases, our conversation dives deep into the generally under-represented bridge tooling of code base conversions. On YouTube Moving from Dev Notebooks to Production Code - ML 098 Sponsors Chuck's Resume Template Developer Book Club starting with Clean Architecture by Robert C. Martin Become a Top 1% Dev with a Top End Devs Membership Links Is There a Way to Bridge the MLOps Tools Gap? - KDnuggets Lineapy.org © 2026 2022 Intentional Excellence Productions, LLC. All rights reserved. | 2026-01-13T08:48:22 |
https://github.com/vuejs/vue | GitHub - vuejs/vue: This is the repo for Vue 2. 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Insights Additional navigation options Code Issues Pull requests Discussions Actions Projects Wiki Security Insights vuejs/vue main Branches Tags Go to file Code Open more actions menu Folders and files Name Name Last commit message Last commit date Latest commit History 3,593 Commits .github .github benchmarks benchmarks compiler-sfc compiler-sfc dist dist examples examples packages packages scripts scripts src src test test types types .editorconfig .editorconfig .git-blame-ignore-revs .git-blame-ignore-revs .gitignore .gitignore .prettierrc .prettierrc BACKERS.md BACKERS.md CHANGELOG.md CHANGELOG.md LICENSE LICENSE README.md README.md api-extractor.json api-extractor.json api-extractor.tsconfig.json api-extractor.tsconfig.json package.json package.json pnpm-lock.yaml pnpm-lock.yaml pnpm-workspace.yaml pnpm-workspace.yaml tsconfig.json tsconfig.json vitest.config.ts vitest.config.ts View all files Repository files navigation README Code of conduct Contributing MIT license Vue 2 has reached End of Life You are looking at the now inactive repository for Vue 2. The actively maintained repository for the latest version of Vue is vuejs/core . Vue has reached End of Life on December 31st, 2023. It no longer receives new features, updates, or fixes. However, it is still available on all existing distribution channels (CDNs, package managers, Github, etc). If you are starting a new project, please start with the latest version of Vue (3.x). We also strongly recommend current Vue 2 users to upgrade ( guide ), but we also acknowledge that not all users have the bandwidth or incentive to do so. If you have to stay on Vue 2 but also have compliance or security requirements about unmaintained software, check out Vue 2 NES . Sponsors Vue.js is an MIT-licensed open source project with its ongoing development made possible entirely by the support of these awesome backers . If you'd like to join them, please consider sponsor Vue's development . Special Sponsor Introduction Vue (pronounced /vjuː/ , like view) is a progressive framework for building user interfaces. It is designed from the ground up to be incrementally adoptable, and can easily scale between a library and a framework depending on different use cases. It consists of an approachable core library that focuses on the view layer only, and an ecosystem of supporting libraries that helps you tackle complexity in large Single-Page Applications. Browser Compatibility Vue.js supports all browsers that are ES5-compliant (IE8 and below are not supported). Ecosystem Project Status Description vue-router Single-page application routing vuex Large-scale state management vue-cli Project scaffolding vue-loader Single File Component ( *.vue file) loader for webpack vue-server-renderer Server-side rendering support vue-class-component TypeScript decorator for a class-based API vue-rx RxJS integration vue-devtools Browser DevTools extension Documentation To check out live examples and docs, visit vuejs.org . Questions For questions and support please use the official forum or community chat . The issue list of this repo is exclusively for bug reports and feature requests. Issues Please make sure to read the Issue Reporting Checklist before opening an issue. Issues not conforming to the guidelines may be closed immediately. Changelog Detailed changes for each release are documented in the release notes . Stay In Touch Twitter Blog Job Board Contribution Please make sure to read the Contributing Guide before making a pull request. If you have a Vue-related project/component/tool, add it with a pull request to this curated list ! Thank you to all the people who already contributed to Vue! License MIT Copyright (c) 2013-present, Yuxi (Evan) You About This is the repo for Vue 2. For Vue 3, go to https://github.com/vuejs/core v2.vuejs.org Topics javascript framework vue frontend Resources Readme License MIT license Code of conduct Code of conduct Contributing Contributing Uh oh! There was an error while loading. Please reload this page . Activity Custom properties Stars 210k stars Watchers 5.8k watching Forks 33.9k forks Report repository Releases 249 v2.7.16 "Swan Song" Latest Dec 24, 2023 + 248 releases Sponsor this project Uh oh! There was an error while loading. Please reload this page . patreon.com/ evanyou opencollective.com/ vuejs tidelift.com/funding/github/ npm/vue Learn more about GitHub Sponsors Uh oh! There was an error while loading. Please reload this page . 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https://www.fine.dev/blog/ai-replace-programmers | Will AI replace programmers? Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing <- Go Back Will AI replace programmers? The question “Will AI replace programmers?” has been circulating in tech circles, sparking both excitement and concern. As AI-powered coding tools grow more advanced, it’s worth asking: where does this leave human developers? Let’s explore the perspectives from leading voices in the field. The Case for AI Revolutionizing Development AI Transforming Software Development AI is undeniably transforming how we approach software development. Tools like GitHub Copilot and platforms like Fine are enabling developers to streamline repetitive tasks. As one article notes , “AI can produce code snippets or entire functions based on natural language prompts, streamlining development” (The Tech Bible). Making Coding More Accessible These tools don’t just save time; they also make coding more accessible. For example, AI can assist beginners with real-time guidance, acting like a personal mentor Techies Spot . This lowers the barrier to entry for software development, opening doors for more people to participate in the industry. Will AI Replace Programmers Entirely? The consensus seems to be a resounding no. While AI excels at automating repetitive tasks, it lacks the creativity, intuition, and problem-solving skills that human programmers bring to the table. As Jonathan's Musings explains, “AI might generate code, but understanding complex requirements and translating them into robust solutions still requires human insight.” Peter H. Diamandis echoes this sentiment , stating, “Rather than replace programmers, AI will act as a multiplier, empowering developers to focus on higher-level tasks”. When Will AI Replace Programmers? The question of when, if ever, AI will replace programmers is complex. Current AI models, while powerful, have significant limitations. They lack true understanding, often generate incorrect or insecure code, and require human oversight to ensure quality and reliability. These limitations mean that AI is still far from being able to replace human programmers entirely. The Evolution of AI Capabilities AI is advancing rapidly, and it’s possible that future iterations could handle more complex development tasks. However, the timeline for this is uncertain. Experts believe that AI will continue to augment human developers rather than fully replace them in the foreseeable future. The human ability to understand context, make judgment calls, and creatively solve problems remains irreplaceable. AI as a Programmer’s Partner Collaborative Role of AI The most promising perspective on AI in programming is its role as a collaborative partner. Developers can leverage AI to automate routine tasks, generate boilerplate code, and even debug complex systems. According to Billy Newport, “AI coding assistants will integrate seamlessly into tools like GitHub, acting as swift and efficient collaborators rather than replacements” (Billy Newport). Fine’s AI Developer Solution Fine’s AI developer solution is a perfect example of this partnership in action. With features like Live Previews and AI Workflows, Fine enables developers to write, test, and refine code in real-time. By automating the mundane, developers can focus on innovation and problem-solving. Bottom Line So, will AI replace programmers? The answer is no—but it will make them more productive, creative, and impactful than ever. AI is not a replacement for human ingenuity; it’s a tool to enhance it. As the industry evolves, platforms like Fine will lead the charge, helping developers achieve more with less friction. Fine is an ideal solution for startups looking to optimize their development processes and maximize productivity without needing large teams. By automating repetitive tasks, Fine allows startup teams to focus on innovation, speeding up their time to market. Interested in trying it out? Sign up for Fine today and see how AI can empower your coding journey and help your startup scale efficiently. With AI in your toolkit, the future of programming looks brighter than ever. Start building today Try out the smoothest way to build, launch and manage an app Try for Free -> © Fine.dev - All rights reserved. Product Overview AI Workflows Pricing & Plans Changelog Blog Docs Company Press Terms & Conditions Privacy policy | 2026-01-13T08:48:22 |
https://www.fine.dev/blog/about-devcontainers | Everything you need to know about Dev Containers Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing <- Go Back Everything you need to know about Dev Containers Table of Contents What Are Dev Containers? Key Components of Dev Containers Why Use Dev Containers? Consistency Across Environments Simplified Setup Isolation Portability Enhanced Productivity How to Get Started with Dev Containers 1. Install Necessary Tools 2. Create Configuration Files 3. Launch the Dev Container Best Practices for Using Dev Containers 1. Keep Configuration Files Under Version Control 2. Optimize Dockerfile for Performance 3. Define Clear Extension Requirements 4. Manage Secrets Securely Common Use Cases for Dev Containers 1. Multi-language Projects 2. Open Source Contributions 3. Continuous Integration/Continuous Deployment (CI/CD) 4. Experimentation and Prototyping Troubleshooting Common Issues with Dev Containers 1. Container Fails to Build 2. Extensions Not Installing 3. Port Forwarding Not Working 4. Performance Issues 5. Volume Mounting Problems 6. Dependency Conflicts 7. Container Not Starting 8. SSH/Authentication Problems Conclusion What Are Dev Containers? A dev container (short for development container ) is an isolated, reproducible environment tailored for software development. Leveraging containerization technologies like Docker, dev containers encapsulate all the necessary tools, libraries, dependencies, and configurations required for a project. This ensures that your development environment remains consistent, regardless of the underlying host system. Key Components of Dev Containers Container Image : A lightweight, standalone package that includes everything needed to run the application—code, runtime, system tools, libraries, and settings. Dockerfile : A script containing a series of instructions to build the container image. It specifies the base image and outlines steps to install dependencies and configure the environment. devcontainer.json : A configuration file used by development tools (like Visual Studio Code) to customize the container setup. It defines settings such as extensions, port mappings, and environment variables. Why Use Dev Containers? Adopting dev containers offers numerous advantages, especially for developers new to the concept: 1. Consistency Across Environments Dev containers ensure that every team member works in the same environment, eliminating the notorious "it works on my machine" problem. This consistency reduces bugs and streamlines collaboration. 2. Simplified Setup Onboarding new developers becomes a breeze. Instead of manually installing dependencies and configuring environments, newcomers can get started quickly by simply using the predefined dev container configuration. 3. Isolation Dev containers keep project dependencies isolated from the host system. This prevents conflicts between different projects and maintains a clean local environment. 4. Portability Containers are platform-agnostic. Whether you're on Windows, macOS, or Linux, dev containers behave the same way, making it easy to switch between different development setups or collaborate with others. 5. Enhanced Productivity Integration with popular IDEs, like Visual Studio Code, allows developers to work seamlessly inside containers. Features such as debugging, version control, and extensions work as if you were working on a local machine. How to Get Started with Dev Containers Setting up a dev container is straightforward, especially with tools like Visual Studio Code (VS Code) and Docker. Here's a step-by-step guide to help you get started: 1. Install Necessary Tools Docker : Install Docker from docker.com . Docker is essential for creating and managing containers. Visual Studio Code : Download and install VS Code from code.visualstudio.com . Dev Containers Extension : In VS Code, navigate to the Extensions marketplace and install the Dev Containers extension . 2. Create Configuration Files Within your project directory, create a .devcontainer folder. This folder will house the necessary configuration files: Dockerfile : Defines the base image and instructions to set up the container environment. # Use an official Node.js runtime as the base image FROM node:14 # Set the working directory inside the container WORKDIR /usr/src/app # Copy package.json and package-lock.json COPY package*.json ./ # Install project dependencies RUN npm install # Copy the rest of the application code COPY . . # Expose port 3000 EXPOSE 3000 # Define the command to run the application CMD ["npm", "start"] 3. Launch the Dev Container Open your project in VS Code. Press Ctrl+Shift+P (Windows/Linux) or Cmd+Shift+P (macOS) to open the Command Palette. Type Remote-Containers: Open Folder in Container and select it. VS Code will build the container based on your configuration files. This process might take a few minutes, especially the first time. Once built, your project will open inside the container, ready for development. Best Practices for Using Dev Containers To maximize the benefits of dev containers, consider the following best practices: 1. Keep Configuration Files Under Version Control Include your .devcontainer folder in your version control system (e.g., Git). This ensures that all team members use the same environment setup. 2. Optimize Dockerfile for Performance Leverage Caching : Order your Dockerfile instructions to take advantage of Docker's layer caching. For instance, copy package.json and run npm install before copying the rest of the code. This minimizes rebuild times when only code changes. Use Lightweight Base Images : Choose base images that are lightweight to reduce build times and resource usage. 3. Define Clear Extension Requirements Specify only the necessary VS Code extensions in devcontainer.json . This keeps the container lean and ensures faster startup times. 4. Manage Secrets Securely Avoid hardcoding sensitive information in configuration files. Use environment variables or secret management tools to handle credentials securely. Common Use Cases for Dev Containers Dev containers are versatile and can be beneficial in various scenarios: 1. Multi-language Projects Projects that use multiple programming languages or frameworks can define a dev container that includes all necessary tools and dependencies, streamlining the development process. Dev containers are versatile and can be beneficial in various scenarios: 1. Multi-language Projects Projects that use multiple programming languages or frameworks can define a dev container that includes all necessary tools and dependencies, streamlining the development process. 2. Open Source Contributions Open source projects often attract contributors from diverse backgrounds. Providing a dev container setup allows contributors to get started quickly without worrying about environment configurations. 3. Continuous Integration/Continuous Deployment (CI/CD) Ensuring that the development environment matches the production environment reduces deployment issues. Dev containers can be integrated into CI/CD pipelines to maintain consistency. 4. Experimentation and Prototyping Developers can experiment with new technologies or configurations within isolated containers without affecting their primary development setup. Troubleshooting Common Issues with Dev Containers While dev containers simplify the development workflow, you might encounter some common issues during setup and usage. Below are typical problems developers face with dev containers and straightforward solutions to resolve them. 1. Container Fails to Build Issue: During the build process, the container fails to build, often due to errors in the Dockerfile or missing dependencies. Solution: Check the Dockerfile for syntax errors and ensure all necessary dependencies are correctly specified. Review the build logs to identify the exact step causing the failure and adjust the configurations accordingly. Updating Docker to the latest version can also resolve compatibility issues. 2. Extensions Not Installing Issue: VS Code extensions specified in devcontainer.json are not being installed inside the container. Solution: Verify that the extension identifiers in devcontainer.json are correct and compatible with the container's environment. Ensure that the postCreateCommand is properly configured to install extensions. Restarting VS Code and rebuilding the container can also help apply the changes. 3. Port Forwarding Not Working Issue: Ports exposed in the container are not accessible from the host machine, hindering the ability to test web applications or APIs. Solution: Ensure that the ports are correctly specified in the forwardPorts section of devcontainer.json . Check for any firewall or network settings on the host that might be blocking the ports. Additionally, confirm that the application inside the container is listening on the correct network interface (e.g., 0.0.0.0 ). 4. Performance Issues Issue: Developers experience slow performance or lag when working inside the dev container, affecting productivity. Solution: Optimize the Dockerfile by minimizing the number of layers and using lightweight base images to reduce build times. Allocate sufficient resources (CPU, memory) to Docker through its settings. Avoid unnecessary processes running inside the container to enhance responsiveness. 5. Volume Mounting Problems Issue: Source code or other volumes are not mounting correctly into the container, preventing access to the latest code changes. Solution: Check the mounts configuration in devcontainer.json to ensure paths are correctly specified. Verify that Docker has the necessary permissions to access the directories being mounted. Restarting the container can also help apply any recent changes to the mounting configurations. 6. Dependency Conflicts Issue: Conflicts arise between dependencies required by the project and those installed in the container, leading to build or runtime errors. Solution: Use a clean and specific base image that matches the project's requirements to minimize conflicts. Explicitly define dependency versions in configuration files like package.json or requirements.txt . Consider using virtual environments or dependency managers to isolate and manage dependencies effectively. 7. Container Not Starting Issue: The dev container fails to start, leaving the development environment inaccessible. Solution: Inspect the Docker daemon to ensure it is running correctly and that there are no issues with Docker itself. Review the devcontainer.json and Dockerfile for any misconfigurations or missing commands that could prevent the container from initializing. Rebuilding the container from scratch can often resolve startup issues. 8. SSH/Authentication Problems Issue: Authentication failures occur when trying to access services or repositories from within the dev container. Solution: Ensure that SSH keys and authentication tokens are correctly mounted or copied into the container. Verify that environment variables related to authentication are properly set in devcontainer.json . Using SSH agent forwarding can also help manage secure access without exposing sensitive credentials inside the container. Conclusion Dev containers represent a significant advancement in modern software development, offering consistency, portability, and efficiency. By encapsulating your development environment, you ensure that your projects are reproducible and free from environmental discrepancies. Whether you're working solo or as part of a team, integrating dev containers into your workflow can streamline development processes, reduce setup times, and enhance overall productivity. If you haven't explored dev containers yet, now is the perfect time to dive in. With tools like Docker and Visual Studio Code making setup seamless, embracing dev containers can elevate your development experience to new heights. Start experimenting today and discover the myriad benefits that dev containers have to offer. Start building today Try out the smoothest way to build, launch and manage an app Try for Free -> © Fine.dev - All rights reserved. Product Overview AI Workflows Pricing & Plans Changelog Blog Docs Company Press Terms & Conditions Privacy policy | 2026-01-13T08:48:22 |
https://www.fine.dev/blog/pr-review-tools-comparison | Comparing the Best AI-Powered PR Review Tools for 2024: Fine, CodeRabbit, Bito, Codium, Cursor, and Axolo Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing <- Go Back Comparing the Best AI-Powered PR Review Tools for 2024: Fine, CodeRabbit, Bito, Codium, Cursor, and Axolo Comparing AI-Powered PR Review Tools With the growing demand for automated tools to streamline the pull request (PR) review process, several platforms have emerged to provide AI-powered PR reviews. In this comprehensive comparison, we analyze six leading tools: Fine , CodeRabbit , Bito , Codium , Cursor , and Axolo . Each tool offers unique strengths and features tailored to improving your code review process. Table of Contents Fine CodeRabbit Bito Codium Cursor Axolo Why You Should Be Using AI Code Review Tools 1. Fine Overview: Fine excels in AI-driven PR reviews, offering seamless integration with GitHub and accurate, detailed feedback. As well as reviewing and offering suggestions, with Fine you can get a summary and explanation added to each PR, making it easier to understand larger PRs. Fine also offers an automated workflow that reviews each PR as and when it’s submitted and recommends using it as a “pre-review” step to save senior devs time. Setting it up will be simple for anyone who has used no-code automation tools such as Zapier in the past. Finally, Fine allows you to apply specific rules to your agentic PR review workflow, to account for your specific style. Whether you're managing a large team or working on small projects, Fine delivers a superior code review experience. The great thing about Fine’s PR reviews is that the automations are repository-wide or workspace-wide, meaning only one user needs Fine, but the entire team can benefit from AI PR reviews. Key Features: Cloud-based: Fine is cloud-based and can review PRs asynchronously, without needing to be triggered. Fast & Accurate Reviews: Fine’s AI quickly highlights potential issues and generates accurate suggestions, reducing noise and irrelevant recommendations. User-Friendly: With no complex configurations required, Fine is easy to implement across teams of all sizes. Back to Table of Contents 2. CodeRabbit Overview: CodeRabbit helps streamline code reviews by offering line-by-line feedback and auto-generated summaries of PRs. Its conversational feedback feature within GitHub allows for real-time interaction with AI, making it easier for developers to ask questions and receive contextual insights during the review process. Drawbacks: Though powerful, CodeRabbit has limitations when reviewing larger context windows and can occasionally provide inaccurate feedback, requiring manual checks. It doesn’t seem to perform any indexing of your codebase and limits itself to review only the PR at hand - but may therefore miss issues where the PR relates to existing code in other areas (e.g. NameErrors). In addition, at $12 per month for just code reviews with no additional features, it works out as an expensive subscription where other platforms offer more value for a similar price. Back to Table of Contents 3. Bito Overview: Bito’s PR-Agent is a feature-rich AI assistant for PR reviews, offering capabilities like auto-generating descriptions and updating changelogs. Bito integrates smoothly with platforms like GitHub, GitLab, and offers an on-prem enterprise solution. It’s available in your IDE or in your Git workflow, offering flexibility. The Code Review Agent is only available on the paid plan, at $15 per month, and doesn’t currently support o1 as far as we can see. They also limit the amount of GPT-4 requests per month, with extra requests charged at $0.03 each. 4. Codium Overview: Codium’s PR-Agent, launched September 2024, focuses on improving code quality and security with detailed suggestions and incremental reviews. There are open-source and paid options, both ideal for teams that need thorough analysis on each commit, ensuring that code quality remains high across all updates. Codium offers self-hosted options for larger companies. They also offer a Chrome extension for interacting with GitHub. The full capabilities of Codium’s PR agent, including SOC2 compliance, adding PR documentation, and analyzing components, are available with the premium subscription which comes in at $19 per user per month. Only licensed users will get feedback on their PRs. 5. Cursor Overview: Although Cursor took the internet by storm for its ability to generate code from scratch, we’re yet to see the celebrity AI tool release a code review feature to the public. In 2023 there were Beta versions which received many complaints but currently it doesn’t seem to be part of Cursor’s offering. Stay tuned to see if they catch up in this key area. 6. Axolo Overview: Axolo enhances PR review collaboration by creating a dedicated Slack channel for every pull request. It allows teams to discuss PRs in real time, track changes, and receive updates on CI pipelines directly within Slack, keeping everyone in sync. The purpose of Axolo is to ensure that the work of reviewing PRs is shared efficiently and to remind people to do their reviews. Axolo isn’t a tool that does the reviewing for you, but rather integrates with other platforms to oil the process and keep you on top of the work. Combining it with a powerful AI review tool such as Fine should unlock highly increased productivity. Axolo offers 50 PR channels per month for free, a fully free option for open-source and paid options for $10 a month which, for the potential productivity gains, sounds like a great deal. Back to Table of Contents Why You Should Be Using AI Code Review Tools AI code review tools are rapidly transforming the way developers approach pull requests (PRs). By automating time-consuming tasks like identifying errors, generating code suggestions, and reviewing changes line by line, these tools significantly reduce the workload for development teams. AI ensures that simple mistakes—such as typos or missing semicolons—are caught immediately, improving the quality of code before it ever reaches production. Additionally, AI excels at detecting edge cases that even experienced developers may overlook, thus enhancing the overall security and performance of software. Automating PR reviews not only speeds up the development process but also helps maintain a competitive edge in the market. With AI handling the repetitive aspects of code reviews, developers can focus on more creative and complex tasks, such as implementing new features or solving critical bugs. Why Startups Should Be Using Fine for PR Reviews For startups, time and resources are precious. Fine is an AI-powered PR review tool that can help startups by automatically catching common errors and suggesting quick fixes, allowing developers to spend less time on code reviews and more time building the product. Fine's AI also ensures that edge cases are addressed, reducing the likelihood of bugs making it to production. This leads to faster product iterations and fewer costly fixes down the line, which is essential for maintaining momentum and competitiveness in fast-moving industries. Why Software Development Agencies Should Be Using AI for PR Reviews Software development agencies often juggle multiple client projects simultaneously. By leveraging AI for PR reviews, agencies can reduce the workload of their development teams by automating repetitive tasks. AI tools not only speed up code reviews but also catch issues like code quality, security vulnerabilities, and missed edge cases that could otherwise lead to costly bugs for clients. Using AI-driven tools allows agencies to deliver high-quality code faster, which helps retain clients and build a strong reputation. By reducing the manual labor involved in code reviews, agencies can also scale their operations more efficiently, taking on more projects without compromising quality. This helps maintain a competitive edge in a market where speed and reliability are key. Conclusion Each of these AI-powered PR review tools offers unique features and benefits. However, Fine stands out by combining speed, accuracy, and privacy, making it the best choice for developers and teams looking to streamline their code review processes in 2024. What PR review tool are you using, and how has it helped your development workflow? Try Fine out today, for free. Start building today Try out the smoothest way to build, launch and manage an app Try for Free -> © Fine.dev - All rights reserved. Product Overview AI Workflows Pricing & Plans Changelog Blog Docs Company Press Terms & Conditions Privacy policy | 2026-01-13T08:48:22 |
https://ruul.io/blog/what-is-gumroad-what-is-the-use-of-gumroad | Gumroad: Sell Digital Products, Subscriptions & Physical Goods Easily Product Payment Requests Get paid anywhere. Sell Services Make your services buyable Sell Products Create once sell forever Subscriptions Get paid on repeat Ruul Space Your personel storefront. One link for everything you offer. Learn more Pricing Resources Partner Programs Referral Program Get 1% for life. Seriously. Affiliate Program Bring users, get paid Partners Let’s grow together. More Blog About us Support Brand Kit For Customers Log in Sign up For Businesses Login Sign up sell What is Gumroad? What is the use of Gumroad? Discover how Gumroad helps freelancers, students, and entrepreneurs sell digital and physical products, manage subscriptions, and grow their businesses. Learn how Ruul simplifies invoicing and payments for global freelancers. Canan Başer 5 min read RUUL FOR INDEPENDENCE You chose independence.We make sure you keep it. Sell your time, your talent, whatever you create or build always on your terms. Get started See Example This is also a heading This is a heading Key Points Gumroad is a digital product platform and MoR. Freelancers can sell ebooks, courses, services, and memberships. The platform handles taxes and invoicing for you. Easy to use—no personal website needed. Supports global sales and multiple currencies. Takes 10% + extra transaction fees per sale. Add product, set up payments, share your link. If you’ve ever thought, “I could totally sell this online,” Gumroad might be exactly what you’re looking for. Gumroad is a super simple platform that helps freelancers, creators, and solo entrepreneurs sell digital products and services without all the hassle. It has real advantages and also some drawbacks to consider. In this post, we’ll walk through what Gumroad actually is, how it works, and why it’s become a favorite for freelancers who want to earn on their own terms. Let’s go! What is Gumroad? Gumroad is a modern e-commerce marketplace that allows independent creators to sell their products for a fixed price or subscription. This platform is also a MoR. It was not until January 2025. If you don't know what MoR (Merchant of Record) is, our article will guide you. In short, a MoR is defined as a legal entity responsible for selling a product to a customer and managing the end-to-end payment process. You add the product to Gumroad, you market it, but you get rid of complicated legal issues like invoices and taxes. For who? Everyone who works independently: writers designers entrepreneurs creators influencers musicians coaches developers What can you sell? You can sell it on Gumroad : Digital products: eBooks, templates, courses, music, art Services: consulting sessions, coaching, freelance gigs Subscriptions: newsletters, exclusive content access Physical goods: merchandise, art prints Yes, physical products are allowed to be sold here, but they are not as popular as digital products. Pricing and payments? No monthly subscription plan. For each sale you pay a 10% fee + 0.50$ + 2.9% + 30 cent PayPal/Credit Card fee Let's face it, the commission is a bit high compared to competitors. I did some research to see if they were really transparent about prices. User reviews indicated that there might be some hidden fees. Another user with a similar experience: If you’re not happy with these commission rates, check out Ruul. Use our tool to calculate commission rates for your invoices. As for payments: they only pay out to a local bank account and in your local currency. If your country's payout currency is not USD, they don’t pay you in USD. And you’ll need a Stripe account as it’s Gumroad’s payment processor. Another option to get paid from Gumroad is to use PayPal. Let’s see how it works. If bank payouts aren’t supported in your country, Gumroad will pay you through PayPal instead. You can use PayPal even if bank payouts are available in your country. But a 2% processing fee will apply to each payout. PS: All PayPal payments are sent in USD and typically arrive within 1–3 business days. Why do freelancers choose Gumroad? If you're looking for a minimal, hassle-free platform to start selling your digital creations, Gumroad delivers exactly that. It’s ideal for solo creators who want to focus on content, not backend setup or store management. What I like about Gumroad is their visuals. They choose a creative brand identity, and the vibe of the platform is vibrant even when we visit the website. Sure, this improves the user experience. But it’s not about what I like; let’s see what real users like about Gumroad. PS: Overall G2 rating of Gumroad is 4.2. Ease of setup and use According to G2 reviews, the best part of Gumroad is its ease of use. Gumroad is consistently recognized for its clean, intuitive design. Whether you're adding a product, setting up a checkout page, or managing sales, the platform is straightforward, even for beginners with no technical background. Let’s say you don't have a website. You can still create a quick storefront . Colors, themes, and more are open to change. It is also possible to integrate it if you have a site. You can use it more professionally by connecting it to your site under a special domain name. VAT compliance We are in a digital age where freelancers cross country borders. Most people now pay attention to global sales compatibility when joining an e-commerce marketplace. Gumroad automatically adjusts VAT by country and supports different currencies for customers. Especially if you're working globally, VAT compliance is a critical task. It's not an option. Gumroad handles VAT on behalf of creators for all digital product sales in the EU and the UK. If you’re not in these regions, see Ruul as it provides VAT compliance in 190 countries, and you can get paid in 140+ currencies . Various product types The platform is built for delivering digital products seamlessly. From eBooks and music to software and memberships, Gumroad handles file hosting and automatic delivery without requiring third-party tools. Thus, way more people can come in, because it's not specific to one sector. Cons of using Gumroad While Gumroad is a popular platform for digital creators, user feedback on G2 highlights several areas of concern Expensive pricing : The most frequently mentioned downside is Gumroad’s cost structure. Some users feel the platform takes a significant cut from sales, which can be especially discouraging for small creators or those just starting out. Missing features : Several reviewers pointed out a lack of advanced features compared to other platforms. This can limit functionality for sellers with more complex needs. Limited customization and options : A few users mentioned that Gumroad offers minimal design and customization flexibility. For those wanting a fully branded storefront or unique customer experience, this could be a drawback. Payment Issues : There have been isolated reports of issues with payment processing or delays in payouts, which can understandably cause frustration for sellers relying on consistent income. Step-by-step: How to start selling on Gumroad? 5 steps to start selling on Gumroad. Create a Gumroad account Go to Gumroad's website and click on the "start selling" button on the top right. You will then see the above screen. Create an account here with your email address and password. You can also connect your Google or other social media account for a faster login. Set up your profile and storefront Source Gumroad has features to customize your profile and store. Start with the basics : username, name, and bio. Then, add a logo . Then you can move on to customizations. Fonts, colors and background, all customizable. Your store on Gumroad works like a website . Your page is not fixed; you can make more changes to it than just the text and font. For example, you can change the product order, add contact information, and create a visually appealing site with text blocks. One more thing: if you add too many products, it will be difficult for your customers to find what they are looking for. You can optionally activate the filtering feature. Add your digital product or service Source If everything is OK, click on the " new product " button to upload your first product. Gumroad asks you the following: Are you selling a digital product, course, membership, bundle, or eBook? Pick one and move on. Then put a price. But remember that there is a max limit of $5.000. Add a short description. About the quantity of the product, the file format, what it does and does not contain, etc. Next, create a unique url. Something like "2025-daily-planner" or "japanese-wall-art" but make sure it is more specific. Configure payment Click on "settings" to determine how and how often you will be paid. You can then go to the "payments" section and make the necessary adjustments. 1. Set a payment schedule Do you want to withdraw $100 per week or $1000 per month? You can choose, but payments are made when the specified amount is reached. 2. Choose a payment method You can pay with a bank account or PayPal. Select and fill in the requested information. If you want to follow a step-by-step video, this short YouTube video can guide you: How to Add Payment Method on Gumroad (Full 2025 Guide) Publish and promote your product link In this last step, you need to promote your store, because Gumroad will not do it for you. Use social media and content marketing very effectively to attract as many potential customers as possible. MoR platforms are a bit like that. They don't find clients for you, but they take the burden of billing and taxes off you. This is an opportunity for you to focus on what you should be doing - finding more customers. Grow globally with Ruul: low fees, fast payments Ruul is a Merchant of Record (MoR) with lower commissions for recurring services, subscription-based software, and digital products. 140+ currencies + cryptocurrency Payouts within 1 day (instant with crypto) Global invoicing and tax compliance Sign up for Ruul for free and join thousands of freelancers. Frequently asked questions Is Gumroad suitable for beginners? Yes, it's also suitable for beginner freelancers as it doesn't require building a website and mastering tax laws. What types of products can I sell on Gumroad? You can sell digital products (e.g., eBooks, courses), services (e.g., consulting), subscriptions, and even physical goods. How does Gumroad handle payments? Gumroad processes payments through various methods, including credit cards and PayPal, and deposits earnings directly to your account. Can I use Gumroad without a personal website? Absolutely. Gumroad provides a customizable storefront, allowing you to sell products without needing your own website. ABOUT THE AUTHOR Canan Başer Developing and implementing creative growth strategies. At Ruul, I focus on strengthening our brand and delivering real value to our global community through impactful content and marketing projects. More US Digital Nomad Visa for Freelancers Learn about US digital nomad visa options for freelancing or working remotely in the USA. Read more How To Become A Freelancer In 2024? (Your Ultimate Roadmap) Learn how to become a freelancer in 2024 with our ultimate roadmap. Discover steps to define your niche, build your portfolio, find clients, manage finances, and achieve freelance success. Start your journey towards flexibility, freedom. Read more How to Determine Your Rates as a Freelance Virtual Assistant Learn how to set your rates as a freelance virtual assistant by evaluating your skills, market trends, and business expenses.Discover effective pricing structures. Read more MORE THAN 120,000 Independents Over 120,000 independents trust Ruul to sell their services, digital products, and securely manage their payments. FROM 190 Countries Truly global coverage: trusted across 190 countries with seamless payouts available in 140 currencies. PROCESSED $200m+ of Transactions Over $200M successfully processed, backed by an 8-year legacy of secure, reliable transactions trusted by independents worldwide. FREQUENTLY ASKED QUESTIONS Everything you need to know. Get clear, straightforward answers to the most common questions about using Ruul. hey@ruul.io What is Ruul? Ruul is a merchant-of-record platform helping freelancers and creators globally sell services, digital products, subscriptions, and easily get paid. Who is Ruul for? Ruul is designed for freelancers, creators, and independent professionals who want a simple way to sell online and get paid globally. How does Ruul work? Open an account, complete a quick verification (KYC), and link your payout account. Then, start selling through your store or send payment requests to customers instantly. How does pricing work? Signing up is free. There are no subscription or hidden fees. Ruul charges a small commission only when you sell or get paid through the platform. What is a Merchant of Record? A merchant of record is the legal seller responsible for processing payments, handling taxes, and managing compliance for each transaction. What can I sell on Ruul? You can sell services, digital products, license keys, online courses, subscriptions, and digital memberships. How do I get paid on Ruul? Add your preferred bank account, digital wallet, or receive payouts in stablecoins as crypto. Funds arrive within 24 hours after a payout is triggered. OPEN AN ACCOUNT START MAKING MONEY TODAY ruul.space/ Thank you! Your submission has been received! Oops! Something went wrong while submitting the form. Trustpilot Product Payment Requests Sell Services Sell Products Subscriptions Ruul Space Pricing For Businesses Resources Blog About Contact Support Referral Program Affiliate Program Partner Program Tools Invoice Generator NDA Generator Service Agreement Generator Freelancer Hourly Rate Calculator All Rights Reserved © 2025 Terms Of Use Privacy Policy | 2026-01-13T08:48:22 |
https://www.linkedin.com/business/talent/blog/talent-strategy/global-talent-trends-report?trk=MarkLinkedInPost-global-talent-trends-2022 | The Reinvention of Company Culture: Why It Should Be Your Top Priority This Year Skip to main content Talent Blog Subscribe to the blog Hiring and Recruiting Interviewing Job posts Sourcing Staffing agencies Hiring in healthcare LinkedIn product tips All topics Talent development Career development Learning culture Upskilling and reskilling LinkedIn product tips All topics Talent leadership Artificial intelligence CHRO Company culture Diversity, inclusion, and belonging Leadership All topics Data and insights LinkedIn data stories Global Talent Trends Report Workplace Learning Report Future of Recruiting Report Products and Community Hire with LinkedIn Learn with LinkedIn Post a job Connect with us on LinkedIn Talent Connect 2025 Hiring and Recruiting Interviewing Job posts Sourcing Staffing agencies Hiring in healthcare LinkedIn product tips All topics Talent development Career development Learning culture Upskilling and reskilling LinkedIn product tips All topics Talent leadership Artificial intelligence CHRO Company culture Diversity, inclusion, and belonging Leadership All topics Data and insights LinkedIn data stories Global Talent Trends Report Workplace Learning Report Future of Recruiting Report Products and Community Hire with LinkedIn Learn with LinkedIn Post a job Connect with us on LinkedIn Talent Connect 2025 Subscribe to the blog LinkedIn data stories The Reinvention of Company Culture: Why It Should Be Your Top Priority This Year Authored by Mark Lobosco Chief Business Officer January 18, 2022 What do job seekers care about the most about these days? If you answered a bigger paycheck, you’d be wrong. Good work-life balance is the highest priority for job hunters, outweighing even excellent compensation and benefits, a 2021 LinkedIn survey shows. What matters to employees — and how employers are responding — is changing in a big way. In fact, company culture is having a watershed moment that’s redefining the relationship between employers and employees. It’s a topic LinkedIn explores in depth in its Global Talent Trends 2022 report . After enduring the trauma and disruption caused by the pandemic, employees have a whole new set of expectations. They’re demanding more work-life balance, the freedom to work where and when they want, and the support and empathy of their employer — and they’re ready to walk away from jobs that don’t meet their needs. In response, more companies are offering flexible work arrangements, investing in employee well-being, and treating their workers with care and compassion. In short, they’re cultivating human-centered cultures where work is built around their employees’ lives and not the other way around. “We are waking up to a collective ‘aha moment,’” says Claude Silver , the chief heart officer at VaynerMedia . “We have been all about work-life balance. This is backward. It should be life-work balance.” Gone are the days when companies could rely on perks like endless snacks and ping-pong tables. For employers to attract and retain talent, they will need to put their employees first and ensure they feel cared for and supported. While the pandemic is playing a big part in the reinvention of company culture, the rise of millennials and Gen Z is also reshaping the workplace. Likewise, with record numbers of employees leaving their jobs in the Great Reshuffle , employers are trying to better align their cultures to what employees want today. But building a truly human-centered company culture isn’t easy. It requires adopting a new mindset where workers are judged based on their output and not on how many hours in a day they work. Company leaders must become role models by working remotely, setting their own work-life boundaries, and practicing self-care. For many organizations, this will mean shedding policies and behaviors that have been engrained for decades. The payoff: a happier workforce and a competitive edge in the battle for talent. Read on to learn how flexibility, well-being, and the Great Reshuffle are making a major impact on company culture. Flexibility: Rethinking when and where we work is building more equitable cultures The old way of working where employees show up in an office and work from 9 to 5 is history. After nearly two years of remote and hybrid work, employees want to maintain their freedom . LinkedIn data shows that flexibility has become a key determinant of employee satisfaction. Workers are 2.6 times more likely to report being happy and 2.1 times more likely to recommend working at a company when they can choose their location and their work schedules. It’s no wonder a growing number of companies are offering time and location flexibility. Of more than 500 C-level executives in the United States and the United Kingdom surveyed by LinkedIn, 81% said they’re changing their workplace policies to offer greater flexibility. “Flexibility is the way forward,” says Paddy Hull , VP of future of work at Unilever . But flex work, if not handled carefully, can also have a negative impact on company culture. With employees working in different locations, employers will have to work hard to nurture and sustain bonds. Certain jobs can’t be done remotely, meaning many workers will miss out on the options offered to their peers . Companies are starting to address this problem by providing frontline workers with job shares, compressed workweeks, and other scheduling choices aimed at leveling the playing field. Employers will have to confront the potential inequities of flex work and find solutions that treat all workers fairly. Well-being: To nurture healthy cultures, companies should provide care and compassion While employers had been devoting more attention to worker wellness in recent years, the pandemic put well-being at the top of their agenda. Forced lockdowns broke down the walls between work and home life, giving employers better visibility into their employees’ lives. With stress levels rising , employers are concerned about worker burnout. “The fact is, we are in each other’s homes now and there’s no longer this separation between work and home life,” says Becky Garroch , the VP of people and places at Digital River . “You get the whole human, and you need to think about how you work with, support, and engage the whole human.” At the same time, employees have come to expect more than health insurance and yoga classes. Millennial and Gen Z workers are demanding that their bosses focus on their mental health. Workers overall want to feel like their boss cares about them: LinkedIn data shows when employees feel cared about at work, they’re 3.2 times more likely to be happy at their job and 3.7 times more likely to recommend their company as a place to work. This increased focus on physical and emotional well-being has led to major changes in company culture. Employees are being treated to mental health therapists on demand. Employers are giving employees the gift of time in the form of no-meeting days and company-wide shutdowns. Eager to show they care, companies are going the extra mile and encouraging their managers to check in with team members. Most important, forward-thinking organizations are moving toward a culture that no longer celebrates workaholics and the 1 a.m. hero. “We shouldn’t value and celebrate the people who stay up all night and burn the midnight oil, because that doesn’t really produce great results for the person or the organization,” says Jen Fisher , chief well-being officer at Deloitte . The Great Reshuffle: An epic talent migration prompts companies to reconsider their values and employer branding For companies that fail to reinvent their cultures, much is at stake. A record number of workers are walking away from their jobs. In the United States, close to 39 million resigned in the first ten months of 2021, the highest number since 2000, while more than 40% of workers globally are thinking about quitting their jobs , according to a Microsoft survey. Meanwhile, job hunters are pickier than ever: Job seekers viewed nearly twice as many job posts before applying in 2021 than they did in 2019, LinkedIn data shows. Organizations that cling to their old ways, are “going to struggle to hold talent,” says Lars Schmidt , the founder of human resources consulting firm Amplify . “They’re going to struggle to recruit talent.” But while the Great Reshuffle presents risks, it also presents opportunities. Companies that build a human-centered company culture have a chance to lure talent in a way that may not have been possible in the past. To gain a competitive edge, employers will have to refine their employer branding messages to ensure they match workers’ current priorities. Job postings that advertise challenging work , hypergrowth , and unicorn ambitions are becoming less of a draw, while those that pitch flexibility , inclusive benefits , and internal mobility rates are becoming more attractive. “If employees are saying, ‘I want balance, I want to be taken care of, I want to have a life,’ then your messaging has to change,” says employer brand and employee engagement consultant Marta Riggins . At the same time, employers must ensure that as they bring in new hires at scale, they protect the company culture they have worked so hard to build. One way to do that is to have a strong set of values and communicate them clearly during the onboarding process. Final thoughts As we spoke to talent professionals around the world to understand the current state of company culture, we kept hearing the phrase “once in a generation.” It’s clear from our research that company culture is being reinvented to a degree and at a pace not often seen in the past. “This shift isn’t just about tools and technology,” Lars says. “It’s about mindset. It’s about desires. It’s about expectations from both employees and employers. It impacts so many different things and it’s happening in such an accelerated time frame.” The changes are complex and can be tough to navigate. The Global Talent Trends 2022 report offers not only a deep dive into the shifting landscape, but ideas that can help employers build a healthy, human-centered company culture. As culture shifts dramatically, so does talent. The roles companies are looking to fill are quite different today. If you’re interested in seeing what kind of positions have the fastest-growing demand, check out our annual Jobs on the Rise report . Join the conversation about the report and the future of company culture with your peers here . To receive blog posts like this one straight in your inbox, subscribe to the blog newsletter . Topics: Company culture LinkedIn data stories Talent leadership Related articles Artificial intelligence Accelerating the Benefits of AI Adoption: Building a People‑Fi... Becki Murphy Oct 29, 2025 Learning product tips How AI-Powered Role Play Helps Managers Show Up Stronger Sarah Leydon-Anand Aug 5, 2025 Artificial intelligence The AI Academy for Talent Professionals Is Live Greg Lewis Jul 31, 2025 Ready to hire? Learn how LinkedIn can help at every stage of the hiring process. Post a job Request a demo Get our newsletter Have Talent Blog stories delivered to your inbox Subscribe now LinkedIn © 2026 About Accessibility User Agreement Privacy Policy Cookie Policy Copyright Policy Brand Policy Guest Controls Community Guidelines العربية (Arabic) বাংলা (Bangla) Čeština (Czech) Dansk (Danish) Deutsch (German) Ελληνικά (Greek) English (English) Español (Spanish) فارسی (Persian) Suomi (Finnish) Français (French) हिंदी (Hindi) Magyar (Hungarian) Bahasa Indonesia (Indonesian) Italiano (Italian) עברית (Hebrew) 日本語 (Japanese) 한국어 (Korean) मराठी (Marathi) Bahasa Malaysia (Malay) Nederlands (Dutch) Norsk (Norwegian) ਪੰਜਾਬੀ (Punjabi) Polski (Polish) Português (Portuguese) Română (Romanian) Русский (Russian) Svenska (Swedish) తెలుగు (Telugu) ภาษาไทย (Thai) Tagalog (Tagalog) Türkçe (Turkish) Українська (Ukrainian) Tiếng Việt (Vietnamese) 简体中文 (Chinese (Simplified)) 正體中文 (Chinese (Traditional)) Language | 2026-01-13T08:48:23 |
https://www.fine.dev/blog/Announcing-Workflows | Introducing AI Workflows: AI Coding Automating Mundane Development Work Home Docs Changelog Pricing Sign in Get started -> Menu Home Docs Changelog Pricing <- Go Back Introducing AI Workflows: AI Coding Automating Mundane Development Work Today, we're thrilled to announce the beta launch of AI Workflows, a game-changing product that brings the full power of AI Coding to your software development lifecycle. Supercharge Your Development Lifecycle AI Workflows are designed to tackle the most time-consuming and repetitive tasks in your development pipeline. Imagine having an AI agent automatically handle the grunt work. These are just a few examples: Automate code reviews : Fine can automatically review pull requests, suggesting improvements, adding missing documentation, and ensuring code quality standards are met. Enhance error handling : When a production error occurs, Fine can perform a comprehensive root cause analysis, providing your team with valuable insights in minutes. Streamline CI/CD : If a pipeline fails, Fine can analyze the error, suggest fixes, and even implement them automatically. Improve feature instrumentation : Automatically add analytics events to new features, ensuring you're always capturing the data you need. Accelerate issue triage : Fine can analyze new issues, add relevant context, and suggest potential solutions or similar past issues. How AI Workflows Work Setting up an AI Workflow is straightforward: Choose a trigger : Select from various events like pull request creation, CI/CD pipeline failure, or new Sentry issues. Define the steps : Specify the actions you want Fine to take when the trigger fires. Let Fine handle the rest : Once set up, your AI Workflows run automatically, providing consistent, high-quality results every time. Fine integrates with your existing development tools (such as GitHub, Linear, and Sentry) allowing you to create complex, multi-step flows with ease. AI Workflows are powered by Atlas - Fine’s real-time knowledge graph of your software - which lets you create context-aware, intelligent automations. This means Fine doesn't just follow rules; it understands your codebase and makes informed decisions. Start with Ready-to-Go AI Workflows We know you want to hit the ground running, which is why we've created a library of powerful, ready-to-go AI Workflows. These pre-configured recipes allow you to instantly implement best practices and accelerate your development process. Choose from workflows like: Comprehensive Code Review : Automatically checks for code quality, security issues, and missing documentation. Production Error Analysis : Performs in-depth root cause analysis when errors occur in production. Feature Analytics Automator : Ensures all new features are properly instrumented with analytics. CI/CD Self-Healer : Automatically diagnoses and fixes common pipeline failures. Use these recipes as-is or customize them to fit your team's specific needs. The power is in your hands to create the perfect workflow for your development process. Get Started Today Coding with AI is about more than just writing the code - the development lifecycle is long and complicated. AI Workflows are available now to all Fine users. Head over to the Workflows section in your Fine Workspace to explore our ready-to-go recipes or start creating your own custom workflows. We can't wait to see how you'll use AI Workflows to transform your development process. As always, we're eager to hear your feedback and ideas for how we can make Fine even better. Happy coding! The Fine Team Start building today Try out the smoothest way to build, launch and manage an app Try for Free -> © Fine.dev - All rights reserved. Product Overview AI Workflows Pricing & Plans Changelog Blog Docs Company Press Terms & Conditions Privacy policy | 2026-01-13T08:48:23 |
https://news.ycombinator.com/newsfaq.html#ring | Hacker News FAQ Hacker News FAQ Are there rules about submissions and comments? https://news.ycombinator.com/newsguidelines.html How are stories ranked? The basic algorithm divides points by a power of the time since a story was submitted. Comments in threads are ranked the same way. Other factors affecting rank include user flags, anti-abuse software, software which demotes overheated discussions, account or site weighting, and moderator action. How is a user's karma calculated? Roughly, the number of upvotes on their posts minus the number of downvotes. These don't match up exactly. Some votes are dropped by anti-abuse software. Do posts by users with more karma rank higher? No. Why don't I see down arrows? There are no down arrows on stories. They appear on comments after users reach a certain karma threshold, but never on direct replies. What kind of formatting can you use in comments? http://news.ycombinator.com/formatdoc How do I submit a question? Use the submit link in the top bar, and leave the url field blank. How do I submit a poll? http://news.ycombinator.com/newpoll How do I make a link in a text submission? You can't. This is to prevent people from submitting a link with their comments in a privileged position at the top of the page. If you want to submit a link with comments, just submit the link, then add a regular comment. What are Ask HN and Show HN? Ask HN lists questions and other text submissions. Show HN is for sharing your personal work and has special rules . Why hasn't my submission appeared on Ask HN or Show HN? All Ask HNs appear on newest and asknew , and all Show HNs on newest and shownew , but there is a small points threshold before a post makes it to ask or show . What do green usernames mean? Green indicates a new account. Why are some comments faded? Faded text means that a comment has been downvoted. You can read the comment in normal text by clicking on its timestamp to go to its page. What does [flagged] mean? Users flagged the post as breaking the guidelines or otherwise not belonging on HN. Moderators sometimes also add [flagged] (though not usually on submissions), and sometimes turn flags off when they are unfair. How do I flag a comment? Click on its timestamp to go to its page, then click the 'flag' link at the top. There's a small karma threshold before flag links appear. What does [dead] mean? The post was killed by software, user flags, or moderators. Dead posts aren't displayed by default, but you can see them all by turning on 'showdead' in your profile. If you see a [dead] post that shouldn't be dead, you can vouch for it. Click on its timestamp to go to its page, then click 'vouch' at the top. When enough users do this, the post is restored. There's a small karma threshold before vouch links appear. What does [deleted] mean? The author deleted the post, or asked us to. Unlike dead posts, these remain deleted even when showdead is turned on. What do 'hide' links do? They remove a submission from your personal view. Others still see it. Are reposts ok? If a story has not had significant attention in the last year or so, a small number of reposts is ok. Otherwise we bury reposts as duplicates. Please don't delete and repost the same story. Deletion is for things that shouldn't have been submitted in the first place. Are paywalls ok? It's ok to post stories from sites with paywalls that have workarounds. In comments, it's ok to ask how to read an article and to help other users do so. But please don't post complaints about paywalls. Those are off topic . More here . Can I ask people to upvote my submission? No. Users should vote for a story because they personally find it intellectually interesting, not because someone has content to promote. We penalize or ban submissions, accounts, and sites that break this rule, so please don't. Can I ask people to comment on my submission? No, for the same reason. It's also not in your interest: HN readers are sensitive to this and will detect it, flag it, and use unkind words like 'spam'. Can I post a job ad? Please don't post job ads as submissions to HN. A regular "Who Is Hiring?" thread appears on the first weekday of each month (or Jan 2). Most job ads are welcome there. Only an account called whoishiring is allowed to submit the thread itself. This prevents a race to post it first. Another kind of job ad is reserved for YC-funded startups. These appear on the front page, but are not stories: they have no vote arrows, points, or comments. They begin part-way down and fall steadily. Only one is on the front page at a time. The rest are listed at jobs . What's the relationship between YC and HN? Y Combinator owns and funds HN. The HN team is editorially independent . HN gives three features to YC: job ads (see above ) and startup launches get placed on the front page, and YC founder names are displayed to other YC alumni in orange. Are negative stories about YC suppressed on HN? No, we moderate less, not more , when YC or a YC startup is the topic. The good will of the community is worth more than any story. Why can't I post a comment to a thread? Threads are closed to new comments after two weeks, or if the submission has been killed by software, moderators, or user flags. Why is A ranked below B even though A has more points and is newer? You can't derive rank from votes and time alone. See "How are stories ranked?" above. In my profile, what is delay? It gives you time to edit your comments before they appear to others. Set it to the number of minutes you'd like. The maximum is 10. In my profile, what is noprocrast? It's a way to help you prevent yourself from spending too much time on HN. If you turn it on you'll only be allowed to visit the site for maxvisit minutes at a time, with gaps of minaway minutes in between. The defaults are 20 and 180, which would let you view the site for 20 minutes at a time, and then not allow you back in for 3 hours. How do I reset my password? If you have an email address in your profile, you can do that here . If you haven't, email hn@ycombinator.com for help. Can I change my username? Yes. Email hn@ycombinator.com and we'll help. Can I delete my account? We try not to delete entire account histories because that would gut the threads the account had participated in. However, we care about protecting individual users and take care of privacy requests every day, so if we can help, please email hn@ycombinator.com. We don't want anyone to get in trouble from anything they posted to HN. More here . My IP address seems to be banned. How can I unban it? If you request many pages quickly, your IP address might get banned. This self-serve unbanning procedure works most of the time. If not, email hn@ycombinator.com. | 2026-01-13T08:48:23 |
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