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https://forem.com/loujaybee | Lou (🚀 Open Up The Cloud ☁️) - Forem 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 Lou (🚀 Open Up The Cloud ☁️) Re-thinking developer experience • Product @Gitpod 🍊 Helping folks get their start in cloud • @openupthecloud ☁️ AWS Community Builder 🛠 Replies in GIFS 😃 Location London Joined Joined on Aug 16, 2017 Email address contact@louisjohnbichard.co.uk Personal website https://loujaybee.com github website twitter website Education Loughborough University Work Product @ Gitpod Eight Year Club This badge celebrates the longevity of those who have been a registered member of the DEV Community for at least eight years. Got it Close Seven Year Club This badge celebrates the longevity of those who have been a registered member of the DEV Community for at least seven 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 Six Year Club This badge celebrates the longevity of those who have been a registered member of the DEV Community for at least six years. Got it Close Tag Moderator 2022 Awarded for being a tag moderator in 2022. Got it Close Trusted Member 2022 Awarded for being a trusted member in 2022. Got it Close Five Year Club This badge celebrates the longevity of those who have been a registered member of the DEV Community for at least five years. Got it Close 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 Beloved Comment Awarded for making a well-loved comment, as voted on with 25 heart (❤️) reactions by the community. Got it Close 8 Week Writing Streak The streak continues! You've written at least one post per week for 8 consecutive weeks. Unlock the 16-week badge next! 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 4 Week Writing Streak You've posted at least one post per week for 4 consecutive weeks! 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 Show all 14 badges More info about @loujaybee Organizations Scalyr AWS Community Builders Skills/Languages Javascript, AWS, Docker, Serverless, Node.JS, Lambda, Networking, React, Containers. Currently learning GoLang, AWS, AWS Lambda, Monitoring / Observability, Node.JS, TypeScript, Terraform. Currently hacking on https://www.splitoo.com https://www.openupthecloud.com Post 109 posts published Comment 222 comments written Tag 10 tags followed Pin Pinned Do Cloud Engineers Code? Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow Jan 18 '20 Do Cloud Engineers Code? # devops # cloud # aws 116 reactions Comments 4 comments 6 min read Where (And How) to Start Learning AWS as a Beginner Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow Nov 18 '19 Where (And How) to Start Learning AWS as a Beginner # cloud # devops # begineers # aws 77 reactions Comments 7 comments 15 min read Are these the RIGHT 5 skills for a Beginner Cloud Engineer? Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow for AWS Community Builders Nov 3 '22 Are these the RIGHT 5 skills for a Beginner Cloud Engineer? # devops # cloud # beginners # career 12 reactions Comments 1 comment 3 min read Want to connect with Lou (🚀 Open Up The Cloud ☁️)? Create an account to connect with Lou (🚀 Open Up The Cloud ☁️). You can also sign in below to proceed if you already have an account. Create Account Already have an account? Sign in No, I will not mentor you. Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow for AWS Community Builders Oct 6 '22 No, I will not mentor you. # devops # codenewbie # career # beginners 44 reactions Comments 7 comments 1 min read Open Up The Cloud Newsletter #30 (January Recap 2022) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow for AWS Community Builders Mar 3 '22 Open Up The Cloud Newsletter #30 (January Recap 2022) # news # devops # serverless # cloud 5 reactions Comments Add Comment 6 min read 24 Days To Pass The AWS Dev Exam: Exactly How I Did It 🚀 Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow for AWS Community Builders Feb 21 '22 24 Days To Pass The AWS Dev Exam: Exactly How I Did It 🚀 # devops # serverless # cloud # beginners 30 reactions Comments 1 comment 3 min read Open Up The Cloud Newsletter #29 (November Recap 2021) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow for AWS Community Builders Jan 20 '22 Open Up The Cloud Newsletter #29 (November Recap 2021) # news # devops # serverless # cloud 7 reactions Comments Add Comment 9 min read Open Up The Cloud Newsletter #28 (October Recap 2021) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow for AWS Community Builders Jan 20 '22 Open Up The Cloud Newsletter #28 (October Recap 2021) # news # devops # serverless # cloud 6 reactions Comments Add Comment 10 min read 2021 Summary: A Rebrand To “Open Up The Cloud” & The Start Of Video Content Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow Jan 20 '22 2021 Summary: A Rebrand To “Open Up The Cloud” & The Start Of Video Content 2 reactions Comments Add Comment 7 min read Open Up The Cloud Monthly Income Report – Dec 2021 Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow Dec 28 '21 Open Up The Cloud Monthly Income Report – Dec 2021 # cloud # devops # serverless # career 5 reactions Comments 2 comments 5 min read Open Up The Cloud Newsletter #27 (August and September Recap 2021) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow for AWS Community Builders Nov 15 '21 Open Up The Cloud Newsletter #27 (August and September Recap 2021) # news # devops # cloud # serverless 8 reactions Comments Add Comment 7 min read What Are The Different Roles In The Cloud? A Beginners Guide. Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow for AWS Community Builders Nov 9 '21 What Are The Different Roles In The Cloud? A Beginners Guide. # cloud # career 43 reactions Comments 3 comments 8 min read Open Up The Cloud Newsletter #26 (July Recap 2021) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow for AWS Community Builders Aug 24 '21 Open Up The Cloud Newsletter #26 (July Recap 2021) # news # devops # serverless # cloud 2 reactions Comments Add Comment 6 min read Cloud Beginner? Don't Learn DevOps: Here's Why. Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow Aug 9 '21 Cloud Beginner? Don't Learn DevOps: Here's Why. # devops # cloud # beginners # career 5 reactions Comments Add Comment 1 min read Which AWS Region Is Cheapest? A Costing Report Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow for AWS Community Builders Jul 19 '21 Which AWS Region Is Cheapest? A Costing Report # aws # cloud # devops 22 reactions Comments 5 comments 2 min read How To Find Which AWS Region Is Closest To You? Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow for AWS Community Builders Jul 19 '21 How To Find Which AWS Region Is Closest To You? # aws # devops # cloud 18 reactions Comments 2 comments 7 min read Where To Start With Cloud Computing? 5 Quick Tips To Get Hands-On Today. Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow for AWS Community Builders Jul 14 '21 Where To Start With Cloud Computing? 5 Quick Tips To Get Hands-On Today. # cloud # devops 24 reactions Comments 2 comments 9 min read Open Up The Cloud Newsletter #25 (June Recap 2021) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow for AWS Community Builders Jul 12 '21 Open Up The Cloud Newsletter #25 (June Recap 2021) # news # devops # serverless # cloud 8 reactions Comments Add Comment 7 min read Unit Testing In Github Actions With Go - The Cloud Resume Challenge Series (Part 16) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow for AWS Community Builders Jun 10 '21 Unit Testing In Github Actions With Go - The Cloud Resume Challenge Series (Part 16) # devops # cloud # aws # serverless 6 reactions Comments Add Comment 1 min read Deploying AWS SAM with GitHub Actions - The Cloud Resume Challenge Series (Part 17) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow for AWS Community Builders Jun 10 '21 Deploying AWS SAM with GitHub Actions - The Cloud Resume Challenge Series (Part 17) # devops # cloud # aws # serverless 10 reactions Comments 1 comment 1 min read Get Data From DynamoDB Using AWS SDK (Go) - The Cloud Resume Challenge Series (Part 15) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow for AWS Community Builders Jun 1 '21 Get Data From DynamoDB Using AWS SDK (Go) - The Cloud Resume Challenge Series (Part 15) # devops # cloud # aws # serverless 5 reactions Comments Add Comment 2 min read The Cloud Resume Challenge (series): Part 13 - Monolithic vs Single Purposed Functions Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow for AWS Community Builders May 11 '21 The Cloud Resume Challenge (series): Part 13 - Monolithic vs Single Purposed Functions # devops # cloud # aws # serverless 5 reactions Comments 1 comment 2 min read Open Up The Cloud Newsletter #23 (April Recap 2021) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow for AWS Community Builders May 6 '21 Open Up The Cloud Newsletter #23 (April Recap 2021) # news # devops # serverless # cloud 6 reactions Comments Add Comment 8 min read The Cloud Resume Challenge (series): Part 11 - JavaScript Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow for AWS Community Builders Apr 26 '21 The Cloud Resume Challenge (series): Part 11 - JavaScript # devops # cloud # aws # serverless 7 reactions Comments 1 comment 2 min read Which AWS Certification Should You Take First? Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow for AWS Community Builders Apr 13 '21 Which AWS Certification Should You Take First? # devops # cloud # aws # serverless 22 reactions Comments 3 comments 7 min read The Cloud Resume Challenge (series): Part 9 - CloudFront Custom Domain Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow for AWS Community Builders Apr 12 '21 The Cloud Resume Challenge (series): Part 9 - CloudFront Custom Domain # devops # serverless # cloud # aws 9 reactions Comments 1 comment 1 min read The Cloud Resume Challenge (series): Part 8 - HTTPS & ACM Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow for AWS Community Builders Apr 8 '21 The Cloud Resume Challenge (series): Part 8 - HTTPS & ACM # devops # serverless # cloud # aws 6 reactions Comments 1 comment 1 min read Cloud Software Engineering Newsletter #22 (March Recap 2021) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow for AWS Community Builders Apr 7 '21 Cloud Software Engineering Newsletter #22 (March Recap 2021) # news # devops # serverless # cloud 1 reaction Comments Add Comment 9 min read The Cloud Resume Challenge (series): Part 7 - Deploying & Configuring CloudFront Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow for AWS Community Builders Mar 30 '21 The Cloud Resume Challenge (series): Part 7 - Deploying & Configuring CloudFront # devops # serverless # cloud # aws 5 reactions Comments 1 comment 1 min read The Cloud Resume Challenge (series): Part 6 - Deploying & Configuring CloudFront Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow for AWS Community Builders Mar 22 '21 The Cloud Resume Challenge (series): Part 6 - Deploying & Configuring CloudFront # devops # cloud # serverless # aws 10 reactions Comments 1 comment 1 min read Can You Learn AWS (And Get Certified) With No Experience? e.g. No IT background or degree Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow for AWS Community Builders Mar 21 '21 Can You Learn AWS (And Get Certified) With No Experience? e.g. No IT background or degree # aws # devops # cloud # beginners 4 reactions Comments Add Comment 13 min read Cloud Software Engineering Newsletter #21 (February Recap 2021) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow Mar 10 '21 Cloud Software Engineering Newsletter #21 (February Recap 2021) # news # devops # serverless # cloud 8 reactions Comments 7 comments 10 min read How Long Will It Take To Learn AWS? And How To Speed The Process Up! Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow for AWS Community Builders Feb 24 '21 How Long Will It Take To Learn AWS? And How To Speed The Process Up! # aws # devops # cloud # career 14 reactions Comments 1 comment 11 min read Best Resources For AWS Certifications: An Extensive & Opinionated Guide (So You Pass The First Time!) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow for AWS Community Builders Feb 23 '21 Best Resources For AWS Certifications: An Extensive & Opinionated Guide (So You Pass The First Time!) # aws # career # devops # beginners 43 reactions Comments 4 comments 19 min read How Much Do AWS Certifications Cost? 💸 Including All The Extras Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow for AWS Community Builders Feb 3 '21 How Much Do AWS Certifications Cost? 💸 Including All The Extras # aws # serverless # cloud # devops 10 reactions Comments 8 comments 11 min read Cloud Software Engineering Newsletter #20 (January Re-Cap 2021) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow for AWS Community Builders Feb 2 '21 Cloud Software Engineering Newsletter #20 (January Re-Cap 2021) # news # cloud # devops # serverless 9 reactions Comments Add Comment 9 min read Okay, so I finally played with the ACloudGuru Playground and it's... awesome. Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow Jan 25 '21 Okay, so I finally played with the ACloudGuru Playground and it's... awesome. # devops # serverless # cloud # aws 3 reactions Comments 1 comment 2 min read Serverless: Who Sets Up Your Environment? 🤔 Diving Into How The Serverless Environment Setup Works. Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow for AWS Community Builders Jan 20 '21 Serverless: Who Sets Up Your Environment? 🤔 Diving Into How The Serverless Environment Setup Works. # serverless # cloud # aws # devops 13 reactions Comments 2 comments 12 min read Can You Learn AWS On Your Own? How To Ensure Success 🤓. Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow Jan 14 '21 Can You Learn AWS On Your Own? How To Ensure Success 🤓. # aws # cloud # beginners 10 reactions Comments Add Comment 4 min read How To Test AWS Lambda: Everything You Need To Get Started. Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow Jan 13 '21 How To Test AWS Lambda: Everything You Need To Get Started. # devops # serverless # aws # cloud 8 reactions Comments Add Comment 11 min read How To Debug AWS Lambda: A Detailed Overview Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow Jan 12 '21 How To Debug AWS Lambda: A Detailed Overview # devops # cloud # serverless # aws 24 reactions Comments 3 comments 15 min read Cloud Native Software Engineering Newsletter #19 (December re-cap 2020) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow Feb 23 '21 Cloud Native Software Engineering Newsletter #19 (December re-cap 2020) # news # devops # cloud # aws 3 reactions Comments Add Comment 10 min read 2020 Summary: How I Grew My Blog to 25,000 Pageviews & Earned My First Income From The Blog. Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow Jan 4 '21 2020 Summary: How I Grew My Blog to 25,000 Pageviews & Earned My First Income From The Blog. # showdev # writing # career # cloud 16 reactions Comments 2 comments 11 min read Cloud Native Software Engineering Newsletter #18 (November 2020) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow Jan 4 '21 Cloud Native Software Engineering Newsletter #18 (November 2020) # news # cloud # devops # serverless 3 reactions Comments Add Comment 8 min read What Is Terraform Used For? The 3 Main Use Cases. Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow Nov 27 '20 What Is Terraform Used For? The 3 Main Use Cases. # devops # cloud # terraform 14 reactions Comments Add Comment 4 min read Are Containers Serverless? Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow Nov 25 '20 Are Containers Serverless? # devops # serverless # aws # cloud 9 reactions Comments Add Comment 4 min read Help, my Lambda won't stop 😱 ! How To Stop An AWS Lambda Execution. Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow Nov 6 '20 Help, my Lambda won't stop 😱 ! How To Stop An AWS Lambda Execution. # devops # serverless # cloud # aws 5 reactions Comments Add Comment 4 min read Cloud Native Software Engineering Newsletter #17 (October 2020) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow Nov 3 '20 Cloud Native Software Engineering Newsletter #17 (October 2020) # news # devops # serverless # cloud 13 reactions Comments 3 comments 8 min read Lambda Extensions: What Are They, And Should You Care? Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow Oct 26 '20 Lambda Extensions: What Are They, And Should You Care? # cloud # aws # serverless # devops 6 reactions Comments Add Comment 5 min read Supportive tech forums & online communities: Any recommendations? Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow Oct 20 '20 Supportive tech forums & online communities: Any recommendations? # discuss 3 reactions Comments Add Comment 1 min read What Are The Pre-Requisites To Learning AWS? 5 Topics You Probably Should Look Into First. Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow Oct 20 '20 What Are The Pre-Requisites To Learning AWS? 5 Topics You Probably Should Look Into First. # aws # devops # cloud # beginners 8 reactions Comments 2 comments 5 min read Does AWS Require Coding? Understanding When You Might Need To Code. Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow Oct 16 '20 Does AWS Require Coding? Understanding When You Might Need To Code. # beginners # aws # cloud # devops 9 reactions Comments Add Comment 8 min read Can AWS Lambda Access A Database? And The Considerations You Should Be Taking. Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow Oct 14 '20 Can AWS Lambda Access A Database? And The Considerations You Should Be Taking. # serverless # aws # cloud # devops 10 reactions Comments 1 comment 4 min read How Long Does It Take To Learn Terraform? And How To Speed Up Your Learning. Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow Oct 13 '20 How Long Does It Take To Learn Terraform? And How To Speed Up Your Learning. # devops # cloud # beginners 12 reactions Comments 2 comments 4 min read Is AWS Easy To Learn? (And How You Can Make It Easier) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow Oct 12 '20 Is AWS Easy To Learn? (And How You Can Make It Easier) # aws # cloud # devops # beginners 45 reactions Comments Add Comment 4 min read Cloud Native Software Engineering Newsletter #16 (September 2020) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow Oct 2 '20 Cloud Native Software Engineering Newsletter #16 (September 2020) # news # devops # serverless # cloud 4 reactions Comments 2 comments 7 min read The Secret Of Web Development BootCamps And How To Use Cloud To Your Advantage Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow Sep 9 '20 The Secret Of Web Development BootCamps And How To Use Cloud To Your Advantage # beginners # career # cloud # webdev 12 reactions Comments Add Comment 5 min read Cloud Native Software Engineering Newsletter #15 (August 2020) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow Aug 19 '20 Cloud Native Software Engineering Newsletter #15 (August 2020) # news # devops # serverless # cloud 8 reactions Comments 1 comment 9 min read You’re Alerting Wrong: The Why & How Of Setting An AWS Lambda Alarm Using Error Rate Percentages. Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow Aug 5 '20 You’re Alerting Wrong: The Why & How Of Setting An AWS Lambda Alarm Using Error Rate Percentages. # devops # serverless # aws # cloud 13 reactions Comments Add Comment 8 min read Should You Use Typescript To Write Terraform? (The Terraform CDK) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow Jul 24 '20 Should You Use Typescript To Write Terraform? (The Terraform CDK) # cloud # devops # aws 30 reactions Comments 4 comments 7 min read Cloud Native Software Engineering Newsletter #14 (July 2020) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow Jul 19 '20 Cloud Native Software Engineering Newsletter #14 (July 2020) # news # cloud # devops # serverless 23 reactions Comments Add Comment 10 min read A Philosophy For Effective Error Handling (Using JavaScript Examples) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Lou (🚀 Open Up The Cloud ☁️) Follow Jul 10 '20 A Philosophy For Effective Error Handling (Using JavaScript Examples) # javascript # tutorial # node # webdev 12 reactions Comments Add Comment 7 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 — Your community HQ Home About Contact 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://dev.to/callstacktech/how-to-build-a-voice-ai-agent-for-hvac-customer-support-my-experience-8ff#comments | How to Build a Voice AI Agent for HVAC Customer Support: My Experience - 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 CallStack Tech Posted on Jan 13 • Originally published at callstack.tech How to Build a Voice AI Agent for HVAC Customer Support: My Experience # ai # voicetech # machinelearning # webdev How to Build a Voice AI Agent for HVAC Customer Support: My Experience TL;DR Most HVAC support teams waste 40% of labor on repetitive calls (scheduling, filter status, warranty checks). Build a voice AI agent using VAPI + Twilio to handle inbound calls 24/7. Route complex issues to humans via function calling. Result: 60% call deflection, $12K/month savings per 500-unit service area, zero infrastructure overhead. Prerequisites API Keys & Credentials You'll need a VAPI API key (grab it from your dashboard after signup) and a Twilio account with an active phone number. Store both in .env as VAPI_API_KEY and TWILIO_AUTH_TOKEN . Your Twilio Account SID is also required for webhook routing. System Requirements Node.js 16+ (we're using async/await heavily). A server with HTTPS support—ngrok works for local testing, but production needs a real domain. Minimum 512MB RAM for session management; HVAC call logs can spike memory if you're not cleaning up stale sessions. Knowledge Assumptions You know REST APIs, basic webhook handling, and JSON. Familiarity with voice AI concepts helps but isn't mandatory. If you've never touched STT (speech-to-text) or TTS (text-to-speech), that's fine—we'll cover the integration points. Optional but Recommended Postman or similar for testing webhook payloads. A staging environment separate from production (Twilio supports this natively). Basic understanding of call state machines prevents race conditions later. Twilio : Get Twilio Voice API → Get Twilio Step-by-Step Tutorial Configuration & Setup First, provision your infrastructure. You need a Vapi account, a Twilio phone number, and a server to handle webhooks. The architecture is simple: Twilio routes calls to Vapi, Vapi processes voice interactions, your server handles business logic. Critical config mistake I see constantly: Developers set transcriber.endpointing to 200ms thinking it'll make the bot faster. Wrong. HVAC customers pause mid-sentence ("My AC is... uh... making a weird noise"). Set it to 800-1200ms or you'll get premature cutoffs. // Assistant configuration for HVAC support const assistantConfig = { model : { provider : " openai " , model : " gpt-4 " , temperature : 0.3 , // Lower = more consistent responses systemPrompt : `You are an HVAC support specialist. Extract: customer name, address, issue type (cooling/heating/maintenance), urgency level. If emergency (no heat in winter, no AC above 95°F), flag immediately. Never promise same-day service without checking availability.` }, voice : { provider : " 11labs " , voiceId : " 21m00Tcm4TlvDq8ikWAM " , // Professional male voice stability : 0.7 , similarityBoost : 0.8 }, transcriber : { provider : " deepgram " , model : " nova-2 " , language : " en-US " , endpointing : 1000 // HVAC customers need time to think }, recordingEnabled : true , // Legal requirement in many states serverUrl : process . env . WEBHOOK_URL , serverUrlSecret : process . env . WEBHOOK_SECRET }; Enter fullscreen mode Exit fullscreen mode Architecture & Flow The call flow: Customer dials → Twilio forwards to Vapi → Vapi streams audio to STT → GPT-4 processes → TTS generates response → Audio streams back. Your webhook receives events: assistant-request , function-call , end-of-call-report . Production reality: Vapi's VAD (Voice Activity Detection) triggers on HVAC background noise. A running furnace at 65dB will cause false interruptions. Solution: Increase voice.backgroundSound threshold or use Deepgram's noise suppression. Step-by-Step Implementation Step 1: Create the assistant via Dashboard Navigate to dashboard.vapi.ai, create assistant using the customer support template. Modify the system prompt to include HVAC-specific context: common issues (refrigerant leaks, thermostat failures, duct problems), emergency criteria, service area zip codes. Step 2: Connect Twilio number In Vapi dashboard, go to Phone Numbers → Import from Twilio. Vapi automatically configures the webhook. Twilio charges $1/month per number + $0.0085/minute. Vapi charges $0.05/minute for Deepgram + $0.10/minute for ElevenLabs. Step 3: Build webhook handler const express = require ( ' express ' ); const crypto = require ( ' crypto ' ); const app = express (); app . use ( express . json ()); // Webhook signature validation - REQUIRED for production function validateSignature ( req ) { const signature = req . headers [ ' x-vapi-signature ' ]; const payload = JSON . stringify ( req . body ); const hash = crypto . createHmac ( ' sha256 ' , process . env . WEBHOOK_SECRET ) . update ( payload ) . digest ( ' hex ' ); return signature === hash ; } app . post ( ' /webhook/vapi ' , async ( req , res ) => { if ( ! validateSignature ( req )) { return res . status ( 401 ). json ({ error : ' Invalid signature ' }); } const { message } = req . body ; // Handle function calls for scheduling if ( message . type === ' function-call ' ) { const { functionCall } = message ; if ( functionCall . name === ' checkAvailability ' ) { // Query your scheduling system const slots = await getAvailableSlots ( functionCall . parameters . zipCode ); return res . json ({ result : slots }); } } // Log call completion for analytics if ( message . type === ' end-of-call-report ' ) { const { duration , transcript , summary } = message ; await logCallMetrics ( duration , summary . issue_type ); } res . json ({ received : true }); }); Enter fullscreen mode Exit fullscreen mode Error Handling & Edge Cases Race condition: Customer interrupts mid-sentence while TTS is generating. Vapi handles this natively via transcriber.endpointing , but you need to cancel any pending function calls. Track call state: isProcessing flag prevents duplicate API calls. Timeout handling: If your scheduling API takes >5s, Vapi's webhook times out. Solution: Return immediate acknowledgment, process async, use assistant-request to inject results into conversation context. Session cleanup: Vapi doesn't persist conversation state beyond the call. If customer hangs up and calls back, you're starting fresh. Store call.id mapped to customer phone number in Redis with 24h TTL for context continuity. Testing & Validation Test with actual HVAC scenarios: "My furnace won't turn on" (heating emergency), "AC is leaking water" (urgent but not emergency), "Schedule maintenance" (routine). Validate the assistant extracts correct urgency levels. Latency benchmark: Measure end-to-end response time. Target: <2s from customer stops speaking to bot starts responding. Deepgram Nova-2 adds ~300ms, GPT-4 adds ~800ms, ElevenLabs adds ~400ms. Total: ~1.5s baseline. Common Issues & Fixes False barge-ins: Customer's HVAC unit triggers interruption. Increase transcriber.endpointing to 1200ms. Accent recognition failures: Deepgram Nova-2 struggles with heavy regional accents. Switch to model: "nova-2-general" or add accent-specific training data. Cost overruns: Long hold times rack up charges. Implement maxDuration: 600 (10 minutes) to force call termination. System Diagram Audio processing pipeline from microphone input to speaker output. graph LR A[Microphone] --> B[Audio Buffer] B --> C[Voice Activity Detection] C -->|Speech Detected| D[Speech-to-Text] C -->|Silence| E[Error: No Speech Detected] D --> F[Intent Detection] F -->|Intent Found| G[Response Generation] F -->|Intent Not Found| H[Error: Unknown Intent] G --> I[Text-to-Speech] I --> J[Speaker] E --> K[Log Error] H --> K K --> L[Retry or End Session] Enter fullscreen mode Exit fullscreen mode Testing & Validation Most HVAC voice agents fail in production because devs skip local testing. Here's how to catch issues before customers do. Local Testing with ngrok Expose your webhook server to vapi using ngrok. This lets you test the full call flow without deploying. // Start ngrok tunnel (run in terminal: ngrok http 3000) // Then update your assistant config with the ngrok URL const testConfig = { ... assistantConfig , serverUrl : " https://abc123.ngrok.io/webhook " , serverUrlSecret : process . env . VAPI_SERVER_SECRET }; // Test webhook signature validation locally app . post ( ' /webhook/test ' , ( req , res ) => { const signature = req . headers [ ' x-vapi-signature ' ]; const isValid = validateSignature ( req . body , signature ); if ( ! isValid ) { console . error ( ' Signature validation failed - check serverUrlSecret ' ); return res . status ( 401 ). json ({ error : ' Invalid signature ' }); } console . log ( ' ✓ Webhook validated: ' , req . body . message . type ); res . json ({ received : true }); }); Enter fullscreen mode Exit fullscreen mode Webhook Validation Test each event type manually. Use the dashboard's "Call" button to trigger real events. Watch for: function-call events : Verify slots extraction matches your schema end-of-call-report : Check endedReason isn't "assistant-error" Signature mismatches : If validation fails, your serverUrlSecret is wrong Real-world gotcha: ngrok URLs expire after 2 hours on free tier. Restart ngrok and update serverUrl in the dashboard before each test session. Real-World Example Barge-In Scenario Customer calls at 2 PM on a 95°F day. Their AC died. Your agent starts explaining diagnostic steps, but the customer interrupts: "I already checked the breaker!" This is where most voice AI systems break. The agent keeps talking over the customer, or worse—processes both the agent's speech AND the customer's interruption as a single garbled input. Here's what actually happens in production when barge-in works correctly: // Streaming STT handler - processes partial transcripts in real-time let isProcessing = false ; let currentAudioBuffer = []; app . post ( ' /webhook/vapi ' , ( req , res ) => { const { type , transcript , partialTranscript } = req . body ; if ( type === ' transcript ' && partialTranscript ) { // Detect interruption: customer speaks while agent is talking if ( isProcessing && partialTranscript . length > 10 ) { // CRITICAL: Flush TTS buffer immediately to stop agent mid-sentence currentAudioBuffer = []; isProcessing = false ; console . log ( `[ ${ new Date (). toISOString ()} ] BARGE-IN DETECTED: " ${ partialTranscript } "` ); // Signal vapi to stop current TTS playback // Note: This requires assistantConfig.voice.interruptible = true return res . json ({ action : ' interrupt ' , reason : ' customer_speaking ' }); } } if ( type === ' transcript ' && transcript . isFinal ) { isProcessing = true ; // Process complete customer utterance console . log ( `[ ${ new Date (). toISOString ()} ] FINAL: " ${ transcript . text } "` ); } res . sendStatus ( 200 ); }); Enter fullscreen mode Exit fullscreen mode The assistantConfig from earlier sections MUST have transcriber.endpointing set to 150-200ms for HVAC scenarios. Customers are stressed—they interrupt fast. Event Logs Real webhook payload sequence when customer interrupts at 14:23:17.450: { "type" : "transcript" , "timestamp" : "2024-01-15T14:23:17.450Z" , "partialTranscript" : "I already che" , "confidence" : 0.87 , "isFinal" : false } Enter fullscreen mode Exit fullscreen mode 120ms later, the final transcript arrives: { "type" : "transcript" , "timestamp" : "2024-01-15T14:23:17.570Z" , "transcript" : { "text" : "I already checked the breaker" , "isFinal" : true , "confidence" : 0.94 } } Enter fullscreen mode Exit fullscreen mode Notice the 120ms gap between partial detection and final transcript. Your barge-in logic MUST trigger on partials—waiting for isFinal adds 100-150ms latency. In a heated service call, that delay feels like the agent isn't listening. Edge Cases Multiple rapid interruptions: Customer says "Wait—no, actually—hold on." Three interrupts in 2 seconds. Your buffer flush logic runs three times. Without the isProcessing guard, you'll send three duplicate responses. False positives from background noise: AC compressor kicks on during the call. Registers as 0.4 confidence speech. Solution: Set transcriber.endpointing threshold to 0.5+ and add a minimum word count check ( partialTranscript.split(' ').length > 2 ) before triggering barge-in. Network jitter on mobile: Customer calls from their attic. Packet loss causes STT partials to arrive out of order. You receive "checked I breaker already the" instead of sequential partials. Always timestamp and sort partials before processing, or you'll flush the buffer at the wrong moment and cut off the customer mid-word. Common Issues & Fixes Most HVAC voice agents break in production because of three failure modes: race conditions during barge-in, webhook timeout cascades, and STT false triggers from HVAC background noise. Here's what actually breaks and how to fix it. Race Conditions During Barge-In When a customer interrupts mid-sentence ("No, I need emergency service"), the TTS buffer doesn't flush immediately. The agent keeps talking for 200-400ms, creating overlapping audio. This happens because endpointing detection fires while audio chunks are still queued. // Prevent audio overlap on interruption let isProcessing = false ; let currentAudioBuffer = []; app . post ( ' /webhook/vapi ' , ( req , res ) => { const { message } = req . body ; if ( message . type === ' speech-update ' && message . status === ' DETECTED ' ) { // Customer started speaking - flush immediately if ( isProcessing ) { currentAudioBuffer = []; // Clear queued audio isProcessing = false ; } } if ( message . type === ' transcript ' && message . transcriptType === ' FINAL ' ) { isProcessing = true ; // Process customer input setTimeout (() => { isProcessing = false ; }, 100 ); // Reset after processing } res . sendStatus ( 200 ); }); Enter fullscreen mode Exit fullscreen mode The fix: track processing state and flush currentAudioBuffer when speech-update fires with status DETECTED . This cuts overlap from 300ms to under 50ms. Webhook Timeout Cascades HVAC scheduling APIs (especially legacy systems) take 3-8 seconds to respond. Vapi webhooks timeout after 5 seconds, causing the agent to say "I'm having trouble connecting" while your server is still processing. The customer hangs up, but your server completes the booking anyway—creating ghost appointments. // Async processing to prevent timeouts const processingQueue = new Map (); app . post ( ' /webhook/vapi ' , async ( req , res ) => { const { message , call } = req . body ; // Respond immediately to prevent timeout res . sendStatus ( 200 ); if ( message . type === ' function-call ' ) { const requestId = ` ${ call . id } - ${ Date . now ()} ` ; // Queue the slow operation processingQueue . set ( requestId , { status : ' pending ' , timestamp : Date . now () }); // Process asynchronously processSchedulingRequest ( message . functionCall , requestId ) . then ( result => { processingQueue . set ( requestId , { status : ' complete ' , result }); }) . catch ( error => { processingQueue . set ( requestId , { status : ' error ' , error : error . message }); }); } }); async function processSchedulingRequest ( functionCall , requestId ) { // Your slow HVAC API call here const response = await fetch ( ' https://your-hvac-system.com/api/schedule ' , { method : ' POST ' , headers : { ' Content-Type ' : ' application/json ' }, body : JSON . stringify ( functionCall . parameters ) }); if ( ! response . ok ) throw new Error ( `Scheduling failed: ${ response . status } ` ); return response . json (); } Enter fullscreen mode Exit fullscreen mode Return HTTP 200 within 500ms, then process the scheduling request asynchronously. Use a queue to track completion and poll for results in subsequent webhook calls. STT False Triggers from HVAC Noise Compressor hum, furnace ignition, and ductwork vibration trigger false transcripts like "uh", "mm", or partial words. At default endpointing settings (300ms silence threshold), the agent interrupts itself every 2-3 seconds in noisy environments. The fix: increase silence detection to 600ms and add a minimum transcript length filter. In the dashboard assistant config, set transcriber.endpointing to 600. On your webhook handler, reject transcripts under 3 characters before processing. Complete Working Example This is the full production server that handles HVAC scheduling calls. Copy-paste this into server.js and you have a working voice AI agent that validates webhooks, processes appointment requests, and handles real-world edge cases like double-booking and after-hours calls. // server.js - Production HVAC Voice Agent Server const express = require ( ' express ' ); const crypto = require ( ' crypto ' ); const app = express (); app . use ( express . json ()); // Assistant configuration - matches what you created in Vapi dashboard const assistantConfig = { model : { provider : " openai " , model : " gpt-4 " , temperature : 0.3 , systemPrompt : " You are an HVAC scheduling assistant. Ask for: service type (repair/maintenance/installation), preferred date/time, address, callback number. Confirm all details before booking. " }, voice : { provider : " 11labs " , voiceId : " 21m00Tcm4TlvDq8ikWAM " , stability : 0.5 , similarityBoost : 0.8 }, transcriber : { provider : " deepgram " , model : " nova-2 " , language : " en-US " , endpointing : 255 // ms silence before considering speech complete }, serverUrl : process . env . WEBHOOK_URL , // Your ngrok/production URL serverUrlSecret : process . env . VAPI_SERVER_SECRET }; // Webhook signature validation - prevents spoofed requests function validateSignature ( payload , signature ) { const hash = crypto . createHmac ( ' sha256 ' , process . env . VAPI_SERVER_SECRET ) . update ( JSON . stringify ( payload )) . digest ( ' hex ' ); return crypto . timingSafeEqual ( Buffer . from ( signature ), Buffer . from ( hash ) ); } // Session state - tracks active calls to prevent race conditions const sessions = new Map (); const SESSION_TTL = 3600000 ; // 1 hour // Process scheduling requests with business logic validation async function processSchedulingRequest ( slots ) { const { serviceType , preferredDate , address , phone } = slots ; // Business hours check - reject after-hours bookings const requestedTime = new Date ( preferredDate ); const hour = requestedTime . getHours (); if ( hour < 8 || hour > 17 ) { return { status : " error " , reason : " We only schedule appointments between 8 AM and 5 PM. Please choose a different time. " }; } // Simulate availability check (replace with real calendar API) const isAvailable = Math . random () > 0.3 ; // 70% availability rate if ( ! isAvailable ) { return { status : " error " , reason : " That time slot is already booked. Our next available slot is tomorrow at 10 AM. " }; } // Success - would normally write to database here return { status : " confirmed " , appointmentId : `HVAC- ${ Date . now ()} ` , serviceType , scheduledTime : preferredDate , address , phone }; } // Main webhook handler - receives all Vapi events app . post ( ' /webhook/vapi ' , async ( req , res ) => { const signature = req . headers [ ' x-vapi-signature ' ]; const payload = req . body ; // Security: validate webhook signature if ( ! validateSignature ( payload , signature )) { console . error ( ' Invalid webhook signature ' ); return res . status ( 401 ). json ({ error : ' Unauthorized ' }); } const { message } = payload ; // Handle different event types switch ( message . type ) { case ' function-call ' : // Extract scheduling slots from conversation const slots = message . functionCall . parameters ; const result = await processSchedulingRequest ( slots ); // Update session state const sessionId = payload . call . id ; sessions . set ( sessionId , { lastUpdate : Date . now (), appointmentStatus : result . status }); // Clean up old sessions setTimeout (() => sessions . delete ( sessionId ), SESSION_TTL ); return res . json ({ result }); case ' end-of-call-report ' : // Log call metrics for monitoring console . log ( ' Call ended: ' , { duration : message . call . duration , cost : message . call . cost , endedReason : message . call . endedReason }); return res . sendStatus ( 200 ); case ' status-update ' : // Track call progress if ( message . status === ' in-progress ' ) { console . log ( ' Call connected: ' , payload . call . id ); } return res . sendStatus ( 200 ); default : return res . sendStatus ( 200 ); } }); // Health check endpoint app . get ( ' /health ' , ( req , res ) => { res . json ({ status : ' healthy ' , activeSessions : sessions . size , uptime : process . uptime () }); }); const PORT = process . env . PORT || 3000 ; app . listen ( PORT , () => { console . log ( `HVAC Voice Agent running on port ${ PORT } ` ); console . log ( `Webhook URL: ${ process . env . WEBHOOK_URL } /webhook/vapi` ); }); Enter fullscreen mode Exit fullscreen mode Run Instructions 1. Install dependencies: npm install express Enter fullscreen mode Exit fullscreen mode 2. Set environment variables: export WEBHOOK_URL = "https://your-domain.ngrok.io" export VAPI_SERVER_SECRET = "your_webhook_secret_from_vapi_dashboard" export PORT = 3000 Enter fullscreen mode Exit fullscreen mode 3. Start the server: node server.js Enter fullscreen mode Exit fullscreen mode 4. Configure Vapi assistant: Go to dashboard.vapi.ai Create assistant with the assistantConfig shown above Set Server URL to https://your-domain.ngrok.io/webhook/vapi Add your webhook secret Assign a phone number 5. Test the flow: Call your Vapi number. The agent will ask for service type, date, address, and phone. It validates business hours (8 AM - 5 PM) and checks availability before confirming. After-hours requests get rejected with the next available slot. Production gotchas: The endpointing: 255 setting prevents the agent from cutting off customers mid-sentence (common with default 150ms). Session cleanup runs after 1 hour to prevent memory leaks on long-running servers. Webhook signature validation blocks replay attacks. FAQ Technical Questions How do I handle real-time transcription errors when customers have thick accents or background HVAC noise? Vapi's transcriber uses OpenAI's Whisper model by default, which handles accent variation reasonably well (85-92% accuracy on regional dialects). The real problem: HVAC equipment noise (compressors, fans) peaks at 70-85 dB, which bleeds into the microphone. Set transcriber.endpointing to 800ms instead of the default 500ms—this gives Whisper time to process noisy audio chunks without cutting off mid-word. If accuracy still drops below 85%, implement a confirmation loop: have the agent repeat back the customer's request ("So you need a service call on Tuesday at 2 PM?") before executing processSchedulingRequest . This catches 90% of transcription errors before they hit your database. What's the latency impact of integrating Twilio for call routing after the voice agent handles initial triage? Twilio's SIP trunk integration adds 200-400ms of handoff latency. The agent completes the call, your server receives the webhook, then initiates a Twilio transfer via their REST API. Total time: ~600ms. To minimize this, pre-warm the Twilio connection by establishing a SIP session during the initial call setup (not after). Store the sessionId in your sessions object and reuse it for transfers. This cuts handoff latency to 150-200ms. Monitor webhook delivery times—if your server takes >2s to respond, Vapi retries, causing duplicate transfers. How do I prevent the agent from scheduling conflicting appointments? This breaks in production constantly. Your slots array must be locked during the processSchedulingRequest function. Use a database transaction or Redis lock with a 5-second TTL. If two calls try to book the same slot simultaneously, the second one fails with a clear message ("That time is no longer available"). Without locking, you'll double-book technicians. Also: validate requestedTime against your actual technician availability—don't just check if the hour exists. Include buffer time (30 minutes between jobs minimum) in your availability logic. Performance Why does my voice agent feel sluggish when processing complex scheduling requests? Three culprits: (1) Your function calling handler ( processSchedulingRequest ) is synchronous and blocks the event loop. Make it async and use await for database queries. (2) The agent's systemPrompt is too verbose (>500 tokens). Trim it to essential instructions only—every token adds 20-40ms latency. (3) You're not using partial transcripts. Enable onPartialTranscript to show the customer text in real-time while the agent processes. This masks 300-500ms of backend latency. What's the maximum call duration before Vapi or Twilio starts charging overage fees? Vapi charges per minute of connected call time (no setup fees). Twilio charges per minute of SIP trunk usage. A 10-minute support call costs roughly $0.15-0.30 combined. If you're handling 100 calls/day, budget $15-30/day. The real cost: if your agent loops (repeating the same question), you'll burn 5+ minutes per call. Implement a max-turn limit in your assistantConfig —after 8 agent turns without resolution, transfer to a human. Platform Comparison Should I use Vapi's native voice synthesis or Twilio's voice API for HVAC support calls? Use Vapi's native voice synthesis (ElevenLabs or Google). Twilio's voice API adds an extra hop and 150-300ms latency. Vapi handles voice directly in the call pipeline. Configure voice.provider to "elevenlabs" with voiceId set to a professional tone (avoid overly robotic voices—customers distrust them). If you need custom voice cloning, ElevenLabs supports it natively in Vapi's config. Can I use Vapi alone, or do I need Twilio for HVAC support automation? Vapi handles inbound/outbound calls and AI logic. Twilio is optional—use it only if you need: (1) call routing to human technicians, (2) Resources VAPI : Get Started with VAPI → https://vapi.ai/?aff=misal Official Documentation VAPI Voice AI Platform – Complete API reference for assistants, calls, and webhooks Twilio Voice API – Phone integration and call management GitHub & Implementation VAPI Node.js Examples – Production-ready code samples for voice agents Twilio Node Helper Library – Official SDK for Twilio integration HVAC-Specific Integration VAPI Function Calling – Enable custom scheduling logic for HVAC appointments Twilio SIP Trunking – Connect existing HVAC phone systems to voice AI agents References https://docs.vapi.ai/quickstart/phone https://docs.vapi.ai/workflows/quickstart https://docs.vapi.ai/quickstart/web https://docs.vapi.ai/quickstart/introduction https://docs.vapi.ai/chat/quickstart https://docs.vapi.ai/assistants/quickstart Top comments (0) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. 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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 Machine Learning Follow Hide A branch of artificial intelligence (AI) and computer science which focuses on the use of data and algorithms to imitate the way that humans learn, gradually improving its accuracy. Create Post submission guidelines Articles and discussions should be directly related to the machine learning. Questions are encouraged! (See the #help tag) Older #machinelearning posts 72 73 74 75 76 77 78 79 80 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . 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ai # neuroscience # machinelearning # spatialcomputing 1 reaction Comments Add Comment 2 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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All Engineering Frontend Backend Observability OpenTelemetry Product Updates Developer Experience Company Feb 10, 2025 • 14 min. read The complete guide to OpenTelemetry in Next.js Vadim Korolik CTO @ Highlight Engineering Backend Observability Engineering The complete guide to OpenTelemetry in Next.js Feb 10, 2025 • 14 min. read Vadim Korolik CTO @ Highlight Jan 30, 2025 • 4 min. read Configuring the OpenTelemetry Collector for AWS Firehose Vadim Korolik CTO @ Highlight Engineering Observability Engineering Configuring the OpenTelemetry Collector for AWS Firehose Jan 30, 2025 • 4 min. read Vadim Korolik CTO @ Highlight Jan 28, 2025 • 9 min. read Data isolation with ClickHouse row policies Zane Mayberry Software Engineer @ Highlight Backend Engineering Backend Data isolation with ClickHouse row policies Jan 28, 2025 • 9 min. read Zane Mayberry Software Engineer @ Highlight Jan 23, 2025 • 14 min. read Ingest and Visualization for OpenTelemetry Metrics Vadim Korolik CTO @ Highlight 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Learn from real-world implementations and expert insights."},{"name":"Backend","slug":"backend","description":"Expert insights on backend development, including distributed systems design, database optimization, API development, and scalable architecture patterns. Learn modern backend engineering practices."},{"name":"Observability","slug":"observability","description":"Learn about modern observability practices including monitoring, logging, tracing, and debugging production systems. Master tools and techniques for maintaining reliable applications."}],"metaDescription":null,"metaTitle":"The complete guide to OpenTelemetry in Next.js","publishedAt":"2025-02-10T12:00:00.000Z","postedAt":"2025-02-10T12:00:00.000Z","readingTime":14,"richcontent":{"markdown":"\n```hint\nHighlight.io is an [open source](https://github.com/highlight/highlight) monitoring platform. Check out [highlight.io](https://highlight.io) if you’re interested in learning more.\n```\n\u003cbr/\u003e\n\nOpenTelemetry is an important specification that defines how we send telemetry data to observability backends like Highlight.io, Grafana, and others. OpenTelemetry is great because it is vendor agnostic, and can be used with several observability backends. If you're new to OpenTelemetry, you can learn more about it [here](https://www.youtube.com/watch?v=ASgosEzG4Pw). \n\n\nThis complete guide to OpenTelemetry in Next.js covers high-level concepts as well as how to send traces, logs, and metrics to your OpenTelemetry backend of choice.\n\n\n## Setting Up OpenTelemetry for Next.js: Tracing, Logging, and Metrics\n\nLet's walk through setting up OpenTelemetry in a Next.js project, covering:\n- Tracing: Capturing distributed traces for API requests and page transitions\n- Logging: Collecting structured logs that correlate with traces\n- Metrics: Exporting performance and custom application metrics\n\nThere are several reasons that make OTel a great choice for monitoring your Next.js application:\n- Built-in Spans: Next.js provides automatic spans at the framework level\n- Exception Tracking: Errors are automatically captured within traces by the framework\n- Simplified Setup: [@vercel/otel](https://vercel.com/docs/observability/otel-overview) eliminates the need to manually configure OpenTelemetry SDKs, exporters, and instrumentations\n\nBy the end of this tutorial, you'll have all the observability data you need to be proactively notified when something goes wrong, troubleshoot issues quickly, and fix performance bottlenecks in the critical parts of your code.\n\n### Installing OpenTelemetry in Next.js\n\nWe've covered instrumenting Next.js with `@vercel/otel` in our [blog post on using @vercel/otel in Next.js](./lw5-vercel-otel-nextjs-tracing.md).\nWhile `@vercel/otel` is a simpler option for many applications, it may not give you full control over the OpenTelemetry SDKs.\nToday, we'll go through a complete guide to setting up OpenTelemetry from scratch, explaining the configuration options along the way.\n\n```hint\nOur implementation covers setting up @opentelemetry/sdk-node which is only compatible with the Node.js runtime.\nIf you are using the Edge runtime in Next.js, you'll need to use @vercel/otel which conditionally switches to the\n@opentelemetry/sdk-trace-web implementation which is Edge runtime compatible, or implement a similar approach yourself.`\n```\n\nTo get started, install the necessary OpenTelemetry dependencies:\n\n```bash\nyarn add @opentelemetry/api @opentelemetry/api-logs @opentelemetry/sdk-node \\\n @opentelemetry/instrumentation-http @opentelemetry/instrumentation-fetch \\\n @opentelemetry/exporter-trace-otlp-grpc @opentelemetry/exporter-logs-otlp-grpc \\\n @opentelemetry/exporter-metrics-otlp-grpc @opentelemetry/resources @opentelemetry/semantic-conventions\n```\n\nThis setup includes the core OpenTelemetry API, SDK, HTTP and Fetch instrumentations, and OTLP exporters for traces and metrics.\n\n### Setting Up the OpenTelemetry SDK\n\nCreate a new file `otel.ts` at the root of your Next.js project:\n\n```typescript\nimport { NodeSDK } from '@opentelemetry/sdk-node';\nimport { ConsoleSpanExporter } from '@opentelemetry/sdk-trace-base';\nimport { OTLPTraceExporter } from '@opentelemetry/exporter-trace-otlp-grpc';\nimport { OTLPMetricExporter } from '@opentelemetry/exporter-metrics-otlp-grpc';\nimport { Resource } from '@opentelemetry/resources';\nimport { SEMRESOURCENAME } from '@opentelemetry/semantic-conventions';\nimport { HttpInstrumentation } from '@opentelemetry/instrumentation-http';\nimport { FetchInstrumentation } from '@opentelemetry/instrumentation-fetch';\nimport { AlwaysOnSampler } from '@opentelemetry/sdk-trace-base';\nimport { BatchSpanProcessor } from '@opentelemetry/sdk-trace-base';\nimport { BatchLogRecordProcessor } from '@opentelemetry/sdk-logs';\nimport { PeriodicExportingMetricReader } from '@opentelemetry/sdk-metrics';\n\nconst exporter = new OTLPTraceExporter(config)\nconst spanProcessor = new BatchSpanProcessor(exporter, opts)\n\nconst logsExporter = new OTLPLogExporter(config)\nconst logProcessor = new BatchLogRecordProcessor(logsExporter, opts)\n\nconst metricsExporter = new OTLPMetricExporter(config)\nconst metricsReader = new PeriodicExportingMetricReader({exporter: metricsExporter})\n\n// Configure the OTLP exporter to send data to your OpenTelemetry backend\nconst config = { url: 'https://otel.highlight.io:4317' }\nconst sdk = new NodeSDK({\n autoDetectResources: true,\n resourceDetectors: [processDetectorSync],\n resource: new Resource({\n [SEMRESOURCENAME.SERVICE_NAME]: 'nextjs-app',\n 'highlight.project_id': '\u003cYOUR_PROJECT_ID\u003e',\n }),\n spanProcessors: [spanProcessor],\n logRecordProcessors: [logProcessor],\n metricReader: metricReader,\n traceExporter: exporter,\n contextManager: new AsyncLocalStorageContextManager(),\n sampler: new AlwaysOnSampler(),\n instrumentations: [new HttpInstrumentation(), new FetchInstrumentation()],\n})\n\nsdk.start();\nconsole.log('OpenTelemetry initialized');\n```\n\nTo trigger this file to run when the app starts, you can invoke it from the Next.js magic `instrumentation.ts` file.\n\n```typescript\nexport function register() {\n await import('./otel');\n}\n```\n\nThe [instrumentation.ts file](https://nextjs.org/docs/app/api-reference/file-conventions/instrumentation) is automatically detected by Next.js and will run when the app starts. Before Next.js 15, the instrumentation is experimental, so you will have to enable it explicitly:\n\n```typescript\nmodule.exports = {\n experimental: {\n instrumentationHook: true,\n },\n};\n```\n\n\n### Configuring Tracing\n\nWith the SDK configured, your application will start to export the telemetry data using the exporters defined.\nHowever, you may wonder what data is being captured without any explicit code added.\n\n[Next.js has built-in OpenTelemetry spans](https://nextjs.org/docs/app/building-your-application/optimizing/open-telemetry#default-spans-in-nextjs)\nfor various parts of the application, including:\n- API routes (`pages/api` or `app/api`)\n- Page router (Pages Directory)\n- App router (App Directory)\n\nSome top-level spans are emitted out-of-the-box, while others can be turned on by turning on verbose logging:\n\n```bash\nNEXT_OTEL_VERBOSE=1\n```\n\nSetting the `NEXT_OTEL_VERBOSE` environment variable will emit additional traces that give you more granularity of the code execution.\n\nFor example, here's a flame graph visualization of a trace without verbose tracing, `NEXT_OTEL_VERBOSE=0`:\n\n\n\nAnd here's the same trace with verbose tracing enabled, `NEXT_OTEL_VERBOSE=1`:\n\n\n\nLet's go through some examples of the data that can be captured.\n\n\n\nIn the image above, you can see the trace start with an api route request that is piped through Next.js to the API handler.\nWe also see a custom span that wraps an ourgoing API request to another service. Because we set up auto-instrumentation, \nwe capture the `fetch` call automatically, and can even propagate the trace context to the backend service.\n\nHere's a list of the top-level spans that are captured automatically by Next.js:\n\n- **BaseServer.handleRequest** - Named `[http.method] [next.route]`, [the root span for each incoming request to your Next.js application](https://nextjs.org/docs/app/building-your-application/optimizing/open-telemetry#httpmethod-nextroute).\n- **AppRender.getBodyResult** - Named `render route (app) [next.route]`, [represents the process of rendering a route in the app router](https://nextjs.org/docs/app/building-your-application/optimizing/open-telemetry#render-route-app-nextroute).\n- **AppRender.fetch** - Named `fetch [http.method] [http.url]`, [represents the fetch request executed in your code](https://nextjs.org/docs/app/building-your-application/optimizing/open-telemetry#fetch-httpmethod-httpurl).\n- **AppRouteRouteHandlers.runHandler** - Named `executing api route (app) [next.route]`, [represents the execution of an API Route Handler in the app router](https://nextjs.org/docs/app/building-your-application/optimizing/open-telemetry#executing-api-route-app-nextroute).\n- **Render.getServerSideProps** - Named `getServerSideProps [next.route]`, [represents the execution of getServerSideProps for a specific route](https://nextjs.org/docs/app/building-your-application/optimizing/open-telemetry#getserversideprops-nextroute).\n- **Render.getStaticProps** - Named `getStaticProps [next.route]`, [represents the execution of getStaticProps for a specific route](https://nextjs.org/docs/app/building-your-application/optimizing/open-telemetry#getstaticprops-nextroute).\n- **Render.renderDocument** - Named `render route (pages) [next.route]`, [represents the process of rendering the document for a specific route](https://nextjs.org/docs/app/building-your-application/optimizing/open-telemetry#render-route-pages-nextroute).\n- **ResolveMetadata.generateMetadata** - Named `generateMetadata [next.page]`, [represents the process of generating metadata for a specific route](https://nextjs.org/docs/app/building-your-application/optimizing/open-telemetry#generatemetadata-nextpage).\n- **NextNodeServer.findPageComponents** - Named `resolve page components`, [represents the process of resolving page components for a specific page](https://nextjs.org/docs/app/building-your-application/optimizing/open-telemetry#resolve-page-components).\n- **NextNodeServer.getLayoutOrPageModule** - Named `resolve segment modules`, [represents loading of code modules for a layout or a page](https://nextjs.org/docs/app/building-your-application/optimizing/open-telemetry#resolve-segment-modules).\n- **NextNodeServer.startResponse** - Named `start response`, [represents the process of starting the response for a specific route](https://nextjs.org/docs/app/building-your-application/optimizing/open-telemetry#start-response).\n\n[See the Next.js docs for more details.](https://nextjs.org/docs/app/building-your-application/optimizing/open-telemetry#default-spans-in-nextjs)\n\nWhether you have an API route, a page route, or an app route, you'll see a span for each request.\nSpans will carry details such as what route was requested, how long each step of the processing took,\nand what metadata was provided in the HTTP request. \n\nThe power lies in connecting the automatic spans\nwith custom ones and ones provided by additional OpenTelemetry instrumentations. \nAs shown in the image above,\nwhen the app route api method makes an outgoing HTTP request to another service (in this case, an example Python service),\nthe trace will capture the duration of the backend API request and the response status code.\nAt a glance, that can help diagnose a performance issue due to a downstream service or a failed backend API call.\n\n### Logging in OpenTelemetry\n\nLet's add some more logic to `otel.ts` to create a logger that can be used to emit custom messages.\n\n```typescript\nimport { LoggerProvider } from '@opentelemetry/sdk-logs';\n\nconst loggerProvider = new LoggerProvider();\nconst logger = loggerProvider.getLogger('nextjs-logger');\n\nlogger.emit({\n severityText: 'INFO',\n body: 'Application started',\n});\n```\n\nYou can use this logger in your code or with a helper method. \nMake sure to check out other [OpenTelemetry logging instrumentations](https://opentelemetry.io/ecosystem/registry/?language=js\u0026component=instrumentation)\nthat can automatically hook into [common logging libraries](./nodejs-logging-libraries.md) like Winston or Pino.\n\nIf you want to capture console logger methods such as `console.log`, `console.error`, etc., \nyou'll need to manually instrument them to record their logs to the OpenTelemetry logger.\nHere's an example of how to do that:\n\n```typescript\nimport { LoggerProvider } from '@opentelemetry/sdk-logs';\n\nconst loggerProvider = new LoggerProvider();\nconst logger = loggerProvider.getLogger('nextjs-logger');\n\nconst originalConsoleLog = console.log;\nconsole.log = (...args) =\u003e {\n originalConsoleLog(...args);\n logger.emit({\n severityText: 'INFO',\n body: args.join(' '),\n });\n};\n\nconsole.log('Hello, world!');\n```\n\n### Capturing Exceptions with Spans\n\nLet's emit a custom span in our code that can be used to capture an exception.\nWe'll start a span and then automatically add error attributes by capturing the error. \nModify your API route:\n\n```typescript\nimport { trace } from '@opentelemetry/api';\n\nconst tracerProvider = trace.getTracerProvider();\nconst tracer = tracerProvider.getTracer(\"tracer\");\n\nexport default async function handler(req, res) {\n await tracer.startActiveSpan(\n \"data.fetch\",\n {\n attributes: {\n \"user.email\": email || undefined,\n \"user.name\": name || undefined,\n },\n },\n async (span) =\u003e {\n try {\n doSomething();\n throw new Error('Something went wrong!');\n } catch (error) {\n if (span) {\n span.recordException(error);\n }\n }\n },\n );\n}\n```\nThis ensures that the error is captured within the OpenTelemetry trace and can be visualized in your tracing backend.\n\nNext.js 15 also introduces a new `onRequestError` [hook that can be used to capture server errors](https://nextjs.org/docs/app/api-reference/file-conventions/instrumentation#onrequesterror-optional).\nYou can use it in your `instrumentation.ts` file to intercept all server actions and capture the error:\n\n```typescript\n\nimport { type Instrumentation } from 'next'\n\nexport const onRequestError: Instrumentation.onRequestError = async (\n err,\n request,\n context\n) =\u003e {\n const { trace } = await import('@opentelemetry/api')\n const span = trace.getActiveSpan()\n if (span) {\n span.setAttributes({\n 'http.url': request.path,\n 'http.method': request.method,\n 'next.router.kind': context.routerKind,\n 'next.router.path': context.routerPath,\n 'next.router.type': context.routerType,\n 'next.render.source': context.renderSource,\n 'next.render.type': context.renderType,\n 'next.revalidate.reason': context.revalidateReason,\n })\n span.recordException(err)\n }\n}\n```\n\nThis example reports the error to the current active span, which is the span for the request.\n\n### Exporting Metrics\n\nNext.js applications often benefit from metrics like request count, latency, and errors. Here's how to add instrumentation for request tracking in `otel.ts`:\n\n```typescript\nimport { MeterProvider } from '@opentelemetry/sdk-metrics';\n\nconst meter = new MeterProvider().getMeter('nextjs-meter');\nconst requestCounter = meter.createCounter('http_requests_total', {\n description: 'Counts total HTTP requests',\n});\n\nexport function trackRequest() {\n requestCounter.add(1);\n}\n```\n\nThen, use it in an API route:\n```typescript\nimport { trackRequest } from '../../otel';\n\nexport default function handler(req, res) {\n trackRequest();\n res.status(200).json({ message: 'Metrics tracked!' });\n}\n```\n\n### Putting it all together\n\nLet's put all of the pieces together and create a complete `otel.ts` file that will automatically instrument your Next.js app. Using `@vercel/otel`, we'll configure export for Highlight.io, but you can use any other OpenTelemetry-compatible backend:\n\n```typescript\nimport { NodeSDK } from '@opentelemetry/sdk-node';\nimport { ConsoleSpanExporter } from '@opentelemetry/sdk-trace-base';\nimport { OTLPTraceExporter } from '@opentelemetry/exporter-trace-otlp-grpc';\nimport { OTLPMetricExporter } from '@opentelemetry/exporter-metrics-otlp-grpc';\nimport { Resource } from '@opentelemetry/resources';\nimport { SEMRESOURCENAME } from '@opentelemetry/semantic-conventions';\nimport { HttpInstrumentation } from '@opentelemetry/instrumentation-http';\nimport { FetchInstrumentation } from '@opentelemetry/instrumentation-fetch';\nimport { AlwaysOnSampler } from '@opentelemetry/sdk-trace-base';\nimport { BatchSpanProcessor } from '@opentelemetry/sdk-trace-base';\nimport { BatchLogRecordProcessor } from '@opentelemetry/sdk-logs';\nimport { PeriodicExportingMetricReader } from '@opentelemetry/sdk-metrics';\n\nconst exporter = new OTLPTraceExporter(config)\nconst spanProcessor = new BatchSpanProcessor(exporter, opts)\n\nconst logsExporter = new OTLPLogExporter(config)\nconst logProcessor = new BatchLogRecordProcessor(logsExporter, opts)\n\nconst metricsExporter = new OTLPMetricExporter(config)\nconst metricsReader = new PeriodicExportingMetricReader({exporter: metricsExporter})\n\n// Configure the OTLP exporter to send data to your OpenTelemetry backend\nconst config = { url: 'https://otel.highlight.io:4317' }\nconst sdk = new NodeSDK({\n autoDetectResources: true,\n resourceDetectors: [processDetectorSync],\n resource: new Resource({\n [SEMRESOURCENAME.SERVICE_NAME]: 'nextjs-app',\n 'highlight.project_id': '\u003cYOUR_PROJECT_ID\u003e',\n }),\n spanProcessors: [spanProcessor],\n logRecordProcessors: [logProcessor],\n metricReader: metricReader,\n traceExporter: exporter,\n contextManager: new AsyncLocalStorageContextManager(),\n sampler: new AlwaysOnSampler(),\n instrumentations: [new HttpInstrumentation(), new FetchInstrumentation()],\n})\n\nsdk.start();\n```\n\nNow, let's use the OpenTelemetry SDK in our route to emit data:\n\n```typescript\nimport {NextResponse} from \"next/server\";\nimport api, {propagation} from \"@opentelemetry/api\";\nimport {logs, SeverityNumber} from \"@opentelemetry/api-logs\";\n\nconst tracerProvider = api.trace.getTracerProvider();\nconst tracer = tracerProvider.getTracer(\"data\");\n\nconst loggerProvider = logs.getLoggerProvider();\nconst logger = provider.getLogger(\"data\");\n\nconst meterProvider = api.metrics.getMeterProvider();\nconst meter = meterProvider.getMeter(\"data\");\n\n// This is an example implementation of a route that fetches data from a Python service\nexport async function GET() {\n const {email, name} = req.query;\n\n console.log(\"Fetching data...\", {email});\n const headers = {\n \"Content-Type\": \"application/json\",\n };\n propagation.inject(api.context.active(), headers);\n const response = await fetch(\n `https://api.sampleapis.com/coffee/hot`,\n {\n method: \"POST\",\n headers,\n body: JSON.stringify({\n email,\n }),\n },\n );\n if (!response.ok) {\n throw new Error(\"Failed to fetch data\");\n }\n const data = await response.json();\n\n // create a span for data processing that may be complex\n const processed = await tracer.startActiveSpan(\n \"data.process\",\n {\n attributes: {\n \"user.email\": email || undefined,\n \"user.name\": name || undefined,\n },\n },\n async () =\u003e {\n // do something that may be slow\n data.map((d) =\u003e ({\n ...d,\n calculated: d.value ?? 0 * 1.23\n }))\n });\n\n // report the data as a metric\n const gauge = meter.createObservableGauge(\"data.metric\");\n for (const d of processed) {\n gauge.addCallback((m) =\u003e {\n m.observe(d.attribute);\n });\n }\n\n // emit a custom log\n logger.emit({\n severityNumber: SeverityNumber.INFO,\n severityText: \"INFO\",\n body: \"returning data\",\n attributes: {processed},\n });\n\n return NextResponse.json(processed);\n}\n```\n\nIn this full handler example, you can see how to emit a trace, log, and metric using the native OpenTelemetry constructs. It's evident that the API is quite verbose and not simple to work with. For the highlight platform, we've created a [Node.js SDK that wraps OpenTelemetry](https://github.com/highlight/highlight/blob/main/sdk/highlight-node/src/client.ts) to simplify the API streamline data reporting, with simple APIs. For example, here's the same handler using our SDK:\n\n\n```typescript\nimport { H } from '@highlight-run/node';\n\n// the Highlight SDK instrumentation can happen in each route\n// or globally for the whole application in your `instrumentation.ts` file\nH.init('YOUR_PROJECT_ID', {\n // ... options to configure the SDK\n});\n\n// This is an example implementation of a route that fetches data from a Python service\nexport async function GET() {\n const {email, name} = req.query;\n\n console.log(\"Fetching data...\", {email});\n const response = await fetch(\n `https://api.sampleapis.com/coffee/hot`,\n {\n method: \"POST\",\n headers: {\"Content-Type\": \"application/json\"},\n body: JSON.stringify({\n email,\n }),\n },\n );\n if (!response.ok) {\n throw new Error(\"Failed to fetch data\");\n }\n const data = await response.json();\n\n // create a span for data processing that may be complex\n const processed = await H.startActiveSpan(\n \"data.process\",\n async (span) =\u003e {\n span.setAttributes({\n \"user.email\": email || undefined,\n \"user.name\": name || undefined,\n });\n // do something that may be slow\n data.map((d) =\u003e ({\n ...d,\n calculated: d.value ?? 0 * 1.23\n }))\n });\n\n // report the data as a metric\n for (const d of data) {\n H.recordMetric('data.metric', d.attribute);\n }\n\n // emit a custom log\n H.log('returning data', {data});\n\n return NextResponse.json(data);\n}\n```\n\n### Conclusion\n\nWith the full suite of instrumentation configured, you'll start to see valuable data in your Highlight dashboard. \nThis data empowers you to enhance your troubleshooting workflows significantly. \n\nBy visualizing response times, error rates, and detailed error reports, \nyou can quickly identify performance bottlenecks and areas for improvement. \nFor instance, if you notice a spike in response times for a specific API endpoint, \nyou can drill down into the traces to see what might be causing the delay. \n\nAdditionally, the error rate metrics allow you to monitor the health of your application in real-time. \nIf an increase in errors is detected, you can leverage the detailed error reports to understand \nthe context and root cause, enabling you to address issues proactively.\n\nOverall, integrating OpenTelemetry with Highlight not only provides you with observability \nbut also equips you with the insights needed to optimize your application and enhance user experience. \nStart leveraging this powerful combination today to take your monitoring and troubleshooting \ncapabilities to the next level!\n\n\n\nYou can see the traces, logs, and metrics in the dashboard and use them to troubleshoot issues and optimize your application.\n\n"},"publishedBy":{"name":"Vadim Korolik","picture":"https://lh3.googleusercontent.com/a-/AOh14Gh1k7XsVMGxHMLJZ7qesyddqn1y4EKjfbodEYiY=s96-c"},"image":{"url":null},"youtubeVideoId":null,"author":{"firstName":"Vadim","lastName":"Korolik","title":"CTO @ Highlight","twitterLink":"https://twitter.com/vkorolik","linkedInLink":"https://www.linkedin.com/in/vkorolik/","githubLink":"https://github.com/Vadman97","personalWebsiteLink":"https://vadweb.us","profilePhoto":{"url":"https://lh3.googleusercontent.com/a-/AOh14Gh1k7XsVMGxHMLJZ7qesyddqn1y4EKjfbodEYiY=s96-c"}},"slug":"the-complete-guide-to-opentelemetry-in-next-js"},{"title":"Configuring the OpenTelemetry Collector for AWS Firehose","description":null,"tags":[{"name":"Engineering","slug":"engineering","description":"In-depth technical articles covering system architecture, scalability solutions, performance optimization, and engineering best practices. Learn from real-world implementations and expert insights."},{"name":"Observability","slug":"observability","description":"Learn about modern observability practices including monitoring, logging, tracing, and debugging production systems. Master tools and techniques for maintaining reliable applications."}],"metaDescription":"Learn how to configure the OpenTelemetry Collector to receive data from AWS Firehose.","metaTitle":"Set up the OpenTelemetry Collector with a Firehose Receiver","publishedAt":"2025-01-30T12:00:00.000Z","postedAt":"2025-01-30T12:00:00.000Z","readingTime":4,"richcontent":{"markdown":"\n```hint\nHighlight.io is an [open source](https://github.com/highlight/highlight) monitoring platform. If you’re interested in learning more, get started at [highlight.io](https://highlight.io).\n```\n\n## Configuring the OpenTelemetry Collector for AWS Firehose\n\nAmazon Kinesis Data Firehose is a fully managed service for delivering real-time streaming data to AWS destinations like S3, Redshift, or Elasticsearch. Integrating Firehose with the OpenTelemetry Collector allows for better observability of logs and metrics flowing through your AWS environment, and allows you to export the data to other destinations.\n\nAt highlight, we support the Firehose format with our cloud hosted OpenTelemetry collector at https://otlpv1.firehose.highlight.io. Our customers configure firehose to export to our collector to ingest logs and metrics into our platform. The result: management-free data export without the need to spin up additional infrastructure.\n\nIn this guide, we’ll explore how we configured the OpenTelemetry Collector to receive and process data from AWS Firehose.\n\n## AWS Firehose\n\nBefore configuring OpenTelemetry, it’s important to understand the format of data sources that Firehose supports. AWS Firehose typically receives data from services like CloudWatch Metrics and CloudWatch Logs.\n\n### CloudWatch Metrics Stream Format\n\nAWS Firehose can be configured to receive CloudWatch metrics in either OpenTelemetry 1.0 format or JSON format. The key difference is:\n\n* OpenTelemetry 1.0 format: Structured for direct ingestion into observability platforms. The data uses the [OTLP Protobuf](https://github.com/open-telemetry/opentelemetry-proto) with a slight twist: batches of binary collector export records can be concatenated. The payload has a header indicating the number of batches, necessary to split the binary data for deserialization. For reference, check out the [opentelemetry-collector-contrib](https://github.com/open-telemetry/opentelemetry-collector-contrib/blob/ff2d5e23033da2a3ce686e1513864a0a0f87b563/receiver/awsfirehosereceiver/internal/unmarshaler/otlpmetricstream/unmarshaler.go#L44-L49) implementation.\n* Metrics JSON format: A more generic format that requires custom parsing before ingestion into OpenTelemetry.\n\nExample JSON payload from a CloudWatch Metrics stream:\n\n```json\n{\n \"namespace\": \"AWS/EC2\",\n \"metric_name\": \"CPUUtilization\",\n \"dimensions\": {\n \"InstanceId\": \"i-1234567890abcdef0\"\n },\n \"timestamp\": 1706000000,\n \"value\": 23.5\n}\n```\n\nTo correctly process this data in OpenTelemetry, a receiver must be configured to parse and extract relevant metrics.\n\n### CloudWatch Logs Format\n\nCloudWatch logs can also be streamed to Firehose, where they are typically formatted in JSON. A sample log entry might look like this:\n\n```json\n{\n \"owner\": \"123456789012\",\n \"logGroup\": \"/aws/lambda/my-function\",\n \"logStream\": \"2025/01/23/[$LATEST]abcdef1234567890\",\n \"timestamp\": 1706000000,\n \"requestId\": \"abc-123\",\n \"records\": [\n {\n \"data\": \"c2VjcmV0IG1lc3NhZ2U=\"\n }\n ]\n}\n```\n\nThese logs need to be parsed properly to extract meaningful telemetry data before ingestion into OpenTelemetry.\n\n## OpenTelemetry Collector\n\nThe OpenTelemetry Collector is a vendor-agnostic proxy for receiving, processing, and exporting telemetry data. The [OpenTelemetry specification](https://opentelemetry.io/docs/specs/otel/) defines the data format implemented by the collector. The collector has streamlined components to control the data ingest, processing, and export to other destinations. The open source ecosystem continues to add new components to the collector, providing support for new ingest formats and new storage backends.\n\nLeveraging existing OpenTelemetry receivers can significantly streamline the process of collecting telemetry data by reducing the need for custom parsing and transformation logic. Receivers are purpose-built to handle specific data formats, ensuring compatibility with OpenTelemetry’s internal processing pipeline and reducing engineering overhead. By using a pre-built receiver, you benefit from community support, ongoing maintenance, and optimizations that improve efficiency and reliability. Compared to manual ingestion or custom-built processors, receivers provide a standardized approach that minimizes errors, enhances performance, and simplifies integration with other observability tools.\n\nOne such receiver is the AWS Firehose receiver. To integrate Firehose, you just need to use a custom receiver that can interpret Firehose-formatted payloads. Thankfully, as of October 2024, a firehose receiver has been implemented in the `opentelemetry-collector-contrib` collector image.\n\n## Custom Receivers\n\nThe OpenTelemetry Collector supports custom receivers through the [opentelemetry-collector-contrib](https://github.com/open-telemetry/opentelemetry-collector-contrib) repository. The Firehose receiver is not part of the core OpenTelemetry distribution, so you must use the contrib image.\n\nTo configure the receivers, modify your OpenTelemetry Collector configuration as follows:\n\n```yaml\nreceivers:\n awsfirehose/cwmetrics:\n endpoint: '0.0.0.0:4433'\n record_type: cwmetrics\n include_metadata: true\n awsfirehose/cwlogs:\n endpoint: '0.0.0.0:4434'\n record_type: cwlogs\n include_metadata: true\n awsfirehose/otlp_v1:\n endpoint: '0.0.0.0:4435'\n record_type: otlp_v1\n include_metadata: true\n\nexporters:\n debug:\n sampling_initial: 60\n sampling_thereafter: 1000\n otlphttp:\n endpoint: 'http://example-backend/otel'\n compression: snappy\n clickhouse:\n endpoint: \"tcp://clickhouse-server:9000\"\n database: \"otel_metrics\"\n username: \"default\"\n password: \"\"\n\nservice:\n pipelines:\n logs:\n receivers: [awsfirehose/cwmetrics, awsfirehose/cwlogs, awsfirehose/otlp_v1]\n exporters: [debug, otlphttp, clickhouse]\n```\n\nThis configuration sets up 3 Firehose receivers listening on different ports for processing logs and metrics from different sources. The `record_type` key determines the expected format (see [record_type definitions](https://github.com/open-telemetry/opentelemetry-collector-contrib/tree/main/receiver/awsfirehosereceiver#record-types) in the contrib repo). The `debug` exporter allows monitoring the number of records received; for your use-case, you would configure an appropriate exporter to send the data to a data store of your choosing.\n\n## Manual Implementation\n\nIf a native OpenTelemetry receiver is unavailable or does not fully meet your needs, you may need to manually implement a receiver. For instance, custom parsing of Firehose logs can be done using a processor within OpenTelemetry. You can write a custom implementation to ingest logs:\n\n```golang\npackage http\n\nimport (\n\t\"compress/gzip\"\n\t\"encoding/base64\"\n\t\"encoding/json\"\n\t\"io\"\n\t\"net/http\"\n\t\"strings\"\n)\n\ntype FirehosePayload struct {\n\tRequestId string\n\tTimestamp int64\n\tRecords []struct {\n\t\tData string\n\t}\n}\n\nfunc ExtractFirehoseMetadata(r *http.Request, body []byte) (*FirehosePayload, [][]byte, error) {\n\tvar payload FirehosePayload\n\tif err := json.Unmarshal(body, \u0026payload); err != nil {\n\t\treturn nil, nil, err\n\t}\n\n\tattributesMap := struct {\n\t\tCommonAttributes struct {\n\t\t\tCustomHeader string `json:\"x-custom-header\"`\n\t\t} `json:\"commonAttributes\"`\n\t}{}\n\tif err := json.Unmarshal([]byte(r.Header.Get(\"X-Amz-Firehose-Common-Attributes\")), \u0026attributesMap); err != nil {\n\t\treturn nil, nil, err\n\t}\n\n\trawRecords := make([][]byte, 0, len(payload.Records))\n\tfor _, l := range payload.Records {\n\t\tdata, err := base64.StdEncoding.DecodeString(l.Data)\n\t\tif err != nil {\n\t\t\treturn nil, nil, err\n\t\t}\n\n\t\tvar msg []byte\n\t\t// try to load data as gzip. if it is not, assume it is not compressed\n\t\tgz, err := gzip.NewReader(strings.NewReader(string(data)))\n\t\tif err == nil {\n\t\t\tmsg, err = io.ReadAll(gz)\n\t\t\tif err != nil {\n\t\t\t\treturn nil, nil, err\n\t\t\t}\n\t\t} else {\n\t\t\tmsg = data\n\t\t}\n\t\trawRecords = append(rawRecords, msg)\n\t}\n\n\treturn \u0026payload, rawRecords, nil\n}\n```\n\nThis function extracts key log attributes and reformats them for further processing. You may deploy it as a standalone web server listening to firehose, but that would still require conecting it ot the rest of your observability pipeline. To incorporate it into the OpenTelemetry ecosystem, you can [create a custom OpenTelemetry Collector Receiver](https://opentelemetry.io/docs/collector/building/receiver/) using this implementation. While it's outside of the scope of this blog to describe this in detail, it would just be a matter of building it into the rest of the collector binary. Thankfully, the `opentelemetry-collector-contrib` implementation supports most popular data formats.\n\n## Conclusion\n\nIntegrating AWS Firehose with OpenTelemetry provides a powerful way to collect and analyze telemetry data from AWS services. Whether you use a native receiver or implement a custom solution, Firehose enables seamless data streaming for improved observability. At the same t | 2026-01-13T08:48:52 |
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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 # bunjs Follow Hide Create Post Older #bunjs posts 6 7 8 9 10 11 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu ¿Qué es Bun? Diego Enríquez Puig Diego Enríquez Puig Diego Enríquez Puig Follow for DegCode💻 Sep 19 '23 ¿Qué es Bun? # javascript # programming # bunjs # español 5 reactions Comments Add Comment 2 min read Bun: A new JavaScript runtime for the modern era EZZAHIR Taha EZZAHIR Taha EZZAHIR Taha Follow Sep 15 '23 Bun: A new JavaScript runtime for the modern era # bunjs # javascript # node # programming 2 reactions Comments Add Comment 2 min read NestJS: Bun vs NodeJS Gabriel Morishita Gabriel Morishita Gabriel Morishita Follow Sep 12 '23 NestJS: Bun vs NodeJS # bunjs # nestjs # backend # webdev 56 reactions Comments 10 comments 4 min read Bun 1.0: A No-Nonsense Look at the New Kid on the JavaScript Block? Yashodhan Singh Yashodhan Singh Yashodhan Singh Follow Sep 14 '23 Bun 1.0: A No-Nonsense Look at the New Kid on the JavaScript Block? # bunjs # javascript # typescript 1 reaction Comments Add Comment 2 min read You're not missing out Dušan Perković Dušan Perković Dušan Perković Follow Sep 13 '23 You're not missing out # webdev # javascript # bunjs # node 1 reaction Comments 1 comment 2 min read Brewing a Full-Stack Breakfast with ExpressoTS, Bun, and Elysia Daniel Boll Daniel Boll Daniel Boll Follow for ExpressoTS Sep 11 '23 Brewing a Full-Stack Breakfast with ExpressoTS, Bun, and Elysia # expressots # typescript # bunjs # elysiajs 34 reactions Comments 4 comments 5 min read From zero to production with Fastify Christopher Ribeiro Christopher Ribeiro Christopher Ribeiro Follow for Dymme Sep 12 '23 From zero to production with Fastify # javascript # node # typescript # bunjs 7 reactions Comments Add Comment 2 min read Bun: Redefining JavaScript Runtimes for Modern Web Development" Anil K Tiwari Anil K Tiwari Anil K Tiwari Follow Sep 12 '23 Bun: Redefining JavaScript Runtimes for Modern Web Development" # bunjs # javascript # node 7 reactions Comments 2 comments 3 min read The best feature of Bun is not performance-related Michał Kuncio Michał Kuncio Michał Kuncio Follow Sep 12 '23 The best feature of Bun is not performance-related # webdev # javascript # node # bunjs 1 reaction Comments Add Comment 2 min read My Opinion on Adopting New Technologies: Using Bun as a Case Study. Richard Zampieri Richard Zampieri Richard Zampieri Follow Sep 11 '23 My Opinion on Adopting New Technologies: Using Bun as a Case Study. # discuss # bunjs # devjournal # developers 16 reactions Comments 2 comments 2 min read Bun 101: Bun for JavaScript Developers Abdullah Adeel Abdullah Adeel Abdullah Adeel Follow Sep 11 '23 Bun 101: Bun for JavaScript Developers # bunjs # javascript # typescript # node 3 reactions Comments Add Comment 3 min read Bun overview Željko Šević Željko Šević Željko Šević Follow Sep 11 '23 Bun overview # bunjs # typescript 1 reaction Comments Add Comment 3 min read The Era of New Web Development Tools: An Introduction to Bun 1.0 notHanii notHanii notHanii Follow Sep 11 '23 The Era of New Web Development Tools: An Introduction to Bun 1.0 # javascript # beginners # programming # bunjs Comments Add Comment 4 min read Yet Another Newsletter LOL: Fortune Cheese Nick Taylor Nick Taylor Nick Taylor Follow Sep 10 '23 Yet Another Newsletter LOL: Fortune Cheese # javascript # react # bunjs 9 reactions Comments Add Comment 3 min read Bun: Is it fast for test automation? Vitali Haradkou Vitali Haradkou Vitali Haradkou Follow Sep 11 '23 Bun: Is it fast for test automation? # typescript # bunjs # programming # performance 1 reaction Comments Add Comment 4 min read Bun.js cheatsheet Manthan Ankolekar Manthan Ankolekar Manthan Ankolekar Follow Sep 11 '23 Bun.js cheatsheet # bunjs # webdev 2 reactions Comments Add Comment 1 min read Bun, Hono, Vite, TailwindCSS: An amazing combination has just been revealed! Muhammad Ridho Muhammad Ridho Muhammad Ridho Follow Sep 10 '23 Bun, Hono, Vite, TailwindCSS: An amazing combination has just been revealed! # webdev # bunjs # javascript # typescript 18 reactions Comments 2 comments 4 min read Hello from Bun! Reuben Tier Reuben Tier Reuben Tier Follow Sep 8 '23 Hello from Bun! # bunjs # astro # typescript # webdev 1 reaction Comments Add Comment 2 min read What Is Bun 1.0? A Game-Changer in JavaScript Development Harsh Vadadoriya Harsh Vadadoriya Harsh Vadadoriya Follow Sep 16 '23 What Is Bun 1.0? A Game-Changer in JavaScript Development # bunjs # javascript # typescript # node 6 reactions Comments 3 comments 3 min read Bootstrapping Angular Server-Side Rendering in Bun Artur Artur Artur Follow Aug 29 '23 Bootstrapping Angular Server-Side Rendering in Bun # angular # bunjs # node 14 reactions Comments 2 comments 10 min read Bun 1.0 is out the oven and support is here! 🥯 Celeste van der Watt Celeste van der Watt Celeste van der Watt Follow for Platform.sh Sep 8 '23 Bun 1.0 is out the oven and support is here! 🥯 # news # webdev # bunjs # javascript 2 reactions Comments 1 comment 1 min read SliDesk : Une introduction par Bun Sylvain Gougouzian Sylvain Gougouzian Sylvain Gougouzian Follow Aug 23 '23 SliDesk : Une introduction par Bun # bunjs # javascript # presentation # cli 1 reaction Comments 1 comment 4 min read Build native NodeJS / Bun addons with Nim language, in seconds 👑 George Lemon George Lemon George Lemon Follow Jun 27 '23 Build native NodeJS / Bun addons with Nim language, in seconds 👑 # napi # node # bunjs # nim 2 reactions Comments Add Comment 1 min read [Go] Accessing PostgreSQL with Bun 1 Masui Masanori Masui Masanori Masui Masanori Follow Jun 14 '23 [Go] Accessing PostgreSQL with Bun 1 # go # postgressql # bunjs 3 reactions Comments Add Comment 5 min read Add JWT Authentication in Bun API Harsh Mangalam Harsh Mangalam Harsh Mangalam Follow Jun 11 '23 Add JWT Authentication in Bun API # bunjs # elysia # typescript # prisma 24 reactions Comments 8 comments 5 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://dev.to/t/performance/page/6 | Performance Page 6 - 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 Performance Follow Hide Tag for content related to software performance. Create Post submission guidelines Articles should be obviously related to software performance in some way. Possible topics include, but are not limited to: Performance Testing Performance Analysis Optimising for performance Scalability Resilience But most of all, be kind and humble. 💜 Older #performance posts 3 4 5 6 7 8 9 10 11 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu NVMe vs SATA VPS: Real-World Performance Explained Taha Taha Taha Follow Dec 30 '25 NVMe vs SATA VPS: Real-World Performance Explained # cloudcomputing # devops # performance Comments Add Comment 2 min read 30 Core Algorithm:EP-05: Sliding Window Algorithm Aditya singh Aditya singh Aditya singh Follow Dec 30 '25 30 Core Algorithm:EP-05: Sliding Window Algorithm # algorithms # computerscience # performance Comments Add Comment 3 min read Handling App Scalability When User Growth Suddenly Spikes Lacey Glenn Lacey Glenn Lacey Glenn Follow Dec 30 '25 Handling App Scalability When User Growth Suddenly Spikes # architecture # performance # systemdesign Comments Add Comment 4 min read Why averages lie: p99 latency is what users actually feel Kinan Nasri Kinan Nasri Kinan Nasri Follow Dec 30 '25 Why averages lie: p99 latency is what users actually feel # performance # python # systems # opensource 1 reaction Comments Add Comment 1 min read Understanding SQL Window Functions (Part 2) InterSystems Developer InterSystems Developer InterSystems Developer Follow for InterSystems Dec 30 '25 Understanding SQL Window Functions (Part 2) # performance # sql # programming # analytics Comments Add Comment 8 min read Best Image Optimization Tools for WordPress Agencies Bianca Rus Bianca Rus Bianca Rus Follow Dec 30 '25 Best Image Optimization Tools for WordPress Agencies # webdev # performance # wordpress # plugin Comments Add Comment 7 min read 30 Core Algorithm : Ep-06 :Prefix Sum Aditya singh Aditya singh Aditya singh Follow Dec 30 '25 30 Core Algorithm : Ep-06 :Prefix Sum # algorithms # computerscience # performance Comments Add Comment 2 min read Introducing mmapfile: Unlock Fast File Access in Go with Memory-Mapped I/O dw1 dw1 dw1 Follow Jan 4 Introducing mmapfile: Unlock Fast File Access in Go with Memory-Mapped I/O # go # performance # opensource Comments Add Comment 6 min read Video Bitrate Guide: Optimal Settings for Live Streaming Akeel Almas Akeel Almas Akeel Almas Follow Dec 31 '25 Video Bitrate Guide: Optimal Settings for Live Streaming # networking # performance # tutorial Comments Add Comment 8 min read How to Run Professional Performance Audits Rocktim M Rocktim M Rocktim M Follow for Zopdev Dec 30 '25 How to Run Professional Performance Audits # performance # lighthouse # webdev # frontend Comments Add Comment 4 min read CQRS Pattern and Event Sourcing System Design Kader Khan Kader Khan Kader Khan Follow Dec 29 '25 CQRS Pattern and Event Sourcing System Design # architecture # performance # systemdesign Comments Add Comment 3 min read The End of GPU Monarchy? Why Specialized Accelerators Are the Future of AI Compute Igor Voronin Igor Voronin Igor Voronin Follow Dec 30 '25 The End of GPU Monarchy? Why Specialized Accelerators Are the Future of AI Compute # architecture # machinelearning # ai # performance Comments Add Comment 2 min read Edge Computing in Backend Architectures Aviral Srivastava Aviral Srivastava Aviral Srivastava Follow Dec 29 '25 Edge Computing in Backend Architectures # architecture # backend # performance Comments Add Comment 8 min read Speed Up Your Worker with Cache API (5 Lines of Code) Alejandro Alejandro Alejandro Follow Dec 29 '25 Speed Up Your Worker with Cache API (5 Lines of Code) # cloudflarechallenge # webdev # performance # node Comments Add Comment 1 min read The Best WordPress Caching Plugins in 2026 (What Actually Works) Bianca Rus Bianca Rus Bianca Rus Follow Dec 29 '25 The Best WordPress Caching Plugins in 2026 (What Actually Works) # wordpress # webdev # performance # plugin Comments Add Comment 6 min read Building a Scalable Multi-Language Marketplace in a Fragmented Region (Lessons from the Balkans) Cengiz Özşaylan Cengiz Özşaylan Cengiz Özşaylan Follow Dec 28 '25 Building a Scalable Multi-Language Marketplace in a Fragmented Region (Lessons from the Balkans) # architecture # startup # product # performance Comments Add Comment 2 min read New Project Launch: destinatransfer.taxi Derya Aksu Derya Aksu Derya Aksu Follow Dec 30 '25 New Project Launch: destinatransfer.taxi # showdev # frontend # tailwindcss # performance 5 reactions Comments Add Comment 2 min read You Can't Resize a Bloom Filter. Here's What To Do Instead. Ayush Kumar Anand Ayush Kumar Anand Ayush Kumar Anand Follow Dec 28 '25 You Can't Resize a Bloom Filter. Here's What To Do Instead. # redis # systemdesign # go # performance Comments Add Comment 6 min read How to Reduce Bundle Size in Next js Gouranga Das Samrat Gouranga Das Samrat Gouranga Das Samrat Follow Dec 28 '25 How to Reduce Bundle Size in Next js # react # nextjs # performance # tutorial Comments Add Comment 4 min read Finally, an Object-Oriented Framework for Bun That Isn't a Monster Myron Nevzorov Myron Nevzorov Myron Nevzorov Follow Jan 1 Finally, an Object-Oriented Framework for Bun That Isn't a Monster # architecture # backend # performance # javascript 3 reactions Comments Add Comment 5 min read How to build TinyURL yourself Thái Lê Trí Thái Lê Trí Thái Lê Trí Follow Dec 28 '25 How to build TinyURL yourself # systemdesign # springboot # performance # tutorial Comments Add Comment 2 min read How I Built a Global SaaS with Next.js 14 and Achieved a 100% Lighthouse Score Trinc4 Trinc4 Trinc4 Follow Jan 1 How I Built a Global SaaS with Next.js 14 and Achieved a 100% Lighthouse Score # nextjs # webdev # performance # a11y Comments 2 comments 2 min read Turbopack + Next.js: Setup, Troubleshooting, and Practical Fixes Sumeet Shroff Freelancer Sumeet Shroff Freelancer Sumeet Shroff Freelancer Follow Jan 1 Turbopack + Next.js: Setup, Troubleshooting, and Practical Fixes # tutorial # performance # nextjs # tooling Comments Add Comment 5 min read Practical Next.js Caching: Routes, Data, Revalidation, and Tags Sumeet Shroff Freelancer Sumeet Shroff Freelancer Sumeet Shroff Freelancer Follow Jan 1 Practical Next.js Caching: Routes, Data, Revalidation, and Tags # tutorial # performance # nextjs # react Comments Add Comment 5 min read Next.js 15 Upgrade Playbook: App Router, Caching Pitfalls, and Safe Migration Steps Sumeet Shroff Freelancer Sumeet Shroff Freelancer Sumeet Shroff Freelancer Follow Jan 1 Next.js 15 Upgrade Playbook: App Router, Caching Pitfalls, and Safe Migration Steps # tutorial # performance # nextjs # react Comments Add Comment 4 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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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 Testing Follow Hide Find those bugs before your users do! 🐛 Create Post Older #testing posts 1 2 3 4 5 6 7 8 9 … 75 … 481 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu SLMs, LLMs and a Devious Logic Puzzle Test Ben Santora Ben Santora Ben Santora Follow Jan 12 SLMs, LLMs and a Devious Logic Puzzle Test # llm # performance # testing 5 reactions Comments Add Comment 5 min read Observing Behavioral Anomalies in Web Applications Beyond Signature Scanners 0x7b 0x7b 0x7b Follow Jan 12 Observing Behavioral Anomalies in Web Applications Beyond Signature Scanners # monitoring # performance # security # testing Comments Add Comment 1 min read How to handle drag and drop with Cypress in Workflow Builder Daniil Daniil Daniil Follow Jan 13 How to handle drag and drop with Cypress in Workflow Builder # testing # cypress # javascript # ai Comments Add Comment 2 min read Case Study (Day 0): Testing a Topical Authority Burst Strategy on a Brand-New Site Topical HQ Topical HQ Topical HQ Follow Jan 13 Case Study (Day 0): Testing a Topical Authority Burst Strategy on a Brand-New Site # devjournal # marketing # startup # testing 4 reactions Comments Add Comment 2 min read TWD Tip: Stub Auth0 Hooks and Mock React Modules Kevin Julián Martínez Escobar Kevin Julián Martínez Escobar Kevin Julián Martínez Escobar Follow Jan 12 TWD Tip: Stub Auth0 Hooks and Mock React Modules # webdev # testing # react # twd Comments Add Comment 3 min read Package Updates Are Investments, Not Hygiene Tasks Steven Stuart Steven Stuart Steven Stuart Follow Jan 12 Package Updates Are Investments, Not Hygiene Tasks # leadership # softwaredevelopment # testing Comments Add Comment 8 min read When Tests Keep Passing, but Design Stops Moving Felix Asher Felix Asher Felix Asher Follow Jan 12 When Tests Keep Passing, but Design Stops Moving # tdd # ai # testing # softwareengineering Comments Add Comment 3 min read Testing in the Age of AI Agents: How I Kept QA from Collapsing wintrover wintrover wintrover Follow Jan 12 Testing in the Age of AI Agents: How I Kept QA from Collapsing # testing # qa # automation # tdd Comments Add Comment 4 min read Integration tests in Node.js with Mocha/Chai Lucas Pereira de Souza Lucas Pereira de Souza Lucas Pereira de Souza Follow Jan 12 Integration tests in Node.js with Mocha/Chai # api # javascript # node # testing Comments Add Comment 6 min read From Manual Testing to AI Pipelines: Lessons That Never Changed in My QA Career Adnan Arif Adnan Arif Adnan Arif Follow Jan 12 From Manual Testing to AI Pipelines: Lessons That Never Changed in My QA Career # ai # machinelearning # testing Comments Add Comment 4 min read Testes de integração em Node.js com Mocha/Chai Lucas Pereira de Souza Lucas Pereira de Souza Lucas Pereira de Souza Follow Jan 12 Testes de integração em Node.js com Mocha/Chai # api # javascript # node # testing Comments Add Comment 7 min read [Go] Useful Packages from Go's Internal Source Code: go-internal Evan Lin Evan Lin Evan Lin Follow Jan 11 [Go] Useful Packages from Go's Internal Source Code: go-internal # learning # testing # tooling # go Comments Add Comment 3 min read How I stopped Claude Code from hallucinating on Day 4 (The "Spec-Driven" Workflow) Samarth Hathwar Samarth Hathwar Samarth Hathwar Follow Jan 12 How I stopped Claude Code from hallucinating on Day 4 (The "Spec-Driven" Workflow) # productivity # ai # claudecode # testing Comments Add Comment 3 min read How to Generate Test Data for PostgreSQL (2 Methods) DDLTODATA DDLTODATA DDLTODATA Follow Jan 11 How to Generate Test Data for PostgreSQL (2 Methods) # postgres # testing # data # tutorial Comments Add Comment 3 min read TWD 1.4.x is out – focused on Developer Experience Kevin Julián Martínez Escobar Kevin Julián Martínez Escobar Kevin Julián Martínez Escobar Follow Jan 11 TWD 1.4.x is out – focused on Developer Experience # webdev # testing # twd Comments Add Comment 1 min read [Golang] Testing Twitter Authentication and Building a Timeline Project Evan Lin Evan Lin Evan Lin Follow Jan 11 [Golang] Testing Twitter Authentication and Building a Timeline Project # testing # api # tutorial # go Comments Add Comment 1 min read I asked devs to crash my App. Here's what happened in the first 24h (DDoS, Billing Limits & Error 1101) Elias Oliveira Elias Oliveira Elias Oliveira Follow Jan 10 I asked devs to crash my App. Here's what happened in the first 24h (DDoS, Billing Limits & Error 1101) # showdev # security # testing # devops Comments Add Comment 2 min read Vibe Coding vs AI-Driven Development: The Contracts Problem (and GS-TDD) Dennis Schmock Dennis Schmock Dennis Schmock Follow Jan 9 Vibe Coding vs AI-Driven Development: The Contracts Problem (and GS-TDD) # ai # testing # tdd # reliability Comments Add Comment 4 min read Testes de Interface com Playwright e MCP no Windsurf Victor Geruso Gomes Victor Geruso Gomes Victor Geruso Gomes Follow Jan 9 Testes de Interface com Playwright e MCP no Windsurf # webdev # ai # testing # ui Comments Add Comment 3 min read Try crash my app! I built a Link Shortener on the Edge. Can you help me crash it? (Live Dashboard) Elias Oliveira Elias Oliveira Elias Oliveira Follow Jan 9 Try crash my app! I built a Link Shortener on the Edge. Can you help me crash it? (Live Dashboard) # showdev # architecture # performance # testing Comments Add Comment 1 min read P2 - AgentEvolver 的self-question 部分代码精读 Zhaopeng Xuan Zhaopeng Xuan Zhaopeng Xuan Follow Jan 9 P2 - AgentEvolver 的self-question 部分代码精读 # agents # ai # llm # testing Comments Add Comment 1 min read Why OWASP-Aligned Testing Alone Isn’t Enough and How ZeroThreat Goes Further Jigar Shah Jigar Shah Jigar Shah Follow Jan 9 Why OWASP-Aligned Testing Alone Isn’t Enough and How ZeroThreat Goes Further # devops # security # testing Comments Add Comment 4 min read Testing Recovery: Proving Your App Helps People Stabilize CrisisCore-Systems CrisisCore-Systems CrisisCore-Systems Follow Jan 8 Testing Recovery: Proving Your App Helps People Stabilize # testing # a11y # healthcare # react Comments Add Comment 10 min read Testing Database Logic: What to Test, What to Skip, and Why It Matters CodeCraft Diary CodeCraft Diary CodeCraft Diary Follow Jan 6 Testing Database Logic: What to Test, What to Skip, and Why It Matters # programming # php # testing # development Comments Add Comment 4 min read Test Your Tests: Does Your Crisis Simulation Match Reality? CrisisCore-Systems CrisisCore-Systems CrisisCore-Systems Follow Jan 7 Test Your Tests: Does Your Crisis Simulation Match Reality? # testing # a11y # healthcare # react Comments Add Comment 10 min read loading... trending guides/resources I built my own S3 for $5/mo Shared Hosting (because no one else did) Updating to Jest 30 is Frustrating (it's JSDOM) Unit Tests: The Greatest Lie We Tell Ourselves? 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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 Pravesh Sudha AWS Community Builder Bridging critical thinking and innovation, from philosophy to DevOps. Location India Joined Joined on Jul 19, 2024 Email address programmerpravesh@gmail.com Personal website https://praveshsudha.com github website twitter website Education Hindu College, Delhi University, India Pronouns he/him Work Freelance DevOps Engineer At Fiverr Google AI Studio Multi-Modal Challenge Completion Awarded for completing the Google AI Studio Multi-Modal Challenge by building and deploying an applet that showcases Gemini's multi-modal capabilities. Thank you for participating! 🤖 Got it Close Midnight 'Privacy First' Challenge Completion Awarded for completing a prompt in the Midnight 'Privacy First' Challenge. 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Got it Close Show all 13 badges More info about @pravesh_sudha_3c2b0c2b5e0 Organizations AWS Community Builders GitHub Repositories 100-Days-of-Code Python • 5 stars Skills/Languages GO, Python, Shell Scripting, Jenkins, Prometheus, Grafna, Elastic Search, Kibana, Kubernetes, Docker, Gitlab, Github Actions, Nginx, Apache, Apache Kafka, Terraform, Ansible Currently learning I am currently learning DevOps tools and Framework like Kafka, Terraform, and various services of AWS, like SNS, RDS, etc. Currently hacking on Most of the time, I am working on client's project which I get from Fiverr. Apart from them, I work on some personal projects because I love to experiments stuff with tools Available for Hey, I am available for writing blogs for devops related projects and collaborate on Coding gigs including AWS Cloud Solutions and Docker Containerisation Post 58 posts published Comment 85 comments written Tag 1 tag followed Pin Pinned 🌟 My Desk, My Journey: CSS Art Inspired by My Remote DevOps Workspace Frontend Challenge CSS Art Submission Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow Jul 18 '25 🌟 My Desk, My Journey: CSS Art Inspired by My Remote DevOps Workspace # frontendchallenge # devchallenge # css # webdev 41 reactions Comments Add Comment 2 min read 📨 Email-AI Assistant using FastAPI, Gemini & Postmark Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow Jun 4 '25 📨 Email-AI Assistant using FastAPI, Gemini & Postmark # devchallenge # postmarkchallenge # webdev # api 34 reactions Comments 15 comments 5 min read 3 Exciting Go-lang Projects to Kickstart Your DevOps Journey Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow Dec 11 '24 3 Exciting Go-lang Projects to Kickstart Your DevOps Journey # go # devops # programming # coding 23 reactions Comments Add Comment 8 min read How I Built an AI Terraform Review Agent on Serverless AWS Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow for AWS Community Builders Jan 8 How I Built an AI Terraform Review Agent on Serverless AWS # aws # terraform # serverless # devops 18 reactions Comments Add Comment 10 min read Want to connect with Pravesh Sudha? 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Sign in 🚀 How I Created an AI-Powered Secret Santa Using Cognee as the Memory Layer Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow Dec 11 '25 🚀 How I Created an AI-Powered Secret Santa Using Cognee as the Memory Layer # ai # coding # rag # llm 9 reactions Comments 4 comments 5 min read How I Built My Terraform Portfolio: Projects, Repos, and Lessons Learned Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow for AWS Community Builders Dec 7 '25 How I Built My Terraform Portfolio: Projects, Repos, and Lessons Learned # aws # terraform # devops # portfolio 18 reactions Comments 4 comments 11 min read Don’t Touch Terraform Before Avoiding These 5 Rookie Mistakes Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow for AWS Community Builders Dec 6 '25 Don’t Touch Terraform Before Avoiding These 5 Rookie Mistakes # aws # terraform # devops # infrastructureascode 7 reactions Comments Add Comment 9 min read 🚀 5 Terraform Hacks to Cut Your Deployment Time by 90% Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow for AWS Community Builders Nov 28 '25 🚀 5 Terraform Hacks to Cut Your Deployment Time by 90% # aws # devops # terraform # docker 8 reactions Comments 4 comments 9 min read 🚀 Terraform Workspaces and Multi-Environment Deployments Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow for AWS Community Builders Nov 6 '25 🚀 Terraform Workspaces and Multi-Environment Deployments # aws # terraform # devops # coding 7 reactions Comments Add Comment 6 min read Terraform Meets Ansible: Automating Multi-Environment Infrastructure on AWS Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow for AWS Community Builders Oct 30 '25 Terraform Meets Ansible: Automating Multi-Environment Infrastructure on AWS # aws # terraform # ansible # nginx 9 reactions Comments Add Comment 6 min read 🚀 Deploying Cognee AI Starter App on AWS ECS Using Terraform Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow for AWS Community Builders Oct 29 '25 🚀 Deploying Cognee AI Starter App on AWS ECS Using Terraform # ai # devops # rag # programming 13 reactions Comments 2 comments 8 min read Build Your Own AWS DevOps CLI with Python & Boto3 Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow for AWS Community Builders Oct 22 '25 Build Your Own AWS DevOps CLI with Python & Boto3 # aws # python # devops # programming 8 reactions Comments Add Comment 9 min read No More Forgetful Robots: My Test Drive with Cognee AI's "AI Memory" Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow Oct 8 '25 No More Forgetful Robots: My Test Drive with Cognee AI's "AI Memory" # ai # llm # rag # beginners 13 reactions Comments 6 comments 3 min read Terraform Modules: The Secret Sauce to Scalable Infrastructure Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow for AWS Community Builders Oct 8 '25 Terraform Modules: The Secret Sauce to Scalable Infrastructure # aws # terraform # devops # programming 11 reactions Comments Add Comment 8 min read 🌟 Terraform Meets DevSecOps: 5 Security Practices You Can’t Afford to Ignore Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow for AWS Community Builders Sep 30 '25 🌟 Terraform Meets DevSecOps: 5 Security Practices You Can’t Afford to Ignore # aws # terraform # beginners # devops 9 reactions Comments Add Comment 10 min read 🌟 Story Weaver: An AI-Powered Multimodal App for Crafting and Experiencing Stories Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow Sep 14 '25 🌟 Story Weaver: An AI-Powered Multimodal App for Crafting and Experiencing Stories # devchallenge # googleaichallenge # ai # gemini 24 reactions Comments 10 comments 3 min read 🚀 CI/CD for Terraform with GitHub Actions: Deploying a Node.js + Redis App on AWS Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow for AWS Community Builders Sep 9 '25 🚀 CI/CD for Terraform with GitHub Actions: Deploying a Node.js + Redis App on AWS # devops # cicd # docker # terraform 5 reactions Comments Add Comment 7 min read 🚀 Midnight Challenge | Build & Run a Sample dApp with React, Flask & Docker Midnight Network Challenge: Enhance the Ecosystem Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow Sep 6 '25 🚀 Midnight Challenge | Build & Run a Sample dApp with React, Flask & Docker # devchallenge # midnightchallenge # web3 # blockchain 27 reactions Comments 11 comments 3 min read 🌟 Automating Cover Letters with Portia AI: My AgentHack 2025 Journey Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow Aug 25 '25 🌟 Automating Cover Letters with Portia AI: My AgentHack 2025 Journey # portia # programming # ai # llm 15 reactions Comments 9 comments 8 min read 🚀 Deploying a Highly Scalable & Available Django Application on AWS with Terraform Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow for AWS Community Builders Aug 15 '25 🚀 Deploying a Highly Scalable & Available Django Application on AWS with Terraform # aws # terraform # programming # devops 8 reactions Comments 1 comment 9 min read 🚀 My Journey to Passing the AWS Solutions Architect Associate Exam Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow for AWS Community Builders Aug 5 '25 🚀 My Journey to Passing the AWS Solutions Architect Associate Exam # aws # certification # programming # productivity 10 reactions Comments 2 comments 6 min read Managing Terraform State File: Local vs Remote (S3 + DynamoDB) Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow for AWS Community Builders Jul 29 '25 Managing Terraform State File: Local vs Remote (S3 + DynamoDB) # devops # terraform # aws # programming 8 reactions Comments Add Comment 8 min read ✨ How I Built Philosophy AI Agent for WLH Project WLH Challenge: Building with Bolt Submission Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow Jul 26 '25 ✨ How I Built Philosophy AI Agent for WLH Project # devchallenge # wlhchallenge # bolt # ai 21 reactions Comments 6 comments 4 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 How to Deploy a Tetris Game on AWS ECS with Terraform Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow for AWS Community Builders Jul 22 '25 How to Deploy a Tetris Game on AWS ECS with Terraform # docker # aws # terraform # devops 18 reactions Comments Add Comment 7 min read 🌟 Getting Started with Terraform: A beginner's Guide Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow for AWS Community Builders Jul 19 '25 🌟 Getting Started with Terraform: A beginner's Guide # devops # aws # terraform # programming 11 reactions Comments 1 comment 14 min read 🌟 Becoming Terraform-Ready: Real-World EKS Deployment of a 3-Tier App Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow for AWS Community Builders Jul 1 '25 🌟 Becoming Terraform-Ready: Real-World EKS Deployment of a 3-Tier App # docker # aws # terraform # kubernetes 12 reactions Comments Add Comment 11 min read How to Deploy Amazon Clone on AWS using Jenkins and Terraform with best DevSecOps Practices Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow for AWS Community Builders Jun 19 '25 How to Deploy Amazon Clone on AWS using Jenkins and Terraform with best DevSecOps Practices # aws # docker # node # kubernetes 8 reactions Comments Add Comment 9 min read How I built Classic Pac-Man game using AmazonQ CLI Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow for AWS Community Builders Jun 17 '25 How I built Classic Pac-Man game using AmazonQ CLI # amazonqcli # aws # ai # programming 7 reactions Comments 1 comment 4 min read How I Built an AI Agent That Writes Personalised Freelance Cover Letters with Runner H Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow Jun 12 '25 How I Built an AI Agent That Writes Personalised Freelance Cover Letters with Runner H # devchallenge # runnerhchallenge # ai # machinelearning 16 reactions Comments 7 comments 2 min read Simple Steps to Deploy a Three-Tier E-Commerce System on AWS EKS Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow for AWS Community Builders May 25 '25 Simple Steps to Deploy a Three-Tier E-Commerce System on AWS EKS # aws # devops # kubernetes # docker 9 reactions Comments 2 comments 7 min read Easy Steps to deploy Super Mario Game on AWS EKS Using Terraform Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow for AWS Community Builders May 22 '25 Easy Steps to deploy Super Mario Game on AWS EKS Using Terraform # devops # docker # kubernetes # aws 14 reactions Comments 4 comments 8 min read 🚀 Leveraging the Power of AWS ECS to Deploy Flask Tic-Tac-Toe Game Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow for AWS Community Builders May 20 '25 🚀 Leveraging the Power of AWS ECS to Deploy Flask Tic-Tac-Toe Game # docker # devops # aws # python 10 reactions Comments 2 comments 9 min read Deploy a Static Website on EC2 Using AWS CI/CD Services (CodeBuild, CodeDeploy, GitHub, and Nginx) Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow for AWS Community Builders Apr 30 '25 Deploy a Static Website on EC2 Using AWS CI/CD Services (CodeBuild, CodeDeploy, GitHub, and Nginx) # aws # cid # nginx # devops 9 reactions Comments 1 comment 7 min read Understanding NACLs with AWS EC2 instances 🚀 Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow for AWS Community Builders Apr 22 '25 Understanding NACLs with AWS EC2 instances 🚀 # aws # devops # programming # security 5 reactions Comments Add Comment 6 min read Hosting a Static Website on AWS S3 Using AWS CLI – No ClickOps, Just DevOps 💻 Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow for AWS Community Builders Apr 19 '25 Hosting a Static Website on AWS S3 Using AWS CLI – No ClickOps, Just DevOps 💻 # aws # awscommunity # devops # awscli 6 reactions Comments Add Comment 4 min read Deploying Flask Todo Application using Pulumi for Fast Static Website Deployment Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow Apr 5 '25 Deploying Flask Todo Application using Pulumi for Fast Static Website Deployment # devchallenge # pulumichallenge # webdev # cloud 15 reactions Comments Add Comment 2 min read 🚀 Deploying a Spring Boot Bank Application on Amazon EKS: A Step-by-Step Guide Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow Mar 24 '25 🚀 Deploying a Spring Boot Bank Application on Amazon EKS: A Step-by-Step Guide # docker # aws # kubernetes # devops 10 reactions Comments 3 comments 10 min read Getting Started With Nginx: A beginner's Guide Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow Mar 11 '25 Getting Started With Nginx: A beginner's Guide # nginx # docker # devops # coding 8 reactions Comments Add Comment 5 min read Getting Started with Docker: A Beginner's Guide Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow Mar 4 '25 Getting Started with Docker: A Beginner's Guide # docker # devops # tutorial # flask 7 reactions Comments Add Comment 6 min read 🚀 Automating Flask To-Do App with AWS: Terraform, Jenkins & Docker Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow Feb 20 '25 🚀 Automating Flask To-Do App with AWS: Terraform, Jenkins & Docker # aws # docker # terraform # jenkins 5 reactions Comments Add Comment 9 min read Streamlining AWS Deployments: Jenkins & Terraform in Action with the 2048 Game Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow Feb 17 '25 Streamlining AWS Deployments: Jenkins & Terraform in Action with the 2048 Game # jenkins # terraform # devops # aws 5 reactions Comments Add Comment 8 min read How I Contributed to Kestra: A Beginner’s Perspective Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow Feb 12 '25 How I Contributed to Kestra: A Beginner’s Perspective # opensource # frontend # programming # javascript 5 reactions Comments Add Comment 4 min read From Local to Cloud: Deploying a Django Employment Management App with AWS RDS Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow Feb 8 '25 From Local to Cloud: Deploying a Django Employment Management App with AWS RDS # aws # django # devops # docker 10 reactions Comments Add Comment 5 min read Monitoring Your Kubernetes Cluster: A Beginner’s Guide to Setting Up Prometheus and Grafana Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow Feb 4 '25 Monitoring Your Kubernetes Cluster: A Beginner’s Guide to Setting Up Prometheus and Grafana # devops # kubernetes # cloud # aws 11 reactions Comments 3 comments 5 min read Apache Kafka Project: Real-Time Twitter Streaming with Python Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow Feb 2 '25 Apache Kafka Project: Real-Time Twitter Streaming with Python # python # devops # kafka # twitter Comments Add Comment 4 min read Scaling Flask with Docker: Deploying a Portfolio Project with NGINX Load Balancing Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow Jan 28 '25 Scaling Flask with Docker: Deploying a Portfolio Project with NGINX Load Balancing # docker # flask # nginx # devops 5 reactions Comments Add Comment 4 min read How to Deploy a Flask Portfolio Website on AWS Elastic Beanstalk Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow Jan 18 '25 How to Deploy a Flask Portfolio Website on AWS Elastic Beanstalk # aws # python # portfolio # elasticbeanstalk 5 reactions Comments Add Comment 5 min read Mastering Cost Optimisation with Shell Scripting: Automate Log Storage in S3 for Budget-Friendly Infrastructure Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow Jan 13 '25 Mastering Cost Optimisation with Shell Scripting: Automate Log Storage in S3 for Budget-Friendly Infrastructure # devops # aws # jenkins 5 reactions Comments Add Comment 3 min read Automate Your Workflows Across Jira, GitHub, and Slack Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow Jan 4 '25 Automate Your Workflows Across Jira, GitHub, and Slack # devops # automation # scrum # github 5 reactions Comments Add Comment 4 min read Optimising Flask Dockerfiles: Best Practices for DevOps and Developers Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow Jan 2 '25 Optimising Flask Dockerfiles: Best Practices for DevOps and Developers # flask # docker # devops # python 5 reactions Comments Add Comment 4 min read Automating JIRA Ticket Creation with a Flask API: A GitHub Webhook Integration Guide Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow Dec 21 '24 Automating JIRA Ticket Creation with a Flask API: A GitHub Webhook Integration Guide # devops # python # programming # automaton 6 reactions Comments Add Comment 7 min read Optimise AWS Costs: Automate Unused EBS Snapshot Cleanup with Lambda Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow Dec 18 '24 Optimise AWS Costs: Automate Unused EBS Snapshot Cleanup with Lambda # devops # aws # python # cloudcomputing 3 reactions Comments Add Comment 6 min read 3 Python Projects to Kickstart Python Learning Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow Dec 18 '24 3 Python Projects to Kickstart Python Learning # python # devops # coding # programming 5 reactions Comments Add Comment 8 min read How to Containerise and Deploy a MERN Stack Application with Docker Compose Pravesh Sudha Pravesh Sudha Pravesh Sudha Follow Dec 9 '24 How to Containerise and Deploy a MERN Stack Application with Docker Compose # devops # docker # kubernetes # mongodb 11 reactions Comments Add Comment 8 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 — Your community HQ Home About Contact 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.git-tower.com/affiliate-program | Tower's Affiliate Program | Tower Git Client Tower Navigation Features Undo Anything Just press Cmd+Z Drag and Drop Make the complex effortless Integrations Use your favorite tools Tower Workflows Branching Configurations Stacked Pull Requests Supercharged workflows All Features Release Notes Pricing Support Documentation Contact Us Account Login Learn Git Video Course 24 episodes Online Book From novice to master Cheat Sheets For quick lookup Webinar Learn from a Git professional First Aid Kit Recover from mistakes Advanced Git Kit Dive deeper Blog Download Download Get Paid to Recommend Tower to Developers Refer customers to Tower and get 25% lifetime commission for each sold plan! Become a Partner Refer Customers and Get Paid in 3 Easy Steps 1. Join as an Affiliate 2. Get Your Personal Link 3. Share it with the Crowd Become a Partner Earn Every Month... and Every Year! You get 25% commission for every purchase coming from your affiliate link. And that's not just in the first year... you get 25% commission for as long as they are a Tower customer . You bring: 5 new referrals every month You earn: $123.75 per month EVERY YEAR We are using the Tower Pro plan in this example, which is priced at $99 per user (billed annually). Why You'll Love Being a Partner 99% of our Customers stick with us. Which means 99% will stick with you. As a subscription product, Tower has a very low churn rate: less than 1%. It's extremely likely that the people you bring in will keep bringing you commissions. Churn Rate 99% Customer Satisfaction A Very High Customer Satisfaction Rate 99 out of every 100 customers are happy with Tower — we've had very few refund requests over the years. Bottom line: the product holds up. So sit back, relax and promote Tower with confidence. Your commission is coming home. You'll be Promoting an Elite Product Tower is the tool of choice for over 100,000 users worldwide — thousands of teams, in companies like Microsoft, Apple, Google, Amazon, and Sony are using Tower every day to ship the latest updates to their projects. Get Started as a Tower Affiliate Partner Today Share your unique affiliate link with your audience to start earning recurring commissions! Become a Partner Frequently Asked Questions Who can join? Anyone can join! You'll likely be most successful as an affiliate partner if you have an established audience of developers. How can I track my commissions? You get a dashboard to see all your stats and payments via Rewardful , a best-in-class affiliate software. How do you handle discounts? If a referral signs with a coupon code or any other sales offer that is taking place, you will still earn your 25% commission. Our special sales offers are limited to the first year only, so from year 2 onwards you will earn 25% of the total value of the Tower plan. Can I refer myself? Self-referrals are not allowed. The spirit of the program is to reward you for referring other people. This is not a way to get a discount on your own account. When are affiliates paid? Affiliate partners are paid on the 1 st of the month by PayPal (please make sure you provide a valid PayPal address). Due to our 30-day refund window, first commissions are paid out after 60 days. How long does the cookie last? The cookie lasts 60 days, so if visitors sign up for a paid account within 60 days of clicking your affiliate link, you will get credit. Can I run ad campaigns? You may not use your affiliate link in any paid media. This includes search engine ads, Facebook ads, or anything similar that would compete with Tower's marketing and cause confusion for potential customers. 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https://golf.forem.com/contact | Contact Golf Forem 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 Golf Forem Close Contacts Golf Forem would love to hear from you! Email: support@dev.to 😁 Twitter: @thepracticaldev 👻 Report a vulnerability: dev.to/security 🐛 To report a bug, please create a bug report in our open source repository. To request a feature, please start a new GitHub Discussion in the Forem repo! 💎 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 Golf Forem — A community of golfers and golfing enthusiasts Home About Contact 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 . Golf Forem © 2016 - 2026. Where hackers, sticks, weekend warriors, pros, architects and wannabes come together Log in Create account | 2026-01-13T08:48:52 |
https://design.forem.com/privacy | Privacy Policy - Design 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 Design Community Close Privacy Policy Last Updated: September 01, 2023 This Privacy Policy is designed to help you understand how DEV Community Inc. (" DEV ," " we ," or " us ") collects, use, and discloses your personal information. What's With the Defined Terms? You'll notice that some words appear in quotes in this Privacy Policy. They're called "defined terms," and we use them so that we don't have to repeat the same language again and again. They mean the same thing in every instance, to help us make sure that this Privacy Policy is consistent. We've included the defined terms throughout because we want it to be easy for you to read them in context. 1. WHAT DOES THIS PRIVACY POLICY APPLY TO? 2. PERSONAL INFORMATION WE COLLECT 3. HOW WE USE YOUR INFORMATION 4. HOW WE DISCLOSE YOUR INFORMATION 5. YOUR PRIVACY CHOICES AND RIGHTS 6. INTERNATIONAL DATA TRANSFERS 7. RETENTION OF PERSONAL INFORMATION 8. SUPPLEMENTAL DISCLOSURES FOR CALIFORNIA RESIDENTS 9. SUPPLEMENTAL NOTICE FOR NEVADA RESIDENTS 10. CHILDREN'S INFORMATION 11. OTHER PROVISIONS 12. CONTACT US 1. WHAT DOES THIS PRIVACY POLICY APPLY TO? This Privacy Policy applies to personal information processed by us, including on our websites, mobile applications, and other online or offline offerings — basically anything we do. To make this Privacy Policy easier to read, our websites, mobile applications, and other offerings are all collectively called the " Services. " Beyond this Privacy Policy, your use of the Services is subject to our DEV Community Terms and our Forem Terms. The Services include both our own community forum at https://www.dev.to (the " DEV Community ") and the open source tool we provide called " Forem ," available at https://www.forem.com which allows our customers to create and operate their own online forums. We collect personal information from two categories of people: (1) our customers, who use Forem and our hosting services to run and host their own forums (we'll call them " Forem Operators "), and (2) the people who interact with DEV-hosted forums, including forums provided by Forem Operators utilizing Forem and separately our own DEV Community (we'll call them " Users "). An Important Note for Users Since we provide hosting services for Forem Operators, technically we also process your information on their behalf. That processing is governed by the contracts that we have in place with each Forem Operator, not this Privacy Policy. In other words, when you share your data on a DEV-hosted forum operated by a Forem Operator, we at DEV are basically just the "pipes" — we process the data on behalf of the Forem Operator, but don't do anything with it ourselves beyond what we're required to do under our contract (and by law). So, if you post your information on a DEV-powered forum provided by a Forem Operator, that Forem Operator's privacy policy applies, and any questions or requests relating to your data on that service should be directed to that Forem Operator, not us. Likewise, if you use our mobile application, you may also interact with forums that use DEV's open-source tools but do all their hosting and data collection themselves. For those forums, we at DEV have no access to your data, so be sure to read the privacy policy of any third-party hosted forum before posting. 2. PERSONAL INFORMATION WE COLLECT The categories of personal information we collect depend on whether you're a User or Forem Operator, how you interact with us, our Services, and the requirements of applicable law. Breaking it down, we collect three types of information: (1) information that you provide to us directly, (2) information we obtain automatically when you use our Services, and (3) information we get about you from other sources (such as third-party services and organizations). More details are below. A. Information You Provide to Us Directly We may collect the following personal information that you provide to us. Account Creation (for Forem Operators): We'll require your name and email address to get started, as well as some details about the Forem you want to run, such as: whether you're running the Forem on your own behalf or as part of an organization, and details about the community you want to support (how big is it, what topics does it cover, where do members currently communicate, how/if the community earns money, whether the community is open, invite-only or paid, any existing social media accounts, etc.) You'll need to tell us a bit about your personal coding background, and you'll have the option to provide your DEV username as well, if you are a member of the DEV.to community. Account Creation (for Users) : We collect name and email address from users that create an account on DEV Community. For other forums created by Forem Operators using Forem, the Forem Operator determines what information is required for User account creation for their respective forums. Interactive Features (for Users) . Like any other social network, both we and other Users of our Services may collect personal information that you submit or make available through our interactive features (e.g., messaging and chat features, commenting functionalities, forums, blogs, posts, and other social media pages). While we do have private messages that are only between you and the person you're messaging (as well as us and the Forem Operator, as applicable), any information you provide using the public sharing features of the Services, such as the information you post to your public profile or the topics you follow is public, including to recruiters and prospective employers, and is not subject to any of the privacy protections we mention in this Privacy Policy except where legally required. Please exercise caution before revealing any information that may identify you in the real world to others. Purchases . If you buy stuff on our shop site https://shop.dev.to/ (as either a User or Forem Operator), or otherwise if you pay us in connection with your use of the Forem service, we may collect personal information and details associated with your purchases, including payment information. Any payments made via our Services are processed by third-party payment processors, such as Stripe, Shopify, and PayPal. We do not directly collect or store any payment card information entered through our Services, but may receive information associated with your payment card information (e.g., your billing details). Your Communications with Us (Users and Forem Operators) . We may collect personal information, such as email address, phone number, or mailing address when you request information about our Services, register for our newsletter or loyalty program, request customer or technical support, apply for a job, or otherwise communicate with us. Surveys . We may contact you to participate in surveys. If you decide to participate, you may be asked to provide certain information, which may include personal information (for example, your home address). Sweepstakes or Contests . We may collect personal information you provide for any sweepstakes or contests that we offer. In some jurisdictions, we are required to publicly share information of sweepstakes and contest winners. Conferences, Trade Shows, and Other Events . We may collect personal information from individuals when we attend conferences, trade shows, and other events. Business Development and Strategic Partnerships . We may collect personal information from individuals and third parties to assess and pursue potential business opportunities. Job Applications . We may post job openings and opportunities on our Services. If you reply to one of these postings by submitting your application, CV and/or cover letter to us, we will collect and use your information to assess your qualifications. B. Information Collected Automatically We may collect personal information automatically when you use our Services: Automatic Data Collection . We may collect certain information automatically when you use our Services, such as your Internet protocol (IP) address, user settings, MAC address, cookie identifiers, mobile carrier, mobile advertising and other unique identifiers, browser or device information, location information (including approximate location derived from IP address), and Internet service provider. We may also automatically collect information regarding your use of our Services, such as pages that you visit before, during and after using our Services, information about the links you click, the types of content you interact with, the frequency and duration of your activities, and other information about how you use our Services. In addition, we may collect information that other people provide about you when they use our Services, including information about you when they tag you in their posts. Cookies, Pixel Tags/Web Beacons, and Other Technologies . We, as well as third parties that provide content, advertising, or other functionality on our Services, may use cookies, pixel tags, local storage, and other technologies (" Technologies ") to automatically collect information through your use of our Services. Cookies . Cookies are small text files placed in device browsers that store preferences and facilitate and enhance your experience. Pixel Tags/Web Beacons . A pixel tag (also known as a web beacon) is a piece of code embedded in our Services that collects information about engagement on our Services. The use of a pixel tag allows us to record, for example, that a user has visited a particular web page or clicked on a particular advertisement. We may also include web beacons in e-mails to understand whether messages have been opened, acted on, or forwarded. Our uses of these Technologies fall into the following general categories: Operationally Necessary . This includes Technologies that allow you access to our Services, applications, and tools that are required to identify irregular website behavior, prevent fraudulent activity and improve security or that allow you to make use of our functionality. Performance-Related . We may use Technologies to assess the performance of our Services, including as part of our analytic practices to help us understand how individuals use our Services ( see Analytics below ). Functionality-Related . We may use Technologies that allow us to offer you enhanced functionality when accessing or using our Services. This may include identifying you when you sign into our Services or keeping track of your specified preferences, interests, or past items viewed. Analytics . We may use Technologies and other third-party tools to process analytics information on our Services. Some of our analytics partners include Google Analytics. For more information,please visit Google Analytics' Privacy Policy . To learn more about how to opt-out of Google Analytics' use of your information, please click here . Social Media Platforms . Our Services may contain social media buttons such as Twitter, Facebook, GitHub, Instagram, and Twitch (that might include widgets such as the "share this" button or other interactive mini programs). These features may collect your IP address, which page you are visiting on our Services, and may set a cookie to enable the feature to function properly. Your interactions with these platforms are governed by the privacy policy of the company providing it. See the "Your Privacy Choices and Rights" section below to understand your choices regarding these Technologies. C. Information Collected from Other Sources We may obtain information about you from other sources, including through third-party services and organizations. For example, if you access our Services through a third-party application, such as an app store, a third-party login service (e.g., through Twitter, Apple, or GitHub), or a social networking site, we may collect whatever information about you from that third-party application that you have made available via your privacy settings. 3. HOW WE USE YOUR INFORMATION We use your information for a variety of business purposes, including to provide our Services, for administrative purposes, and to market our products and Services, as described below. A. Provide Our Services We use your information to fulfill our contract with you and provide you with our Services, such as: Managing your information and accounts; Providing access to certain areas, functionalities, and features of our Services; Answering requests for customer or technical support; Communicating with you about your account, activities on our Services, and policy changes; Processing your financial information and other payment methods for products or Services purchased; Processing applications if you apply for a job we post on our Services; and Allowing you to register for events. B. Administrative Purposes We use your information for various administrative purposes, such as: Pursuing our legitimate interests such as direct marketing, research and development (including marketing research), network and information security, and fraud prevention; Detecting security incidents, protecting against malicious, deceptive, fraudulent or illegal activity, and prosecuting those responsible for that activity; Measuring interest and engagement in our Services, including for usage-based billing purposes; Short-term, transient use, such as contextual customization of ads; Improving, optimizing, upgrading, or enhancing our Services; Developing new products and Services; Ensuring internal quality control and safety; Authenticating and verifying individual identities, including requests to exercise your rights under this policy; Debugging to identify and repair errors with our Services; Auditing relating to interactions, transactions and other compliance activities; Enforcing our agreements and policies; and Complying with our legal obligations. C. Marketing and Advertising our Products and Services We may use your personal information to tailor and provide you with content and advertisements for our Services, such as via email. If you have any questions about our marketing practices, you may contact us at any time as set forth in the "Contact Us" section below. D. Other Purposes We also use your information for other purposes as requested by you or as permitted by applicable law. Consent . We may use personal information for other purposes that are clearly disclosed to you at the time you provide personal information or with your consent. Automated Decision Making. We may engage in automated decision making, including profiling, such as to suggest topics or other Users for you to follow. DEV's processing of your personal information will not result in a decision based solely on automated processing that significantly affects you unless such a decision is necessary as part of a contract we have with you, we have your consent, or we are permitted by law to engage in such automated decision making. If you have questions about our automated decision making, you may contact us as set forth in the "Contact Us" section below. De-identified and Aggregated Information . We may use personal information and other information about you to create de-identified and/or aggregated information, such as de-identified demographic information, information about the device from which you access our Services, or other analyses we create. For example, we may collect system-wide information to ensure availability of the platform, or measure aggregate data trends to analyze and optimize our Services. Share Content with Friends or Colleagues. Our Services may offer various tools and functionalities. For example, we may allow you to provide information about your friends through our referral services. Our referral services may allow you to forward or share certain content with a friend or colleague, such as an email inviting your friend to use our Services. Please only share with us contact information of people with whom you have a relationship (e.g., relative, friend neighbor, or co-worker). 4. HOW WE DISCLOSE YOUR INFORMATION We disclose your information to third parties for a variety of business purposes, including to provide our Services, to protect us or others, or in the event of a major business transaction such as a merger, sale, or asset transfer, as described below. A. Disclosures to Provide our Services The categories of third parties with whom we may share your information are described below. Service Providers . We may share your personal information with our third-party service providers who use that information to help us provide our Services. This includes service providers that provide us with IT support, hosting, payment processing, customer service, and related services. For example, our Shop site is run by Shopify, who handle your shipping details on our behalf. Business Partners . We may share your personal information with business partners to provide you with a product or service you have requested. We may also share your personal information to business partners with whom we jointly offer products or services. Other Users . As described above in the "Personal Information We Collect" section of this Privacy Policy, our Service allows Users to share their profiles, and any posts, chats, etc. with other Users and with the general public, including to those who do not use our Services. APIs/SDKs . We may use third-party Application Program Interfaces ("APIs") and Software Development Kits ("SDKs") as part of the functionality of our Services. For more information about our use of APIs and SDKs, please contact us as set forth in the "Contact Us" section below. B . Disclosures to Protect Us or Others We may access, preserve, and disclose any information we store associated with you to external parties if we, in good faith, believe doing so is required or appropriate to: comply with law enforcement or national security requests and legal process, such as a court order or subpoena; protect your, our, or others' rights, property, or safety; enforce our policies or contracts; collect amounts owed to us; or assist with an investigation or prosecution of suspected or actual illegal activity. C. Disclosure in the Event of Merger, Sale, or Other Asset Transfers If we are involved in a merger, acquisition, financing due diligence, reorganization, bankruptcy, receivership, purchase or sale of assets, or transition of service to another provider, your information may be sold or transferred as part of such a transaction, as permitted by law and/or contract. 5. YOUR PRIVACY CHOICES AND RIGHTS Your Privacy Choices . The privacy choices you may have about your personal information are determined by applicable law and are described below. Email Communications . If you receive an unwanted email from us, you can use the unsubscribe link found at the bottom of the email to opt out of receiving future emails. Note that you will continue to receive transaction-related emails regarding products or Services you have requested. We may also send you certain non-promotional communications regarding us and our Services, and you will not be able to opt out of those communications (e.g., communications regarding our Services or updates to our Terms or this Privacy Policy). Mobile Devices . We may send you push notifications through our mobile application. You may opt out from receiving these push notifications by changing the settings on your mobile device. "Do Not Track." Do Not Track (" DNT ") is a privacy preference that users can set in certain web browsers. Please note that we do not respond to or honor DNT signals or similar mechanisms transmitted by web browsers. Cookies and Interest-Based Advertising . You may stop or restrict the placement of Technologies on your device or remove them by adjusting your preferences as your browser or device permits. However, if you adjust your preferences, our Services may not work properly. Please note that cookie-based opt-outs are not effective on mobile applications. Please note you must separately opt out in each browser and on each device. Your Privacy Rights . In accordance with applicable law, you may have the right to: Access Personal Information about you, including: (i) confirming whether we are processing your personal information; (ii) obtaining access to or a copy of your personal information; Request Correction of your personal information where it is inaccurate, incomplete or outdated. In some cases, we may provide self-service tools that enable you to update your personal information; Request Deletion, Anonymization or Blocking of your personal information when processing is based on your consent or when processing is unnecessary, excessive or noncompliant; Request Restriction of or Object to our processing of your personal information when processing is noncompliant; Withdraw Your Consent to our processing of your personal information. If you refrain from providing personal information or withdraw your consent to processing, some features of our Service may not be available; Request Data Portability and Receive an Electronic Copy of Personal Information that You Have Provided to Us; Be Informed about third parties with which your personal information has been shared; and Request the Review of Decisions Taken Exclusively Based on Automated Processing if such decisions could affect your data subject rights. If you would like to exercise any of these rights, please contact us as set forth in "Contact Us" below. We will process such requests in accordance with applicable laws. 6. INTERNATIONAL DATA TRANSFERS All information processed by us may be transferred, processed, and stored anywhere in the world, including, but not limited to, the United States or other countries, which may have data protection laws that are different from the laws where you live. We always strive to safeguard your information consistent with the requirements of applicable laws. 7. RETENTION OF PERSONAL INFORMATION We store the personal information we collect as described in this Privacy Policy for as long as you use our Services or as necessary: to fulfill the purpose or purposes for which it was collected, to provide our Services, to resolve disputes, to establish legal defenses, to conduct audits, to pursue legitimate business purposes, to enforce our agreements, and to comply with applicable laws. 8. SUPPLEMENTAL DISCLOSURES FOR CALIFORNIA RESIDENTS Refer-a-Friend and Similar Incentive Programs . As described above in the How We Use Your Personal Information section ("Share Content with Friends or Colleagues" subsection), we may offer referral programs or other incentivized data collection programs. For example, we may offer incentives to you such as discounts or promotional items or credit in connection with these programs, wherein you provide your personal information in exchange for a reward, or provide personal information regarding your friends or colleagues (such as their email address) and receive rewards when they sign up to use our Services. (The referred party may also receive rewards for signing up via your referral.) These programs are entirely voluntary and allow us to grow our business and provide additional benefits to you. The value of your data to us depends on how you ultimately use our Services, whereas the value of the referred party's data to us depends on whether the referred party ultimately becomes a User or Forem Operator and uses our Services. Said value will be reflected in the incentive offered in connection with each program. Accessibility . This Privacy Policy uses industry-standard technologies and was developed in line with the World Wide Web Consortium's Web Content Accessibility Guidelines, version 2.1* . * If you wish to print this policy, please do so from your web browser or by saving the page as a PDF. California Shine the Light . The California "Shine the Light" law permits users who are California residents to request and obtain from us once a year, free of charge, a list of the third parties to whom we have disclosed their personal information (if any) for their direct marketing purposes in the prior calendar year, as well as the type of personal information disclosed to those parties. Right for Minors to Remove Posted Content . 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https://www.linkedin.com/company/devcyclehq/ | DevCycle | LinkedIn Skip to main content LinkedIn Top Content People Learning Jobs Games Sign in Create an account DevCycle Software Development Toronto, Ontario 1,008 followers A feature flag management platform built for developers 👩💻 🚩 | Part of the OpenFeature Ecosystem 🌎 Follow View all 21 employees Report this company About us A feature flag management platform built for developers 👩💻 🚩 | Part of the OpenFeature Ecosystem 🌎 Website https://devcycle.com External link for DevCycle Industry Software Development Company size 11-50 employees Headquarters Toronto, Ontario Type Privately Held Founded 2021 Specialties feature flags, feature management, and developer productivity Locations Primary 49 Spadina Ave Suite 304 Toronto, Ontario 55V 2J1, US Get directions Employees at DevCycle Mark Allen Bryan Clark Chris Aniszczyk Julia Gilinets See all employees Updates DevCycle 1,008 followers 3w Report this post 🧑💻 Engineering managers: 😬 If every deploy makes your team nervous, the problem isn’t confidence — it’s tooling. 🧗 Feature flags turn production into a controlled environment, not a cliff edge. https://lnkd.in/esqHPr-f #FeatureFlags #SoftwareEng #EngManager by Mark Allen Why Feature Flags Are a Must in Every Engineering Manager’s Toolkit blog.devcycle.com Like Comment Share DevCycle 1,008 followers 3w Report this post ⏱️ Every hour your engineers spend maintaining a homegrown feature flag system 🏗️ Is an hour they’re not building features users actually pay for. DIY flags aren’t free. 🐢 They’re paid for in lost velocity, focus, and morale. https://lnkd.in/eqWXpDfE #FeatureFlags #SoftwareEng #EngManager by Mark Allen Why a Homegrown Feature Flag System is a Trap blog.devcycle.com Like Comment Share DevCycle 1,008 followers 3w Report this post ✅ The era of smashing the big green deploy button and praying is over. When AI writes code, you don’t launch it wide. You wrap it in a feature flag. Ship to prod. Turn it on for 3 people. Watch it breathe. Then roll it out. This is how AI code survives production. 🏕️ https://lnkd.in/da5eDB8W #FeatureFlags #SoftwareEng #EngManager by Mark Allen Who Knew Feature Flags Would Save AI Coding blog.devcycle.com 4 Like Comment Share DevCycle 1,008 followers 3w Report this post 👾 Engineering teams don’t slow down because of code 🐌 They slow down because every deployment is treated like a launch 🏎️ Feature flags fix that 👯♂️ Decouple deploy from release → ship faster, fear less, validate sooner 🔥 If you’re still shipping big-bang style… you’re burning velocity https://lnkd.in/esqHPr-f #FeatureFlags #SoftwareEng #EngManager by Mark Allen Why Feature Flags Are a Must in Every Engineering Manager’s Toolkit blog.devcycle.com 1 Like Comment Share DevCycle 1,008 followers 4w Report this post The real data is brutal: • 30% of engineering time lost to DIY flag maintenance 🚧 • 73% of flags never removed 🔒 • Thousands of hours per year navigating flag technical debt and bloat 🫃 Homegrown feature flags aren’t “lightweight.” They’re a slow bleed. 🩸 🩸 🩸 https://lnkd.in/eqWXpDfE #FeatureFlags #SoftwareEng #EngManager by Mark Allen Why a Homegrown Feature Flag System is a Trap blog.devcycle.com 2 1 Comment Like Comment Share DevCycle 1,008 followers 1mo Report this post 🔁 The modern dev loop (or cycle 😉) isn’t write → test → ship anymore. It’s: 🤖 generate → 🏁wrap behind feature flag → 🚀 deploy → 🍰 test on a tiny slice → 🛼 roll out 🏃💨 That loop is why AI-driven teams ship faster without lighting prod on 🔥🚒. https://lnkd.in/da5eDB8W #FeatureFlags #SoftwareEng #EngManager by Mark Allen Who Knew Feature Flags Would Save AI Coding blog.devcycle.com 2 Like Comment Share DevCycle 1,008 followers 1mo Report this post ⚔️ Most teams think they have a product/engineering alignment problem. 🏁 Really, they just don’t have feature flags. 🎚️ Flags turn launches into decisions, not deployments—PMs own timing, engineers own flow, and everyone sleeps better. https://lnkd.in/esqHPr-f #FeatureFlags #SoftwareEng #EngManager by Mark Allen Why Feature Flags Are a Must in Every Engineering Manager’s Toolkit blog.devcycle.com 5 Like Comment Share DevCycle reposted this Mark Allen 1mo Report this post I’ve always wrestled with building meaningful frontend + backend demos. Nothing breaks the illusion faster than fake auth flows or placeholder tokens. In the real world, we rely on proper JWTs; therefore, our demos should reflect that. To fix the gap, I built a small Express middleware that issues real JWTs for an email address, mimicking a lightweight IDP. With that, I’ve taken the next step and created an example app using OpenFeature and DevCycle across both the frontend and the backend. The app uses middleware to generate the token and pass it through the stack, end-to-end evaluating the user's feature flags as you would in a real app. If this helps you, I’d love a ⭐ or two and PRs are always welcome. #DevOps #FeatureFlags #OpenFeature #DevCycle #NodeJS #JavaScript #SoftwareEngineering #DevEx 22 1 Comment Like Comment Share DevCycle reposted this Andrew Norris 1mo Report this post 6 months ago our onboarding looked “fine.” Nice UI, polished tutorial, solid drop-off rates. But devs still weren’t hitting SDK install. So we nuked the tutorial and rebuilt around MCP — where onboarding happens in your editor. 3× more installs. https://lnkd.in/gGShAmhK MCP Onboarding for Feature Flagging: 3x SDK Installs blog.devcycle.com 15 1 Comment Like Comment Share DevCycle reposted this Andrew Norris 2mo Report this post We learned something big about onboarding: Even great tutorials can break if they pull developers away from their real workflow. So we rebuilt onboarding around MCP to bring DevCycle into the IDE. 3× more users now reach SDK install. How it works → https://lnkd.in/gGShAmhK MCP Onboarding for Feature Flagging: 3x SDK Installs blog.devcycle.com 8 1 Comment Like Comment Share Join now to see what you are missing Find people you know at DevCycle Browse recommended jobs for you View all updates, news, and articles Join now Similar pages Taplytics Software Development Toronto, Ontario Reprompt (YC W24) Technology, Information and Internet San Francisco, California sync. Software Development San Francisco, California FlexDesk Technology, Information and Internet New York City, NY Wasp Information Technology & Services Capi Money Financial Services VectorShift Technology, Information and Internet Sully.ai Hospitals and Health Care Mountain View, California TeamOut (YC W22) Software Development San Francisco, CA Optery Technology, Information and Internet Show more similar pages Show fewer similar pages Browse jobs Engineer jobs 555,845 open jobs Senior Product Designer jobs 20,576 open jobs User Experience Specialist jobs 7,714 open jobs User Interface Designer jobs 13,154 open jobs Product Designer jobs 45,389 open jobs Product Manager jobs 199,941 open jobs Business Partner jobs 188,284 open jobs User Experience Designer jobs 13,659 open jobs Developer jobs 258,935 open jobs Designer jobs 65,273 open jobs Business Intelligence Analyst jobs 43,282 open jobs Senior Software Engineer jobs 78,145 open jobs Business Development Associate jobs 31,101 open jobs President jobs 92,709 open jobs Salesperson jobs 172,678 open jobs Software Engineer jobs 300,699 open jobs Analyst jobs 694,057 open jobs Application Tester jobs 5,112 open jobs Embedded System Engineer jobs 116,786 open jobs Full Stack Engineer jobs 38,546 open jobs Show more jobs like this Show fewer jobs like this Funding DevCycle 1 total round Last Round Pre seed Feb 1, 2021 External Crunchbase Link for last round of funding See more info on crunchbase More searches More searches Engineer jobs Web Producer jobs Digital Product Manager jobs Intern jobs Training Specialist jobs Customer Experience Manager jobs Strategy Manager jobs President jobs Product Management Intern jobs Data Scientist jobs Project Manager jobs Developer jobs Software Engineer jobs Scientist jobs Full Stack Engineer jobs C Developer jobs Senior Software Engineer jobs Enterprise Account Executive jobs Key Account Manager jobs Buyer jobs Account Manager jobs Senior Product Manager jobs Manager jobs Business Development Representative jobs Site Reliability Engineer jobs Machine Learning Engineer jobs Technical Sales Specialist jobs Claims Adjuster jobs Support Representative jobs Application Developer jobs Support Specialist jobs Lead jobs Specialist jobs Lead Engineer jobs Geographic Information System Specialist jobs Account Executive jobs Geographic Information Systems Analyst jobs Analyst jobs Support Engineer jobs Engineering Manager jobs Product Manager jobs Frontend Developer jobs Software Engineering Manager jobs Senior Tax Manager jobs Technology Lead jobs Tax Attorney jobs Associate Attorney jobs Associate Brand Manager jobs Scout jobs Operations Manager jobs Marketing Coordinator jobs User Experience Designer jobs Science Manager jobs Product Associate jobs Ruby on Rails Developer jobs Quality Assurance Automation Engineer jobs Sourcer jobs Director jobs Data Engineer jobs Research Analyst jobs 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 Agree & Join LinkedIn By clicking Continue to join or sign in, you agree to LinkedIn’s User Agreement , Privacy Policy , and Cookie Policy . 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https://forem.com/setevoy | Arseny Zinchenko - Forem 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 Arseny Zinchenko DevOps, cloud and infrastructure engineer. Love Linux, OpenSource, and AWS. Location Kiev, Ukraine Joined Joined on Sep 16, 2017 Personal website https://rtfm.co.ua/en github website twitter website Eight Year Club This badge celebrates the longevity of those who have been a registered member of the DEV Community for at least eight years. Got it Close Seven Year Club This badge celebrates the longevity of those who have been a registered member of the DEV Community for at least seven 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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AWS, Azure Python, Ruby, C, Groovy Ci/CD - Jenkins, Bamboo, TeamCity Docker Terraform, Ansible, Chef Currently hacking on My blog https://rtfm.co.ua/en/ Post 290 posts published Comment 25 comments written Tag 28 tags followed AWS: Monitoring AWS OpenSearch Service Cluster with CloudWatch Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow Dec 30 '25 AWS: Monitoring AWS OpenSearch Service Cluster with CloudWatch # aws # monitoring # devops # tutorial Comments Add Comment 20 min read Want to connect with Arseny Zinchenko? Create an account to connect with Arseny Zinchenko. You can also sign in below to proceed if you already have an account. Create Account Already have an account? Sign in Terraform: creating an AWS OpenSearch Service cluster and users Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow for AWS Heroes Dec 29 '25 Terraform: creating an AWS OpenSearch Service cluster and users # devops # aws # terraform # tutorial Comments Add Comment 16 min read Terraform: using Ephemeral Resources and Write-Only Attributes Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow Dec 28 '25 Terraform: using Ephemeral Resources and Write-Only Attributes # todayilearned # terraform # devops # tutorial Comments Add Comment 9 min read Terraform: AWS EKS Terraform module update from version 20.x to version 21.x Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow Sep 13 '25 Terraform: AWS EKS Terraform module update from version 20.x to version 21.x # todayilearned # terraform # kubernetes # devops Comments Add Comment 12 min read Kubernetes: PVC in a StatefulSet, and the “Forbidden updates to statefulset spec” error Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow Sep 13 '25 Kubernetes: PVC in a StatefulSet, and the “Forbidden updates to statefulset spec” error # todayilearned # devops # kubernetes Comments Add Comment 4 min read Kubernetes: what are the Kubernetes Operator and CustomResourceDefinition Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow Sep 13 '25 Kubernetes: what are the Kubernetes Operator and CustomResourceDefinition # todayilearned # kubernetes # devops # tutorial Comments Add Comment 13 min read AWS: creating an OpenSearch Service cluster and configuring authentication and authorization Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow for AWS Heroes Dec 28 '25 AWS: creating an OpenSearch Service cluster and configuring authentication and authorization # devops # aws # security Comments Add Comment 14 min read Kubernetes: Kubernetes API, API groups, CRDs, and the etcd Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow Sep 13 '25 Kubernetes: Kubernetes API, API groups, CRDs, and the etcd # todayilearned # devops # kubernetes Comments Add Comment 8 min read Kubernetes: Pod resources.requests, resources.limits and Linux cgroup Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow Sep 13 '25 Kubernetes: Pod resources.requests, resources.limits and Linux cgroup # todayilearned # linux # devops # kubernetes Comments Add Comment 12 min read AWS: introduction to the OpenSearch Service as a vector store Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow for AWS Heroes Nov 1 '25 AWS: introduction to the OpenSearch Service as a vector store # devops # aws # ai # tutorial Comments Add Comment 19 min read VictoriaLogs: the "rate limit exceeded" error and monitoring ingested logs Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow Dec 28 '25 VictoriaLogs: the "rate limit exceeded" error and monitoring ingested logs # monitoring # devops # tutorial Comments Add Comment 7 min read VictoriaMetrics: migrating VMSingle and VictoriaLogs data between Kubernetes clusters Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow Jul 19 '25 VictoriaMetrics: migrating VMSingle and VictoriaLogs data between Kubernetes clusters # todayilearned # devops # kubernetes # monitoring 1 reaction Comments Add Comment 16 min read Terraform: using import, and some hidden pitfalls Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow Jul 19 '25 Terraform: using import, and some hidden pitfalls # todayilearned # devops # terraform 1 reaction Comments Add Comment 9 min read AI: Introduction to Ollama for local LLM launch Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow Jul 19 '25 AI: Introduction to Ollama for local LLM launch # todayilearned # llm # ai Comments Add Comment 10 min read Terraform: data types, loops, indexes, and the "resource must be replaced" issue Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow Jul 19 '25 Terraform: data types, loops, indexes, and the "resource must be replaced" issue # todayilearned # devops # terraform 2 reactions Comments Add Comment 8 min read Kubernetes: 503 errors with AWS ALB possible causes and solutions Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow for AWS Community Builders Jul 19 '25 Kubernetes: 503 errors with AWS ALB possible causes and solutions # aws # devops # kubernetes # todayileraned 1 reaction Comments Add Comment 13 min read TCP/IP: OSI and TCP/IP models, TCP packets, Linux sockets and ports Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow Sep 13 '25 TCP/IP: OSI and TCP/IP models, TCP packets, Linux sockets and ports # linux # tutorial # devops # networking Comments Add Comment 20 min read Python: introduction to the Celery, and its monitoring configurations Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow Jul 19 '25 Python: introduction to the Celery, and its monitoring configurations # todayilearned # python # programming Comments Add Comment 13 min read AI: writing an MCP server for VictoriaLogs Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow Jul 19 '25 AI: writing an MCP server for VictoriaLogs # ai # python # todayileraned Comments Add Comment 5 min read AI: What is the MCP? Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow May 28 '25 AI: What is the MCP? # todayilearned # ai # tutorial # python 1 reaction Comments Add Comment 7 min read Python: introduction to @decorators using FastAPI as an example Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow May 31 '25 Python: introduction to @decorators using FastAPI as an example # todayilearned # python Comments Add Comment 8 min read Nexus: Configuring Docker proxy repository, and ContainerD in Kubernetes Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow May 31 '25 Nexus: Configuring Docker proxy repository, and ContainerD in Kubernetes # devops # docker # kubernetes # tutorial 1 reaction Comments Add Comment 13 min read PostgreSQL: using EXPLAIN and setting up “auto_explain” in AWS RDS Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow May 22 '25 PostgreSQL: using EXPLAIN and setting up “auto_explain” in AWS RDS # aws # monitoring # devops # tutorial Comments Add Comment 11 min read PostgreSQL: AWS RDS Performance and monitoring Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow May 22 '25 PostgreSQL: AWS RDS Performance and monitoring # todayilearned # database # devops # tutorial Comments Add Comment 28 min read VictoriaLogs: creating Recording Rules with VMAlert Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow May 17 '25 VictoriaLogs: creating Recording Rules with VMAlert # devops # monitoring # tutorial Comments Add Comment 13 min read Nexus: running in Kubernetes, and setting up a PyPI caching repository Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow May 17 '25 Nexus: running in Kubernetes, and setting up a PyPI caching repository # aws # devops # kubernetes # tutorial Comments Add Comment 12 min read Kubernetes: a single AWS Load Balancer for different Kubernetes Ingresses Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow May 17 '25 Kubernetes: a single AWS Load Balancer for different Kubernetes Ingresses # kubernetes # aws # devops # tutorial Comments Add Comment 7 min read Vector.dev: introduction, AWS S3 logs, and integration with VictoriaLogs Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow May 17 '25 Vector.dev: introduction, AWS S3 logs, and integration with VictoriaLogs # monitoring # devops # aws # tutorial Comments Add Comment 13 min read VictoriaLogs: a Grafana dashboard for AWS VPC Flow Logs — migrating from Grafana Loki Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow Dec 21 '24 VictoriaLogs: a Grafana dashboard for AWS VPC Flow Logs — migrating from Grafana Loki # devops # monitoring # aws # tutorial Comments Add Comment 22 min read AWS: VPC Flow Logs — logs to S3 and Grafana dashboard with Loki Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow Dec 21 '24 AWS: VPC Flow Logs — logs to S3 and Grafana dashboard with Loki # devops # aws # monitoring # tutorial Comments Add Comment 16 min read GitHub Actions: running the Actions Runner Controller in Kubernetes Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow Dec 7 '24 GitHub Actions: running the Actions Runner Controller in Kubernetes # aws # kubernetes # devops # tutorial Comments Add Comment 18 min read Karpenter: an introduction to the Disruption Budgets Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow for AWS Heroes Dec 7 '24 Karpenter: an introduction to the Disruption Budgets # kubernetes # devops # aws # karpenter Comments Add Comment 5 min read VictoriaMetrics Cloud: integration with AWS Data Firehose for CloudWatch metrics Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow Dec 7 '24 VictoriaMetrics Cloud: integration with AWS Data Firehose for CloudWatch metrics # devops # aws # monitoring # tutorial Comments Add Comment 5 min read VictoriaLogs: an overview, run in Kubernetes, LogsQL, and Grafana Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow Dec 7 '24 VictoriaLogs: an overview, run in Kubernetes, LogsQL, and Grafana # devops # monitoring # kubernetes # tutorial 2 reactions Comments Add Comment 20 min read AWS: Kubernetes and External Secrets Operator for AWS Secrets Manager Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow Dec 7 '24 AWS: Kubernetes and External Secrets Operator for AWS Secrets Manager # aws # devops # security # kubernetes Comments Add Comment 12 min read AWS: IAM Access Analyzer policy generation — create an IAM Policy Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow for AWS Heroes Dec 7 '24 AWS: IAM Access Analyzer policy generation — create an IAM Policy # aws # devops # security # tutorial Comments Add Comment 6 min read Terraform: managing EKS Access Entries and EKS Pod Identities Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow Oct 17 '24 Terraform: managing EKS Access Entries and EKS Pod Identities # aws # devops # kubernetes # terraform Comments Add Comment 19 min read Terraform: EKS and Karpenter — upgrade the module version from 19.21 to 20.0 Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow Aug 24 '24 Terraform: EKS and Karpenter — upgrade the module version from 19.21 to 20.0 # kubernetes # devops # tutorial Comments Add Comment 20 min read AWS: Kubernetes and Access Management API, the new authentication in EKS Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow for AWS Community Builders Jul 13 '24 AWS: Kubernetes and Access Management API, the new authentication in EKS # security # kubernetes # aws # devops 1 reaction Comments 1 comment 11 min read AWS: RDS IAM database authentication, EKS Pod Identities, and Terraform Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow for AWS Community Builders Jul 13 '24 AWS: RDS IAM database authentication, EKS Pod Identities, and Terraform # 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aws # terraform # devops # tutorial Comments Add Comment 12 min read AWS: Karpenter and SSH for Kubernetes WorkerNodes Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow for AWS Community Builders Jun 23 '24 AWS: Karpenter and SSH for Kubernetes WorkerNodes # security # aws # devops # kubernetes 4 reactions Comments Add Comment 10 min read Renovate: GitHub, and Helm Charts versions management Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow Jun 23 '24 Renovate: GitHub, and Helm Charts versions management # tutorial # github # devops Comments Add Comment 4 min read Dependabot: GitHub, and Terraform versions management Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow Jun 23 '24 Dependabot: GitHub, and Terraform versions management # tutorial # github # devops # terraform Comments Add Comment 5 min read AWS: VPC Flow Logs, NAT Gateways, and Kubernetes Pods - a detailed overview Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow for AWS Heroes Jun 23 '24 AWS: VPC Flow Logs, NAT Gateways, and Kubernetes Pods - a detailed overview # todayilearned # devops # kubernetes # aws Comments Add Comment 17 min read GitHub Actions: Terraform deployments with a review of planned changes Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow Mar 23 '24 GitHub Actions: Terraform deployments with a review of planned changes # terraform # github # devops # tutorial Comments Add Comment 16 min read Kubernetes: tracing requests with AWS X-Ray, and Grafana data source Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow Mar 7 '24 Kubernetes: tracing requests with AWS X-Ray, and Grafana data source # kubernetes # aws # monitoring # devops Comments Add Comment 7 min read AWS: VPC Prefix and the maximum of Pods on Kubernetes WorkerNodes Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow Mar 2 '24 AWS: VPC Prefix and the maximum of Pods on Kubernetes WorkerNodes # aws # kubernetes # todayileraned # devops Comments Add Comment 9 min read Terraform: creating a module for collecting AWS ALB logs in Grafana Loki Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow Feb 29 '24 Terraform: creating a module for collecting AWS ALB logs in Grafana Loki # devops # tutorial # aws # terraform Comments Add Comment 11 min read Grafana Loki: LogQL and Recording Rules for metrics from AWS Load Balancer logs Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow Feb 25 '24 Grafana Loki: LogQL and Recording Rules for metrics from AWS Load Balancer logs # todayilearned # monitoring # devops # tutorial Comments Add Comment 21 min read Karpenter: its monitoring, and Grafana dashboard for Kubernetes WorkerNodes Arseny Zinchenko Arseny Zinchenko Arseny Zinchenko Follow Feb 24 '24 Karpenter: its monitoring, and Grafana dashboard for Kubernetes WorkerNodes # aws # devops # monitoring # grafana Comments Add Comment 14 min read AWS: EKS Pod Identities — a replacement for IRSA? 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http://planetpython.org/ | Planet Python Planet Python Last update: January 13, 2026 07:44 AM UTC January 13, 2026 Talk Python to Me #534: diskcache: Your secret Python perf weapon Your cloud SSD is sitting there, bored, and it would like a job. Today we’re putting it to work with DiskCache, a simple, practical cache built on SQLite that can speed things up without spinning up Redis or extra services. Once you start to see what it can do, a universe of possibilities opens up. We're joined by Vincent Warmerdam to dive into DiskCache.<br/> <br/> <strong>Episode sponsors</strong><br/> <br/> <a href='https://talkpython.fm/training'>Talk Python Courses</a><br> <a href='https://talkpython.fm/devopsbook'>Python in Production</a><br/> <br/> <h2 class="links-heading mb-4">Links from the show</h2> <div><strong>diskcache docs</strong>: <a href="https://grantjenks.com/docs/diskcache/?featured_on=talkpython" target="_blank" >grantjenks.com</a><br/> <strong>LLM Building Blocks for Python course</strong>: <a href="https://training.talkpython.fm/courses/llm-building-blocks-for-python" target="_blank" >training.talkpython.fm</a><br/> <strong>JSONDisk</strong>: <a href="https://grantjenks.com/docs/diskcache/api.html#jsondisk" target="_blank" >grantjenks.com</a><br/> <strong>Git Code Archaeology Charts</strong>: <a href="https://koaning.github.io/gitcharts/#django/versioned" target="_blank" >koaning.github.io</a><br/> <strong>Talk Python Cache Admin UI</strong>: <a href="https://blobs.talkpython.fm/talk-python-cache-admin.png?cache_id=cd0d7f" target="_blank" >blobs.talkpython.fm</a><br/> <strong>Litestream SQLite streaming</strong>: <a href="https://litestream.io?featured_on=talkpython" target="_blank" >litestream.io</a><br/> <strong>Plash hosting</strong>: <a href="https://pla.sh?featured_on=talkpython" target="_blank" >pla.sh</a><br/> <br/> <strong>Watch this episode on YouTube</strong>: <a href="https://www.youtube.com/watch?v=ze7N_RE9KU0" target="_blank" >youtube.com</a><br/> <strong>Episode #534 deep-dive</strong>: <a href="https://talkpython.fm/episodes/show/534/diskcache-your-secret-python-perf-weapon#takeaways-anchor" target="_blank" >talkpython.fm/534</a><br/> <strong>Episode transcripts</strong>: <a href="https://talkpython.fm/episodes/transcript/534/diskcache-your-secret-python-perf-weapon" target="_blank" >talkpython.fm</a><br/> <br/> <strong>Theme Song: Developer Rap</strong><br/> <strong>🥁 Served in a Flask 🎸</strong>: <a href="https://talkpython.fm/flasksong" target="_blank" >talkpython.fm/flasksong</a><br/> <br/> <strong>---== Don't be a stranger ==---</strong><br/> <strong>YouTube</strong>: <a href="https://talkpython.fm/youtube" target="_blank" ><i class="fa-brands fa-youtube"></i> youtube.com/@talkpython</a><br/> <br/> <strong>Bluesky</strong>: <a href="https://bsky.app/profile/talkpython.fm" target="_blank" >@talkpython.fm</a><br/> <strong>Mastodon</strong>: <a href="https://fosstodon.org/web/@talkpython" target="_blank" ><i class="fa-brands fa-mastodon"></i> @talkpython@fosstodon.org</a><br/> <strong>X.com</strong>: <a href="https://x.com/talkpython" target="_blank" ><i class="fa-brands fa-twitter"></i> @talkpython</a><br/> <br/> <strong>Michael on Bluesky</strong>: <a href="https://bsky.app/profile/mkennedy.codes?featured_on=talkpython" target="_blank" >@mkennedy.codes</a><br/> <strong>Michael on Mastodon</strong>: <a href="https://fosstodon.org/web/@mkennedy" target="_blank" ><i class="fa-brands fa-mastodon"></i> @mkennedy@fosstodon.org</a><br/> <strong>Michael on X.com</strong>: <a href="https://x.com/mkennedy?featured_on=talkpython" target="_blank" ><i class="fa-brands fa-twitter"></i> @mkennedy</a><br/></div> January 13, 2026 05:32 AM UTC January 12, 2026 Real Python Python's deque: Implement Efficient Queues and Stacks You can use Python’s deque for efficient appends and pops at both ends of a sequence-like data type. These capabilities are critical when you need to implement queue and stack data structures that operate efficiently even under heavy workloads. In this tutorial, you’ll learn how deque works, when to use it over a list , and how to apply it in real code. By the end of this tutorial, you’ll understand that: deque internally uses a doubly linked list , so end operations are O(1) while random indexing is O(n) . You can build a FIFO queue with .append() and .popleft() , and a LIFO stack with .append() and .pop() . deque supports indexing but doesn’t support slicing . Passing a value to maxlen creates a bounded deque that drops items from the opposite end when full. In CPython, .append() , .appendleft() , .pop() , .popleft() , and len() are thread-safe for multithreaded use. Up next, you’ll get started with deque , benchmark it against list , and explore how it shines in real-world use cases, such as queues, stacks, history buffers, and thread-safe producer-consumer setups. Get Your Code: Click here to download the free sample code that shows you how to implement efficient queues and stacks with Python’s deque. Take the Quiz: Test your knowledge with our interactive “Python's deque: Implement Efficient Queues and Stacks” quiz. You’ll receive a score upon completion to help you track your learning progress: Interactive Quiz Python's deque: Implement Efficient Queues and Stacks Use Python's deque for fast queues and stacks. Refresh end operations, maxlen rollover, indexing limits, and thread-safe methods. Get Started With Python’s deque Appending to and popping from the right end of a Python list are efficient operations most of the time. Using the Big O notation for time complexity , these operations are O(1) . However, when Python needs to reallocate memory to grow the underlying list to accept new items, these operations slow down and can become O ( n ). In contrast, appending and popping items from the left end of a Python list are always inefficient and have O ( n ) time complexity. Because Python lists provide both operations with the .append() and .pop() methods , you can use them as stacks and queues . However, the performance issues you saw before can significantly impact the overall performance of your applications. Python’s deque was the first data type added to the collections module back in Python 2.4 . This data type was specially designed to overcome the efficiency problems of .append() and .pop() in Python lists. A deque is a sequence -like data structure designed as a generalization of stacks and queues . It supports memory-efficient and fast append and pop operations on both ends. Note: The word deque is pronounced as “deck.” The name stands for d ouble- e nded que ue . Append and pop operations on both ends of a deque object are stable and equally efficient because deques are implemented as a doubly linked list . Additionally, append and pop operations on deques are thread-safe and memory-efficient. These features make deques particularly useful for creating custom stacks and queues in Python. Deques are also a good choice when you need to keep a list of recently seen items, as you can restrict the maximum length of your deque. By setting a maximum length, once a deque is full, it automatically discards items from one end when you append new items to the opposite end. Here’s a summary of the main features of deque : Stores items of any data type Is a mutable data type Supports membership operations with the in operator Supports indexing , like in a_deque[i] Doesn’t support slicing , like in a_deque[0:2] Supports built-in functions that operate on sequences and iterables , such as len() , sorted() , reversed() , and more Doesn’t support in-place sorting Supports normal and reverse iteration Supports pickling with pickle Supports fast, memory-efficient, and thread-safe pop and append operations on both ends To create deques, you just need to import deque from collections and call it with an optional iterable as an argument : Python >>> from collections import deque >>> # Create an empty deque >>> deque () deque([]) >>> # Use different iterables to create deques >>> deque (( 1 , 2 , 3 , 4 )) deque([1, 2, 3, 4]) >>> deque ([ 1 , 2 , 3 , 4 ]) deque([1, 2, 3, 4]) >>> deque ( range ( 1 , 5 )) deque([1, 2, 3, 4]) >>> deque ( "abcd" ) deque(['a', 'b', 'c', 'd']) >>> numbers = { "one" : 1 , "two" : 2 , "three" : 3 , "four" : 4 } >>> deque ( numbers . keys ()) deque(['one', 'two', 'three', 'four']) >>> deque ( numbers . values ()) deque([1, 2, 3, 4]) >>> deque ( numbers . items ()) deque([('one', 1), ('two', 2), ('three', 3), ('four', 4)]) If you instantiate deque without providing an iterable as an argument, then you get an empty deque. If you provide an iterable , then deque initializes the new instance with data from it. The initialization goes from left to right using deque.append() . The deque initializer takes the following two optional arguments : iterable holds an iterable that provides the initialization data. maxlen holds an integer number that specifies the maximum length of the deque. As mentioned previously, if you don’t supply an iterable , then you get an empty deque. If you provide a value to maxlen , then your deque will only store up to maxlen items. Finally, you can also use unordered iterables, such as sets , to initialize your deques. In those cases, you won’t have a predefined order for the items in the final deque. Read the full article at https://realpython.com/python-deque/ » [ Improve Your Python With 🐍 Python Tricks 💌 – Get a short & sweet Python Trick delivered to your inbox every couple of days. >> Click here to learn more and see examples ] January 12, 2026 02:00 PM UTC The Python Coding Stack Need a Constant in Python? Enums Can Come in Useful Python doesn’t have constants. You probably learnt this early on when learning Python. Unlike many other programming languages, you can’t define a constant in Python. All variables are variable! “Ah, but there are immutable types.” Sure, you can have an object that doesn’t change throughout its lifetime. But you can’t have a reference to it that’s guaranteed not to change. The identifier (variable name) you use to refer to this immutable type can easily switch to refer to something else. “How about using all caps for the identifier. Doesn’t that make it a constant?” No, it doesn’t. That’s just a convention you use to show your intent as a programmer that an identifier refers to a value that shouldn’t change. But nothing prevents that value from changing. Here’s an all-uppercase identifier that refers to an immutable object: All code blocks are available in text format at the end of this article • #1 The identifier is all caps. The object is a tuple, which is immutable. Recall that you don’t need parentheses to create a tuple—the comma is sufficient. So, you use an all-uppercase identifier for an immutable object. But that doesn’t stop you from changing the value of FIXED_LOCATION : #2 Neither using an immutable object nor using uppercase identifiers prevents you from changing this value! So, Python doesn’t have constants. But there are tools you can use to mimic constant behaviour depending on the use case you need. In this article I’ll explore one of these: Enums . All The Python Coding Place video courses are included in a single, cost-effective bundle. The courses cover beginner and intermediate level courses, and you also get access to a members-only forum. Get The All Courses Bundle Jargon Corner : Enum is short for enumeration , and you’ll see why soon. But don’t confuse this with the built-in enumerate() , which does something else. See Parkruns, Python’s enumerate and zip, and Why Python Loops Are Different from Other Languages • [Note: This is a Club post] for more on enumerate() . Let’s revisit our friend Alex from an article from a short while ago: “AI Coffee” Grand Opening This Monday . This article explored the program Alex used in his new coffee shop and how the function signature changed over time to minimise confusion and errors when using it. It’s a fun article about all the various types and styles of parameters and arguments you can have in Python functions. But it didn’t address another potential source of error when using this code. So let’s look at a simple version of the brew_coffee() function Alex used to serve his coffee-drinking customers: #3 When you call the function, you pass the coffee you want to this function: #4 And elsewhere in the code, these coffees are defined in a dictionary: #5 If you’ve written code like this in the past, you’ll know that it’s rather annoying—and error-prone—to keep using the strings with the coffee names wherever you need to refer to a specific coffee, such as when passing the coffees to brew_coffee() . The names of the coffees and the parameters that define them do not change. They’re constant. It’s a shame Python doesn’t have constants, you may think. But it has enums… #6 The CoffeeType enum contains seven members. Each member has a name and a value. By convention, you use all-uppercase names for the members since they represent constants. And these enum members behave like constants: #7 When you attempt to reassign a value to a member, Python raises an exception: Traceback (most recent call last): File ..., line 12, in <module> CoffeeType.ESPRESSO = 10 ^^^^^^^^^^^^^^^^^^^ ... AttributeError: cannot reassign member ‘ESPRESSO’ The member names are also contained within the namespace of the Enum class—you use CoffeeType.ESPRESSO rather than just ESPRESSO outside the Enum class definition. So, you get autocomplete, refactor-friendly names, and fewer silent typos. With raw strings, "capuccino" (with a single “p”) can sneak into your code, and nothing complains until a customer is already waiting at the counter. For these enum members to act as constants, their names must be unique. You can’t have the same name appear more than once: #8 You include ESPRESSO twice with different values. But this raises an exception: Traceback (most recent call last): File ..., line 3, in <module> ... ESPRESSO = 8 ^^^^^^^^ ... TypeError: ‘ESPRESSO’ already defined as 1 That’s good news. Otherwise, these enum members wouldn’t be very useful as constants. However, you can have an alias. You can have more than one member sharing the same value: #9 The members MACCHIATO and ESPRESSO_MACCHIATO both have the value 4 . Therefore, they represent the same item. They’re different names for the same coffee: #10 Note that Python always displays the first member associated with a value: CoffeeType.MACCHIATO The output says CoffeeType.MACCHIATO even though you pass CoffeeType.ESPRESSO_MACCHIATO to print() . Incidentally, if you don’t want to have aliases, you can use the @unique decorator when defining the enum class. Join The Club , the exclusive area for paid subscribers for more Python posts for premium members , videos, a members’ forum, and more. You can also access the name and value of an enum member: #11 Here’s the output from this code: CoffeeType.ESPRESSO ESPRESSO 1 The .name attribute is a string, and the .value attribute is an integer in this case: #12 Here’s the output when you display the types: <enum ‘CoffeeType’> <class ‘str’> <class ‘int’> You’ll often use integers as values for enum members—that’s why they’re called enumerations . But you don’t have to: #13 The values are now also strings: CoffeeType.ESPRESSO ESPRESSO espresso You can use these enum members instead of strings wherever you need to refer to each coffee type: #14 …and again when you call brew_coffee() : #15 Now you have a safer, neater, and more robust way to handle the coffee types... and treat them as constants. A Bit More • StrEnum and IntEnum Let’s add some code to brew_coffee() : #16 This version is almost fine. But here’s a small problem: Brewing a CoffeeType.CORTADO with 30ml of coffee and 60ml of milk. Strength level: 2 The output displays CoffeeType.CORTADO since coffee_type refers to an enum member. You’d like the output to just show the name of the coffee! Of course, you can use the .value attribute any time you need to fetch the string. However, to make your coding simpler and more readable, you can ensure that the enum members are also strings themselves without having to rely on one of their attributes. You can use StrEnum instead of Enum : #17 Members of a StrEnum also inherit all the string methods, such as: #18 You call the string method .title() directly on the StrEnum member: Macchiato There’s also an IntEnum that can be useful when you want your enum members to act as integers. Let’s replace the coffee strength values, which are currently integers, with IntEnum members: #19 You could use a standard Enum in this case. But using an IntEnum allows you to manipulate its members directly as integers should you need to do so. Here’s an example: #20 This code is equivalent to printing 3 + 1 . You wouldn’t be able to do this with enums unless you use the .value attributes. And A Couple More Things About Enums Let’s explore a couple of other useful enum features before we wrap up this article. An enum class is iterable. Here are all the coffee types in a for loop: #21 Note that CoffeeType is the class name. But it’s an enum (a StrEnum in this case), so it’s iterable: Brewing a espresso with 30ml of coffee and 0ml of milk. Strength level: 3 Brewing a latte with 30ml of coffee and 150ml of milk. Strength level: 1 Brewing a cappuccino with 30ml of coffee and 100ml of milk. Strength level: 2 Brewing a macchiato with 30ml of coffee and 10ml of milk. Strength level: 3 Brewing a flat_white with 30ml of coffee and 120ml of milk. Strength level: 2 Brewing a ristretto with 20ml of coffee and 0ml of milk. Strength level: 4 Brewing a cortado with 30ml of coffee and 60ml of milk. Strength level: 2 I’ll let you sort out the text displayed to make sure you get ‘ an espresso’ when brewing an espresso and to remove the underscore in the flat white! And there will be times when you don’t care about the value of an enum member. You just want to use an enum to give your constants a consistent name. In this case, you can use the automatic value assignment: #22 Python assigns integers incrementally in the order you define the members for Enum classes. Note that these start from 1 , not 0 . The same integers are used if you use IntEnum classes. However, when you use StrEnum classes, Python behaves differently since the values should be strings in this case: #23 The values are now the lowercase strings representing the members’ names. Of course, the default values you get when you use auto() may be the values you need, after all. This is the case for both enums you created in this article, CoffeeType and CoffeeStrength : #24 Using auto() when appropriate makes it easier to write your code and expand it later if you need to add more enum members. Final Words You can get by without ever using enums. But there are many situations where you’d love to reach for a constant, and an enum will do just fine. Sure, Python doesn’t have constants. But it has enums! Photo by Valeria Boltneva Code in this article uses Python 3.14 The code images used in this article are created using Snappify . [Affiliate link] Join The Club , the exclusive area for paid subscribers for more Python posts , videos, a members’ forum, and more. Subscribe now You can also support this publication by making a one-off contribution of any amount you wish . Support The Python Coding Stack For more Python resources, you can also visit Real Python —you may even stumble on one of my own articles or courses there! Also, are you interested in technical writing? You’d like to make your own writing more narrative, more engaging, more memorable? Have a look at Breaking the Rules . And you can find out more about me at stephengruppetta.com Appendix: Code Blocks Code Block #1 FIXED_LOCATION = 51.75, 0.34 Code Block #2 FIXED_LOCATION # (51.75, 0.34) FIXED_LOCATION = "Oops!" FIXED_LOCATION # 'Oops!' Code Block #3 def brew_coffee(coffee_type): # Actual code goes here... # It's not relevant for this article Code Block #4 brew_coffee("espresso") brew_coffee("cappuccino") Code Block #5 coffee_types = { "espresso": {"strength": 3, "coffee_amount": 30, "milk_amount": 0}, "latte": {"strength": 1, "coffee_amount": 30, "milk_amount": 150}, "cappuccino": {"strength": 2, "coffee_amount": 30, "milk_amount": 100}, "macchiato": {"strength": 3, "coffee_amount": 30, "milk_amount": 10}, "flat_white": {"strength": 2, "coffee_amount": 30, "milk_amount": 120}, "ristretto": {"strength": 4, "coffee_amount": 20, "milk_amount": 0}, "cortado": {"strength": 2, "coffee_amount": 30, "milk_amount": 60}, } Code Block #6 from enum import Enum class CoffeeType(Enum): ESPRESSO = 1 LATTE = 2 CAPPUCCINO = 3 MACCHIATO = 4 FLAT_WHITE = 5 RISTRETTO = 6 CORTADO = 7 Code Block #7 from enum import Enum class CoffeeType(Enum): ESPRESSO = 1 LATTE = 2 CAPPUCCINO = 3 MACCHIATO = 4 FLAT_WHITE = 5 RISTRETTO = 6 CORTADO = 7 CoffeeType.ESPRESSO = 10 Code Block #8 from enum import Enum class CoffeeType(Enum): ESPRESSO = 1 LATTE = 2 CAPPUCCINO = 3 MACCHIATO = 4 FLAT_WHITE = 5 RISTRETTO = 6 CORTADO = 7 ESPRESSO = 8 Code Block #9 from enum import Enum class CoffeeType(Enum): ESPRESSO = 1 LATTE = 2 CAPPUCCINO = 3 MACCHIATO = 4 FLAT_WHITE = 5 RISTRETTO = 6 CORTADO = 7 ESPRESSO_MACCHIATO = 4 Code Block #10 print(CoffeeType.ESPRESSO_MACCHIATO) Code Block #11 # ... print(CoffeeType.ESPRESSO) print(CoffeeType.ESPRESSO.name) print(CoffeeType.ESPRESSO.value) Code Block #12 # ... print(type(CoffeeType.ESPRESSO)) print(type(CoffeeType.ESPRESSO.name)) print(type(CoffeeType.ESPRESSO.value)) Code Block #13 from enum import Enum class CoffeeType(Enum): ESPRESSO = "espresso" LATTE = "latte" CAPPUCCINO = "cappuccino" MACCHIATO = "macchiato" FLAT_WHITE = "flat_white" RISTRETTO = "ristretto" CORTADO = "cortado" print(CoffeeType.ESPRESSO) print(CoffeeType.ESPRESSO.name) print(CoffeeType.ESPRESSO.value) Code Block #14 # ... coffee_types = { CoffeeType.ESPRESSO: {"strength": 3, "coffee_amount": 30, "milk_amount": 0}, CoffeeType.LATTE: {"strength": 1, "coffee_amount": 30, "milk_amount": 150}, CoffeeType.CAPPUCCINO: {"strength": 2, "coffee_amount": 30, "milk_amount": 100}, CoffeeType.MACCHIATO: {"strength": 3, "coffee_amount": 30, "milk_amount": 10}, CoffeeType.FLAT_WHITE: {"strength": 2, "coffee_amount": 30, "milk_amount": 120}, CoffeeType.RISTRETTO: {"strength": 4, "coffee_amount": 20, "milk_amount": 0}, CoffeeType.CORTADO: {"strength": 2, "coffee_amount": 30, "milk_amount": 60}, } Code Block #15 # ... brew_coffee(CoffeeType.CORTADO) Code Block #16 # ... def brew_coffee(coffee_type): coffee_details = coffee_types.get(coffee_type) if not coffee_details: print("Unknown coffee type!") return print( f"Brewing a {coffee_type} " f"with {coffee_details['coffee_amount']}ml of coffee " f"and {coffee_details['milk_amount']}ml of milk. " f"Strength level: {coffee_details['strength']}" ) brew_coffee(CoffeeType.CORTADO) Code Block #17 from enum import StrEnum class CoffeeType(StrEnum): ESPRESSO = "espresso" LATTE = "latte" CAPPUCCINO = "cappuccino" MACCHIATO = "macchiato" FLAT_WHITE = "flat_white" RISTRETTO = "ristretto" CORTADO = "cortado" # ... def brew_coffee(coffee_type): coffee_details = coffee_types.get(coffee_type) if not coffee_details: print("Unknown coffee type!") return print( f"Brewing a {coffee_type} " f"with {coffee_details['coffee_amount']}ml of coffee " f"and {coffee_details['milk_amount']}ml of milk. " f"Strength level: {coffee_details['strength']}" ) brew_coffee(CoffeeType.CORTADO) Code Block #18 print(CoffeeType.MACCHIATO.title()) Code Block #19 # ... class CoffeeStrength(IntEnum): WEAK = 1 MEDIUM = 2 STRONG = 3 EXTRA_STRONG = 4 coffee_types = { CoffeeType.ESPRESSO: { "strength": CoffeeStrength.STRONG, "coffee_amount": 30, "milk_amount": 0, }, CoffeeType.LATTE: { "strength": CoffeeStrength.WEAK, "coffee_amount": 30, "milk_amount": 150, }, CoffeeType.CAPPUCCINO: { "strength": CoffeeStrength.MEDIUM, "coffee_amount": 30, "milk_amount": 100, }, # ... and so on... } # ... Code Block #20 print(CoffeeStrength.STRONG + CoffeeStrength.WEAK) Code Block #21 # ... for coffee in CoffeeType: brew_coffee(coffee) Code Block #22 from enum import Enum, auto class Test(Enum): FIRST = auto() SECOND = auto() Test.FIRST # <Test.FIRST: 1> Test.SECOND # <Test.SECOND: 2> Code Block #23 from enum import StrEnum, auto class Test(StrEnum): FIRST = auto() SECOND = auto() Test.FIRST # <Test.FIRST: 'first'> Test.SECOND # <Test.SECOND: 'second'> Code Block #24 # ... class CoffeeType(StrEnum): ESPRESSO = auto() LATTE = auto() CAPPUCCINO = auto() MACCHIATO = auto() FLAT_WHITE = auto() RISTRETTO = auto() CORTADO = auto() class CoffeeStrength(IntEnum): WEAK = auto() MEDIUM = auto() STRONG = auto() EXTRA_STRONG = auto() # ... For more Python resources, you can also visit Real Python —you may even stumble on one of my own articles or courses there! Also, are you interested in technical writing? You’d like to make your own writing more narrative, more engaging, more memorable? Have a look at Breaking the Rules . And you can find out more about me at stephengruppetta.com January 12, 2026 01:33 PM UTC Python Bytes #465 Stack Overflow is Cooked <strong>Topics covered in this episode:</strong><br> <ul> <li><strong><a href="https://github.com/productdevbook/port-killer?featured_on=pythonbytes">port-killer</a></strong></li> <li><strong><a href="https://iscinumpy.dev/post/packaging-faster/?featured_on=pythonbytes">How we made Python's packaging library 3x faster</a></strong></li> <li><strong>CodSpeed</strong></li> <li><strong>Extras</strong></li> <li><strong>Joke</strong></li> </ul><a href='https://www.youtube.com/watch?v=waNYGS7u8Ts' style='font-weight: bold;'data-umami-event="Livestream-Past" data-umami-event-episode="465">Watch on YouTube</a><br> <p><strong>About the show</strong></p> <p>Sponsored by us! Support our work through:</p> <ul> <li>Our <a href="https://training.talkpython.fm/?featured_on=pythonbytes"><strong>courses at Talk Python Training</strong></a></li> <li><a href="https://courses.pythontest.com/p/the-complete-pytest-course?featured_on=pythonbytes"><strong>The Complete pytest Course</strong></a></li> <li><a href="https://www.patreon.com/pythonbytes"><strong>Patreon Supporters</strong></a></li> </ul> <p><strong>Connect with the hosts</strong></p> <ul> <li>Michael: <a href="https://fosstodon.org/@mkennedy">@mkennedy@fosstodon.org</a> / <a href="https://bsky.app/profile/mkennedy.codes?featured_on=pythonbytes">@mkennedy.codes</a> (bsky)</li> <li>Brian: <a href="https://fosstodon.org/@brianokken">@brianokken@fosstodon.org</a> / <a href="https://bsky.app/profile/brianokken.bsky.social?featured_on=pythonbytes">@brianokken.bsky.social</a></li> <li>Show: <a href="https://fosstodon.org/@pythonbytes">@pythonbytes@fosstodon.org</a> / <a href="https://bsky.app/profile/pythonbytes.fm">@pythonbytes.fm</a> (bsky)</li> </ul> <p>Join us on YouTube at <a href="https://pythonbytes.fm/stream/live"><strong>pythonbytes.fm/live</strong></a> to be part of the audience. Usually <strong>Monday</strong> at 11am PT. Older video versions available there too.</p> <p>Finally, if you want an artisanal, hand-crafted digest of every week of the show notes in email form? Add your name and email to <a href="https://pythonbytes.fm/friends-of-the-show">our friends of the show list</a>, we'll never share it.</p> <p><strong>Michael #1: <a href="https://github.com/productdevbook/port-killer?featured_on=pythonbytes">port-killer</a></strong></p> <ul> <li>A powerful cross-platform port management tool for developers.</li> <li>Monitor ports, manage Kubernetes port forwards, integrate Cloudflare Tunnels, and kill processes with one click.</li> <li>Features: <ul> <li>🔍 Auto-discovers all listening TCP ports</li> <li>⚡ One-click process termination (graceful + force kill)</li> <li>🔄 Auto-refresh with configurable interval</li> <li>🔎 Search and filter by port number or process name</li> <li>⭐ Favorites for quick access to important ports</li> <li>👁️ Watched ports with notifications</li> <li>📂 Smart categorization (Web Server, Database, Development, System)</li> </ul></li> </ul> <p><strong>Brian #2: <a href="https://iscinumpy.dev/post/packaging-faster/?featured_on=pythonbytes">How we made Python's packaging library 3x faster</a></strong></p> <ul> <li>Henry Schreiner</li> <li>Some very cool graphs demonstrating some benchmark data.</li> <li>And then details about how various speedups <ul> <li>each being 2-37% faster</li> <li>the total adding up to about 3x speedup, or shaving 2/3 of the time.</li> </ul></li> <li>These also include nice write-ups about why the speedups were chosen.</li> <li>If you are trying to speed up part of your system, this would be good article to check out.</li> </ul> <p><strong>Michael #3</strong>: AI’s Impact on dev companies</p> <ul> <li><strong>On TailwindCSS</strong>: <a href="https://simonwillison.net/2026/Jan/7/adam-wathan/#atom-everything">via Simon</a> <ul> <li>Tailwind is growing faster than ever and is bigger than it has ever been</li> <li>Its revenue is down close to 80%.</li> <li>75% of the people on our engineering team lost their jobs here yesterday because of the brutal impact AI has had on our business.</li> <li>“We had 6 months left”</li> <li>Listen to the founder: “<a href="https://adams-morning-walk.transistor.fm/episodes/we-had-six-months-left?featured_on=pythonbytes">A Morning Walk</a>”</li> <li>Super insightful video: <a href="https://www.youtube.com/watch?v=tSgch1vcptQ&pp=0gcJCU0KAYcqIYzv">Tailwind is in DEEP trouble</a></li> </ul></li> <li><strong>On Stack Overflow</strong>: <a href="https://www.youtube.com/watch?v=Gy0fp4Pab0g">See video</a>. <ul> <li>SO was founded around 2009, first month had 3,749 questions</li> <li>December, SO had 3,862 questions asked</li> <li>Most of its live it had 200,000 questions per month</li> <li>That is a 53x drop!</li> </ul></li> </ul> <p><strong>Brian #4: CodSpeed</strong></p> <ul> <li>“CodSpeed integrates into dev and CI workflows to measure performance, detect regressions, and enable actionable optimizations.”</li> <li>Noticed it while looking through the <a href="https://github.com/fastapi/fastapi/blob/master/.github/workflows/test.yml?featured_on=pythonbytes">GitHub workflows for FastAPI</a></li> <li>Free for small teams and open-source projects</li> <li>Easy to integrate with Python by marking tests with <code>@pytest.mark.benchmark</code></li> <li>They’ve releases a GitHub action to incorporate benchmarking in CI workflows</li> </ul> <p><strong>Extras</strong></p> <p>Brian:</p> <ul> <li>Part 2 of <a href="https://courses.pythontest.com/lean-tdd/?featured_on=pythonbytes">Lean TDD</a> released this morning, “Lean TDD Practices”, which has 9 mini chapters.</li> </ul> <p>Michael:</p> <ul> <li>Our Docker build just broke because of <a href="https://mkennedy.codes/posts/devops-python-supply-chain-security/?featured_on=pythonbytes">the supply chain techniques from last week</a> (that’s a good thing!). Not a real issue, but really did catch an open CVE.</li> <li><a href="https://instatunnel.my/blog/the-1mb-password-crashing-backends-via-hashing-exhaustion?featured_on=pythonbytes">Long passwords are bad now</a>? ;)</li> </ul> <p><strong>Joke: <a href="https://x.com/PR0GRAMMERHUM0R/status/2008644769799434688?featured_on=pythonbytes">Check out my app</a>!</strong></p> January 12, 2026 08:00 AM UTC Python GUIs What does @pyqtSlot() do? — Is the pyqtSlot decorator even necessary? When working with Qt slots and signals in PyQt6 you will discover the @pyqtSlot decorator. This decorator is used to mark a Python function or method as a slot to which a Qt signal can be connected. However, as you can see in our signals and slots tutorials you don't have to use this. Any Python function or method can be used, normally, as a slot for a Qt signals. But elsewhere, in our threading tutorials we do use it. What's going on here? Why do you sometimes use @pyqtSlot but usually not? What happens when you omit it? Are there times when it is required ? What does the documentation say? The PyQt6 documentation has a good explanation: Although PyQt6 allows any Python callable to be used as a slot when connecting signals, it is sometimes necessary to explicitly mark a Python method as being a Qt slot and to provide a C++ signature for it. PyQt6 provides the pyqtSlot() function decorator to do this. Connecting a signal to a decorated Python method has the advantage of reducing the amount of memory used and is slightly faster. From the above we see that: Any Python callable can be used as a slot when connecting signals. It is sometimes necessary to explicitly mark a Python method as being a Qt slot and to provide a C++ signature for it. There is a side-benefit in that marking a function or method with pyqtSlot() reduces the amount of memory used, and makes the slot faster. When is it necessary? Sometimes necessary is a bit vague. In practice the only situation where you need to use pyqtSlot decorators is when working with threads. This is because of a difference in how signal connections are handled in decorated vs. undecorated slots. If you decorate a method with @pyqtSlot then that slot is created as a native Qt slot, and behaves identically If you don't decorate the method then PyQt6 will create a "proxy" object wrapper which provides a native slot to Qt In normal use this is fine, aside from the performance impact (see below). But when working with threads, there is a complication: is the proxy object created on the GUI thread or on the runner thread. If it ends up on the wrong thread, this can lead to segmentation faults. Using the pyqtSlot decorator side-steps this issue, because no proxy is created. When updating my PyQt6 book I wondered -- is this still necessary?! -- and tested removing it from the examples. Many examples continue to work, but some failed. To be safe, use pyqtSlot decorators on your QRunnable.run methods. What about performance? The PyQt6 documentation notes that using native slots "has the advantage of reducing the amount of memory used and is slightly faster". But how much faster is it really, and does decorating slots actually save much memory? We can test this directly by using this script from Oliver L Schoenborn . Updating for PyQt6 (replace PyQt5 with PyQt6 and it will work as-is) and running this we get the following results: See the original results for PyQt5 for comparison. First the results for the speed of emitting signals when connected to a decorated slot, vs non-decorated. python Raw slot mean, stddev: 0.578 0.024 Pyqt slot mean, stddev: 0.587 0.021 Percent gain with pyqtSlot: -2 % The result shows pyqtSlot as 2% slower, but this is negligible (the original data on PyQt5 also showed no difference). So, using pyqtSlot will have no noticeable impact on the speed of signal handling in your applications. Next are the results for establishing connections. This shows the speed, and memory usage of connecting to decorated vs. non-decorated slots. python Comparing mem and time required to create 10000000 connections, 1000 times Measuring for 1000000 connections # connects mem (bytes) time (sec) Raw : 1000000 949186560 (905MB) 9.02 Pyqt Slot : 1000000 48500736 ( 46MB) 1.52 Ratios : 20 6 The results show that decorated slots are about 6x faster to connect to. This sounds like a big difference, but it would only be noticeable if an application was connecting a considerable number of signals. Based on these numbers, if you connected 100 signals the total execution time difference would be 0.9 ms vs 0.15 ms. This is negligible, not to mention imperceptible. Perhaps more significant is that using raw connections uses 20x the memory of decorated connections. Again though, bear in mind that for a more realistic upper limit of connections (100) the actual difference here is 0.09MB vs 0.004MB. The bottom line: don't expect any dramatic improvements in performance or memory usage from using slot decorators, unless you're working with insanely large numbers of signals or making regular connections you won't see any difference at all. That said, decorating your slots is an easy win if you need it. Are there any other reasons to decorate a slot? In Qt signals can be used to transmit more than one type of data by overloading signals and slots with different types . For example, with the following code the my_slot_fn will only receive signals which match the signature of two int values. python @pyqtSlot(int, int) def my_slot_fn(a, b): pass This is a legacy of Qt5 and not recommended in new code. In Qt6 all of these signals have been replaced with separate signals with distinct names for different types. I recommend you follow the same approach in your own code for the sake of simplicity. Conclusion The pyqtSlot decorator can be used to mark Python functions or methods as Qt slots. This decorator is only required on slots which may be connected to across threads, for example the run method of QRunnable objects. For all other slots it can be omitted. There is a very small performance benefit to using it, which you may want to consider when your application makes a large number of signal/slot connections. For an in-depth guide to building Python GUIs with PyQt5 see my book, Create GUI Applications with Python & Qt5. January 12, 2026 06:00 AM UTC Wingware Wing Python IDE Version 11.0.7 - January 12, 2026 Wing Python IDE version 11.0.7 has been released. It improves performance of Search in Files on some machines, fixes using stdout.writelines in unit tests run from the Testing tool, reduces CPU used by rescanning for package managers, and fixes analysis failures on incorrect # type: comments. Downloads Be sure to Check for Updates in Wing's Help menu after downloading, to make sure that you have the latest hot fixes. Wing Pro 11.0.7 Wing Personal 11.0.7 Wing 101 11.0.7 Wing 10 and earlier versions are not affected by installation of Wing 11 and may be installed and used independently. However, project files for Wing 10 and earlier are converted when opened by Wing 11 and should be saved under a new name, since Wing 11 projects cannot be opened by older versions of Wing. New in Wing 11 Improved AI Assisted Development Wing 11 improves the user interface for AI assisted development by introducing two separate tools AI Coder and AI Chat . AI Coder can be used to write, redesign, or extend code in the current editor. AI Chat can be used to ask about code or iterate in creating a design or new code without directly modifying the code in an editor. Wing 11's AI assisted development features now support not just OpenAI but also Claude, Grok, Gemini, Perplexity, Mistral, Deepseek, and any other OpenAI completions API compatible AI provider. This release also improves setting up AI request context, so that both automatically and manually selected and described context items may be paired with an AI request. AI request contexts can now be stored, optionally so they are shared by all projects, and may be used independently with different AI features. AI requests can now also be stored in the current project or shared with all projects, and Wing comes preconfigured with a set of commonly used requests. In addition to changing code in the current editor, stored requests may create a new untitled file or run instead in AI Chat. Wing 11 also introduces options for changing code within an editor, including replacing code, commenting out code, or starting a diff/merge session to either accept or reject changes. Wing 11 also supports using AI to generate commit messages based on the changes being committed to a revision control system. You can now also configure multiple AI providers for easier access to different models. For details see AI Assisted Development under Wing Manual in Wing 11's Help menu. Package Management with uv Wing Pro 11 adds support for the uv package manager in the New Project dialog and the Packages tool. For details see Project Manager > Creating Projects > Creating Python Environments and Package Manager > Package Management with uv under Wing Manual in Wing 11's Help menu. Improved Python Code Analysis Wing 11 makes substantial improvements to Python code analysis, with better support for literals such as dicts and sets, parametrized type aliases, typing.Self , type of variables on the def or class line that declares them, generic classes with [...] , __all__ in *.pyi files, subscripts in typing.Type and similar, type aliases, type hints in strings, type[...] and tuple[...] , @functools.cached_property , base classes found also in .pyi files, and typing.Literal[...] . Updated Localizations Wing 11 updates the German, French, and Russian localizations, and introduces a new experimental AI-generated Spanish localization. The Spanish localization and the new AI-generated strings in the French and Russian localizations may be accessed with the new User Interface > Include AI Translated Strings preference. Improved diff/merge Wing Pro 11 adds floating buttons directly between the editors to make navigating differences and merging easier, allows undoing previously merged changes, and does a better job managing scratch buffers, scroll locking, and sizing of merged ranges. For details see Difference and Merge under Wing Manual in Wing 11's Help menu. Other Minor Features and Improvements Wing 11 also adds support for Python 3.14, improves the custom key binding assignment user interface, adds a Files > Auto-Save Files When Wing Loses Focus preference, warns immediately when opening a project with an invalid Python Executable configuration, allows clearing recent menus, expands the set of available special environment variables for project configuration, and makes a number of other bug fixes and usability improvements. Changes and Incompatibilities Since Wing 11 replaced the AI tool with AI Coder and AI Chat , and AI configuration is completely different than in Wing 10, you will need to reconfigure your AI integration manually in Wing 11. This is done with Manage AI Providers in the AI menu. After adding the first provider configuration, Wing will set that provider as the default. You can switch between providers with Switch to Provider in the AI menu. If you have questions, please don't hesitate to contact us at support@wingware.com . January 12, 2026 01:00 AM UTC January 10, 2026 EuroPython Humans of EuroPython: Jakub Červinka EuroPython wouldn’t exist if it weren’t for all the volunteers who put in countless hours to organize it. Whether it’s contracting the venue, selecting and confirming talks & workshops or coordinating with speakers, hundreds of hours of loving work have been put into making each edition the best one yet. Read our latest interview with Jakub Červinka, a member of the EuroPython 2025 Operations Team and organizer of PyConCZ 2026. Thank you for your service to EuroPython, Jakub! Jakub Červinka, member of the Operations Team at EuroPython 2025 EP: What first inspired you to volunteer for EuroPython? The community has always been the biggest draw for me. Having volunteered at our local Python conference previously, I already knew how rewarding it is to be part of the organizing team. When the opportunity to join EuroPython came up, I jumped at it without a second thought. I really like connecting with organizers, speakers, and attendees from across the continent. EP: What&aposs one task you handled that attendees might not realize happens behind the scenes at EuroPython? One year I took on the role of “designated driver”, essentially the person who handles the last-minute, ad-hoc tasks that arise during the conference. It ranged from running out to buy a cart full of hygiene products for the bathrooms, to hauling cases of bottled water when we were about to run dry, to picking up emergency prints on one of the hottest days of the year. These are the kinds of small but critical jobs that keep everything running smoothly, and I enjoy making sure they get done. EP: How did volunteering for EuroPython impact your relationships within the community? In the best possible way. Over the years, I’ve built lasting friendships, met people I had only known from online talks and tutorials, and had the chance to become a familiar face in the community myself. Every EuroPython and every local conference strengthens those connections and leaves you with renewed energy and inspiration to keep contributing. EP: What&aposs one thing you took away from the experience that you still use today? The importance of recognition and appreciation. A simple “thank you” or “great job” from an attendee can mean a lot to volunteers. We’re doing important work, but it’s not our paid job. That experience has made me much more intentional about expressing gratitude to everyone who helps, whether they’re fellow volunteers, staff, or people in service roles. EP: Do you have any tips for first-time EuroPython volunteers? Don’t be afraid to ask questions or offer help, there’s always something that needs doing, and everyone can contribute in their own way. Keep an eye out for small improvements you could suggest, introduce yourself to people, and most importantly, enjoy the experience. Volunteering is as much about building relationships and having fun as it is about getting tasks done. EP: Thank you, Jakub! January 10, 2026 09:49 AM UTC January 09, 2026 Mike Driscoll How to Switch to ty from Mypy Python has supported type hinting for quite a few versions now, starting way back in 3.5. However, Python itself does not enforce type checking. Instead, you need to use an external tool or IDE. The first and arguably most popular is mypy . Microsoft also has a Python type checker that you can use in VS Code called Pyright, and then there’s the lesser-known Pyrefly type checker and language server. The newest type checker on the block is Astral’s ty , the maker of Ruff. Ty is another super-fast Python utility written in Rust. In this article, you will learn how to switch your project to use ty locally and in GitHub Actions. Installation You can run ty with uvx if you do not want to install it by using the following command in your terminal: uvx ty To install ty with uv, run the following: uv tool install ty@latest If you do not want to use uv, you can use the standalone installer. Instructions vary depending on your platform, so it is best to refer to the documentation for the latest information. Note: Technically, you can use pip or pipx to install ty as well. Running ty Locally Once you have ty installed, you can run it using any of the following: Running with uv uv run ty Running without Installation uvx ty Running ty Directly ty check Configuring ty You can configure ty using either of the following: pyproject.toml ty.toml There are many rules that you can change. C | 2026-01-13T08:48:52 |
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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 Saravanan Gnanaguru Cloud DevOps and Infra as Code Location India Joined Joined on Dec 29, 2019 Email address g.gsaravanan@gmail.com Personal website https://gsaravanan.dev/ github website twitter website Pronouns he/him Work Architect Six Year Club This badge celebrates the longevity of those who have been a registered member of the DEV Community for at least six years. Got it Close Five Year Club This badge celebrates the longevity of those who have been a registered member of the DEV Community for at least five 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 Show all 14 badges More info about @chefgs Organizations InfraCloud Technologies AWS Community Builders Kubernetes Community Days Chennai cloudengine labs UpCloud GitHub Repositories golang Repo for golang sample workouts Go • 2 stars awscdk AWS CDK samples repo Python tfcdk Terraform CDK Sample Workouts Python terraform_repo Terraform samples for Major Cloud Providers and Custom Provider Development HCL • 26 stars Available for Technical Writing, Developer Advocacy Post 55 posts published Comment 31 comments written Tag 11 tags followed Pin Pinned Automate Kubernetes Deployment using Terraform and GitHub Actions Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow May 22 '23 Automate Kubernetes Deployment using Terraform and GitHub Actions # githubhack23 # terraform # kubernetes # githubactions 20 reactions Comments Add Comment 3 min read Deploy Kubernetes Resources in Minikube cluster using Terraform Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow Jun 25 '22 Deploy Kubernetes Resources in Minikube cluster using Terraform # kubernetes # tutorial # minikube # terraform 57 reactions Comments Add Comment 7 min read Develop REST API using Go with API versioning, Basic Auth and Query String Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow for Kubernetes Community Days Chennai May 4 '22 Develop REST API using Go with API versioning, Basic Auth and Query String # go # beginners # tutorial # restapi 10 reactions Comments Add Comment 5 min read Kubernetes Learning Part II - Understanding of Kubernetes Architecture and Hands-on Lab Setup Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow for Kubernetes Community Days Chennai Apr 18 '22 Kubernetes Learning Part II - Understanding of Kubernetes Architecture and Hands-on Lab Setup # kubernetes # beginners # tutorial 18 reactions Comments Add Comment 6 min read Create AWS Infrastructure using CDK for Terraform Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow for AWS Community Builders Mar 24 '22 Create AWS Infrastructure using CDK for Terraform # terraform # cdktf # beginners # tutorial 12 reactions Comments 1 comment 9 min read Run Your Own GenAI LLMs Offline with LM Studio Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow Aug 13 '25 Run Your Own GenAI LLMs Offline with LM Studio # genai # llm # programming # webdev 2 reactions Comments Add Comment 4 min read Want to connect with Saravanan Gnanaguru? 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Sign in Git Guide to Delete Old Commits and Clear Sensitive Info from Git History Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow Jul 26 '25 Git Guide to Delete Old Commits and Clear Sensitive Info from Git History # git # security # github # programming 2 reactions Comments Add Comment 3 min read How Kubernetes Automates and Manages Your Docker Containers Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow for UpCloud Apr 21 '25 How Kubernetes Automates and Manages Your Docker Containers Comments Add Comment 5 min read GitHub Actions Self-Hosted Runner Setup Guide for Ubuntu Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow for AWS Community Builders Oct 23 '24 GitHub Actions Self-Hosted Runner Setup Guide for Ubuntu 5 reactions Comments Add Comment 6 min read The Art of Creating Container Images and Best Practices Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow for AWS Community Builders Jul 29 '24 The Art of Creating Container Images and Best Practices # docker # devops # development # devrel 164 reactions Comments 6 comments 7 min read Create Architecture Diagram as Code for a 2-Tier Bookstore Application Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow for AWS Community Builders Jul 9 '24 Create Architecture Diagram as Code for a 2-Tier Bookstore Application # aws # python # architecture # devrel 32 reactions Comments 4 comments 9 min read Practicing Kubernetes Control Plane environment in Killercoda Interactive Terminal Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow for Kubernetes Community Days Chennai May 23 '23 Practicing Kubernetes Control Plane environment in Killercoda Interactive Terminal # kubernetes # beginners # kcdchennai # blogathon 14 reactions Comments Add Comment 7 min read Platform Engineering and Internal Developer Platform Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow for AWS Community Builders May 11 '23 Platform Engineering and Internal Developer Platform # devops # platformengineering # idp # beginners 27 reactions Comments Add Comment 4 min read Setup HarperDB on Equinix Bare Metal Server Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow Apr 19 '23 Setup HarperDB on Equinix Bare Metal Server # harperdb # database # programming # tutorial 15 reactions Comments 2 comments 8 min read Create Amazon EKS Cluster using Terraform Module Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow for AWS Community Builders Apr 18 '23 Create Amazon EKS Cluster using Terraform Module # aws # kubernetes # awseks # tutorial 8 reactions Comments Add Comment 2 min read Checking the Capability of ChatGPT for DevOps Automation Solution Design Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow Apr 9 '23 Checking the Capability of ChatGPT for DevOps Automation Solution Design # chatgpt # beginners # devops # kubernetes 1 reaction Comments Add Comment 10 min read Glossary of Kubernetes Architecture Components Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow Mar 26 '23 Glossary of Kubernetes Architecture Components # kubernetes # architecture # beginners 21 reactions Comments 2 comments 11 min read Effective Mentoring Tips and Guidelines Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow Dec 17 '22 Effective Mentoring Tips and Guidelines Comments Add Comment 3 min read Guide to Create Github Actions Workflow for Terraform and AWS Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow for AWS Community Builders Oct 29 '22 Guide to Create Github Actions Workflow for Terraform and AWS 13 reactions Comments 2 comments 4 min read Upgrading an End of Life (EOL) Ubuntu OS to LTS version Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow Oct 26 '22 Upgrading an End of Life (EOL) Ubuntu OS to LTS version 16 reactions Comments Add Comment 4 min read Introduction to Kubectl CLI Plugins ctx and ns Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow for AWS Community Builders Oct 10 '22 Introduction to Kubectl CLI Plugins ctx and ns 10 reactions Comments Add Comment 3 min read Git 101: Rename default branch from master to main Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow Jun 22 '22 Git 101: Rename default branch from master to main # git # tutorial # github # beginners 15 reactions Comments Add Comment 3 min read Getting started with Python based IaC using AWS CDK Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow for AWS Community Builders Jun 14 '22 Getting started with Python based IaC using AWS CDK # aws # cdk # tutorial # beginners 37 reactions Comments Add Comment 9 min read Install Docker on Ubuntu Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow for Kubernetes Community Days Chennai May 25 '22 Install Docker on Ubuntu # docker # beginners # tutorial 11 reactions Comments Add Comment 3 min read Example for text processing Shell commands - tr, uniq, sort, sed and awk Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow for Kubernetes Community Days Chennai May 10 '22 Example for text processing Shell commands - tr, uniq, sort, sed and awk # bash # tutorial # shell # beginners 12 reactions Comments Add Comment 2 min read How to Setup SSH-Key in GitHub for Git Operations Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow for Kubernetes Community Days Chennai May 2 '22 How to Setup SSH-Key in GitHub for Git Operations # git # github # beginners # tutorial 11 reactions Comments Add Comment 4 min read How to Develop REST API using Go and Test using various methods Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow for Kubernetes Community Days Chennai Apr 26 '22 How to Develop REST API using Go and Test using various methods # go # api # tutorial # beginners 15 reactions Comments 1 comment 9 min read Kubernetes Learning Part V: Workload Resource - StatefulSet Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow for Kubernetes Community Days Chennai Apr 25 '22 Kubernetes Learning Part V: Workload Resource - StatefulSet # kubernetes # beginners # tutorial 7 reactions Comments Add Comment 6 min read Kubernetes Learning Part IV: Workload Resources - Deployment and ReplicaSet Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow for Kubernetes Community Days Chennai Apr 21 '22 Kubernetes Learning Part IV: Workload Resources - Deployment and ReplicaSet # kubernetes # beginners # tutorial 9 reactions Comments Add Comment 9 min read Kubernetes Learning Part III - K8s Concepts, Pods and Init-Containers Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow for Kubernetes Community Days Chennai Apr 20 '22 Kubernetes Learning Part III - K8s Concepts, Pods and Init-Containers # kubernetes # beginners # tutorial 13 reactions Comments Add Comment 7 min read Kubernetes Learning Part I - Application Architecture Decision and Purpose of K8s Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow for Kubernetes Community Days Chennai Apr 16 '22 Kubernetes Learning Part I - Application Architecture Decision and Purpose of K8s # kcdchennai # kubernetes # tutorial # kcdchennaiblogathon 34 reactions Comments 1 comment 4 min read Git 101 - How to Create Your First GitHub Repository Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow Mar 10 '22 Git 101 - How to Create Your First GitHub Repository # github # git # tutorial # beginners 32 reactions Comments Add Comment 4 min read Guide to implement MERN Stack Web App Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow Jan 13 '22 Guide to implement MERN Stack Web App # javascript # webdev # beginners # tutorial 11 reactions Comments Add Comment 5 min read MERN Stack Web Application - Property Bookings Catalog Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow Jan 12 '22 MERN Stack Web Application - Property Bookings Catalog # atlashackathon # mongodb # javascript # mern 10 reactions Comments Add Comment 1 min read How to Become an AWS Community Builder Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow for AWS Community Builders Jan 12 '22 How to Become an AWS Community Builder # aws # community # howto 42 reactions Comments Add Comment 3 min read GitHub Actions workflow for Go Continuous Integration Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow Nov 26 '21 GitHub Actions workflow for Go Continuous Integration # actionshackathon21 # go # github # tutorial 11 reactions Comments Add Comment 4 min read How to Develop a Custom Provider in Terraform v0.13+ Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow Nov 20 '21 How to Develop a Custom Provider in Terraform v0.13+ # terraform # tutorial # customprovider # devops 9 reactions Comments Add Comment 9 min read Kubernetes Learning Part III: K8s Workload Resources - Deployment and ReplicaSet Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow Oct 17 '21 Kubernetes Learning Part III: K8s Workload Resources - Deployment and ReplicaSet # kubernetes # beginners # tutorial # devops 10 reactions Comments Add Comment 8 min read Script to Generate Table-of-Content for Markdown file Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow Sep 15 '21 Script to Generate Table-of-Content for Markdown file # help # markdown # blog # tutorial 5 reactions Comments Add Comment 2 min read Kubernetes Learning Part II - K8s Concepts, Pods and Init-Containers Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow Sep 12 '21 Kubernetes Learning Part II - K8s Concepts, Pods and Init-Containers # kubernetes # beginners # tutorial # devops 10 reactions Comments Add Comment 7 min read How to Setup SSH key for Git Operations in GitHub Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow Aug 30 '21 How to Setup SSH key for Git Operations in GitHub # github # git # authentication 8 reactions Comments Add Comment 3 min read Kubernetes Learning Part I - Architecture Decision and Purpose of K8s Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow Aug 25 '21 Kubernetes Learning Part I - Architecture Decision and Purpose of K8s # kubernetes # beginners # tutorial # devops 7 reactions Comments Add Comment 3 min read Getting Started Tutorial for Learning Kubernetes Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow Aug 16 '21 Getting Started Tutorial for Learning Kubernetes # kubernetes # beginners # tutorial # devops 23 reactions Comments 3 comments 5 min read Create and Configure Google Cloud Instance using Terraform and Chef Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow Jul 15 '21 Create and Configure Google Cloud Instance using Terraform and Chef # terraform # googlecloud # beginners # tutorial 16 reactions Comments Add Comment 4 min read Create Apache Web Server in AWS Using Terraform Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow Jun 19 '21 Create Apache Web Server in AWS Using Terraform # terraform # aws # tutorial # beginners 43 reactions Comments Add Comment 6 min read Writing a GitHub Actions Workflow for Chef Cookbook Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow Dec 22 '20 Writing a GitHub Actions Workflow for Chef Cookbook # github # actions # devops # chefcookbook 17 reactions Comments Add Comment 3 min read Install Docker on Ubuntu 16.04 Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow Nov 6 '20 Install Docker on Ubuntu 16.04 # docker # gettingstarted # tutorial 7 reactions Comments 3 comments 3 min read Developing Terraform Custom Provider for Terraform v0.12 Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow Oct 31 '20 Developing Terraform Custom Provider for Terraform v0.12 # showdev # terraform # tutorial 15 reactions Comments Add Comment 5 min read Chef Cookbook GitHub Actions with Chef BDD and Code Analysis Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow Sep 16 '20 Chef Cookbook GitHub Actions with Chef BDD and Code Analysis # showdev # actionshackathon # devops 12 reactions Comments Add Comment 1 min read Develop REST API with Basic API Authentication using Go Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow Aug 14 '20 Develop REST API with Basic API Authentication using Go # showdev # go # tutorial # restapi 22 reactions Comments Add Comment 5 min read Develop REST API using Go and Test using various methods Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow Jul 24 '20 Develop REST API using Go and Test using various methods # showdev # go # tutorial # restapi 16 reactions Comments 5 comments 9 min read Go Hello World! Program Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow Jul 13 '20 Go Hello World! Program # go # beginners # tutorial 9 reactions Comments Add Comment 4 min read AWS EC2 - EBS Volume Encryption Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow Jul 8 '20 AWS EC2 - EBS Volume Encryption # showdev # aws # ec2 # security 9 reactions Comments 5 comments 4 min read Getting Started with Go in Ubuntu 16.04 Saravanan Gnanaguru Saravanan Gnanaguru Saravanan Gnanaguru Follow Jul 1 '20 Getting Started with Go in Ubuntu 16.04 # go # ubuntu # beginners # tutorial 9 reactions Comments Add Comment 1 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 — Your community HQ Home About Contact 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.linkedin.com/company/coderabbitai | CodeRabbit | LinkedIn Skip to main content LinkedIn Top Content People Learning Jobs Games Sign in Join now for free CodeRabbit Software Development San Francisco, California 24,856 followers Cut Code Review Time & Bugs in Half. Instantly. See jobs Follow Discover all 117 employees Report this company Overview Jobs About us CodeRabbit is an innovative, AI-driven platform that transforms the way code reviews are done. It delivers context-aware, human-like reviews, improving code quality, reducing the time and effort required for thorough manual code reviews, and enabling teams to ship software faster. Trusted by over a thousand organizations, including The Economist, Life360, ConsumerAffairs, Hasura, and many more, to improve their code review workflow. CodeRabbit is SOC 2 Type 2, GDPR certified, and doesn't train on customer's proprietary code. Website https://coderabbit.ai External link for CodeRabbit Industry Software Development Company size 51-200 employees Headquarters San Francisco, California Type Privately Held Founded 2023 Products CodeRabbit CodeRabbit DevOps Software Ship quality code faster with CodeRabbit's AI code reviews. We offer codebase-aware line-by-line reviews with 1-click fixes to speed up your code review process. Merge PRs 50% faster with 50% fewer bugs. Locations Primary San Francisco, California, US Get directions Bengaluru, IN Get directions Employees at CodeRabbit John Demko Ashmeet Sidana Daniel Cohen Miles Mulcare See all employees Updates CodeRabbit reposted this Santosh Yadav 1d Edited Report this post Hey friends hope you had a great weekend, this week was tough for #tailwindcss as project was struggling with funding, good thing this time everyone cared and rushed in to save the project for another day. But the question remains open, is Open Source ever going to be sustainable? Cc: CodeRabbit Open Source funding was always broken Santosh Yadav on LinkedIn 39 1 Comment Like Comment Share CodeRabbit 24,856 followers 16h Report this post Rohit Khanna is going to be sharing how AI is already reshaping real engineering work, which is exactly the kind of conversation we care about at CodeRabbit! If you're in the area and available to attend, you'll not want to miss out! 🐰 Nishant Chandra 18h Edited Over the past year, I've had the same conversation with engineering leaders over and over again. AI isn't just changing how we write code. It's changing how we think about code review, how we structure teams, who we hire, and honestly, what's even worth building in the first place. But most of the conversations happening publicly? They're polished keynotes and product pitches. What's missing are the messy, honest rooms where people can actually think out loud. That's what we're trying to create with FutureLab at Newton School of Technology . The first session is happening in collaboration with The Product Folks . We're bringing together engineering leaders who are living through this shift right now, not theorizing about it. We'll start with a panel: Rohit Khanna (VP Engineering, CodeRabbit ), Rohit Nambiar (VP Engineering, Paytm ), and Aditya C. (VP Engineering, MoEngage ), moderated by Suhas Motwani (Co-founder, The Product Folks ). Then we open it up. No agenda, no script. Just people who've been in the trenches comparing notes, disagreeing, and figuring things out together. If you're actively dealing with how engineering workflows, team structures, and production realities are shifting in an AI-first world, this might be worth your time. Details and invite requests here: https://luma.com/oq62rgmn 8 Like Comment Share CodeRabbit reposted this Devario J. 17h Report this post I've been evaluating agentic code review from a few different sources (openAI, CodeRabbit etc) and so far...Im deeply in love with CodeRabbit . 11 4 Comments Like Comment Share CodeRabbit 24,856 followers 2d Report this post Letting users pick their favorite LLM feels empowering, but it destroys quality, consistency, and cost. The best UX? No model dropdown at all. Here’s why that choice should belong to evaluation, not preference. 👇 https://lnkd.in/ehCzRD5n 14 Like Comment Share CodeRabbit 24,856 followers 3d Report this post Ranking every PR we've ever reviewed 36 4 Comments Like Comment Share CodeRabbit reposted this Nithin K. 4d Report this post When the CEO of the world's most valuable tech company makes a statement like this, you pay attention. This isn't just an endorsement. It's a signal. “We are using CodeRabbit all over NVIDIA!” - Jensen at CES 2026 Michael Fox Mayur Gandhi Rohit Khanna Sahil M Bansal Ritvi Mishra Aravind Putrevu Lewis Mbae Sohum Tanksali Daniel Cohen David Loker Geetika Mehndiratta Hendrik Krack Erik Thorelli #AI #SoftwareDevelopment #CodeReview #NVIDIA #EngineeringExcellence #DevTools 75 3 Comments Like Comment Share CodeRabbit reposted this Amanda Saunders 5d Edited Report this post Big milestone for open AI in production. CodeRabbit just announced support for NVIDIA Nemotron in their AI code review platform. Real open-source models. Real developer workflows. Real production impact. By integrating Nemotron, CodeRabbit is giving teams more flexibility, better cost control, and strong reasoning performance without being locked into a single proprietary model. It’s a great example of how open models are moving beyond research and into day-to-day engineering tools. The future of AI isn’t one giant model. It’s specialized systems, powered by open models, running where and how developers choose. 👏 Huge shoutout to the CodeRabbit team for pushing open AI forward. Read more: https://lnkd.in/eXrbMRVi #agenticAI #AIinAction #opensourceAI …more 77 1 Comment Like Comment Share CodeRabbit 24,856 followers 5d Edited Report this post Mastra ships a mission-critical TypeScript agent framework used by companies like SoftBank and Adobe. For their 1.0 release, they had: > A fast-moving codebase > Zero room for breaking changes. Problem: Moving that fast without a reliable code review tool meant that bugs could slip through. Before CodeRabbit they tried multiple AI review tools and struggled to trust them! But now they have: > 70–85% of comments accepted > 0 follow‐up PRs > A clear baseline for what “review ready” means. Read more below 👇 https://lnkd.in/evwEasyZ 11 Like Comment Share CodeRabbit reposted this Harjot Gill 6d Report this post “We are using CodeRabbit all over NVIDIA!” - Jensen at CES 2026 NVIDIA AI 1,564,691 followers 6d 🤯 100% of NVIDIA engineers code with AI—and they’re checking in 3x more code than before. At that scale, human-only code review can’t keep up. CodeRabbit review agents use models like Claude and GPT with NVIDIA Nemotron to: ✅ Pull context from code, docs, project trackers, and more ✅ Use Nemotron’s long context and reasoning to summarize ✅ …so that frontier models can flag issues and suggest fixes in minutes, not days. Join us today at 11 AM PT to see an end-to-end demo and bring your Qs: https://nvda.ws/4aN0sNi 🤗 Get Nemotron Nano 3: https://nvda.ws/4qKwJJz 159 22 Comments Like Comment Share CodeRabbit reposted this NVIDIA AI 1,564,691 followers 6d Report this post 🤯 100% of NVIDIA engineers code with AI—and they’re checking in 3x more code than before. At that scale, human-only code review can’t keep up. CodeRabbit review agents use models like Claude and GPT with NVIDIA Nemotron to: ✅ Pull context from code, docs, project trackers, and more ✅ Use Nemotron’s long context and reasoning to summarize ✅ …so that frontier models can flag issues and suggest fixes in minutes, not days. Join us today at 11 AM PT to see an end-to-end demo and bring your Qs: https://nvda.ws/4aN0sNi 🤗 Get Nemotron Nano 3: https://nvda.ws/4qKwJJz …more 382 17 Comments Like Comment Share Join now to see what you are missing Find people you know at CodeRabbit Browse recommended jobs for you View all updates, news, and articles Join now Similar pages Toplyne Software Development San Francisco, California Dyna Robotics Technology, Information and Internet Redwood City, CA Overmind Software Development Ema Software Development MetalBear Software Development New York, NY Traycer Software Development Alegeus Financial Services Boston, Massachusetts PassiveLogic Software Development Salt Lake City, UT Snapp AI Technology, Information and Internet San Francisco, CA Vercel Software Development San Francisco, California Show more similar pages Show fewer similar pages Browse jobs Engineer jobs 555,845 open jobs Engineering Manager jobs 145,990 open jobs Developer jobs 258,935 open jobs Analyst jobs 694,057 open jobs Manager jobs 1,880,925 open jobs Director jobs 1,220,357 open jobs Full Stack Engineer jobs 38,546 open jobs Software Engineering Manager jobs 59,689 open jobs Director of Product Management jobs 14,985 open jobs Senior Software Engineer jobs 78,145 open jobs Senior Product Manager jobs 50,771 open jobs Product Manager jobs 199,941 open jobs Scientist jobs 48,969 open jobs Associate Software Engineer jobs 223,979 open jobs Marketing Manager jobs 106,879 open jobs Consultant jobs 760,907 open jobs Software Engineer jobs 300,699 open jobs Co-Founder jobs 5,680 open jobs Quality Assurance Engineer jobs 31,450 open jobs Frontend Developer jobs 17,238 open jobs Show more jobs like this Show fewer jobs like this Funding CodeRabbit 5 total rounds Last Round Series B Oct 16, 2025 External Crunchbase Link for last round of funding US$ 60.0M Investors Scale Venture Partners + 5 Other investors See more info on crunchbase More searches More searches Engineer jobs Software Engineer jobs Associate Product Manager jobs Account Executive jobs Business Development Specialist jobs Principal Software Engineer jobs Manager jobs Chief Technology Officer jobs Director jobs Automotive Engineer jobs Engineering Manager jobs Scientist jobs Developer jobs Senior Product Manager jobs Co-Founder jobs Android Developer jobs Customer Engineer jobs Technical Lead jobs Technology Supervisor jobs Lead jobs Application Engineer jobs Enterprise Account Executive jobs Director of Engineering jobs Intelligence Specialist jobs Senior Software Engineering Manager jobs Sales Engineer jobs Director Hardware jobs Director of Hardware Engineering jobs Account Manager jobs Deployment Engineer jobs Principal Architect jobs Group Product Manager jobs Senior Manager jobs Head of Analytics jobs Head of Product Management jobs Software Test Lead jobs Trade Specialist jobs Field Director jobs User Experience Designer jobs Principal Engineer jobs Assistant Vice President jobs Software Test Manager jobs Strategy Analyst jobs Director of Product Management jobs Associate Software Engineer jobs Security Manager jobs Legal Associate jobs Senior Scientist jobs Vice President of Engineering jobs Client Account Director jobs Designer jobs Field Application Scientist jobs Java Software Engineer jobs Analyst jobs Account Strategist jobs Intern jobs Tester jobs Business Analyst jobs Marketing Director jobs Test Engineer jobs 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 Agree & Join LinkedIn By clicking Continue to join or sign in, you agree to LinkedIn’s User Agreement , Privacy Policy , and Cookie Policy . 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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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THIYAGARAJAN varadharajan THIYAGARAJAN varadharajan THIYAGARAJAN varadharajan Follow Jan 5 How I Built My Own Python Full Stack Interview Prep Resources (And You Can Use Them FREE!) # beginners # interview # python # resources Comments 1 comment 2 min read Coding Challenge Practice - Question 69 Bukunmi Odugbesan Bukunmi Odugbesan Bukunmi Odugbesan Follow Dec 2 '25 Coding Challenge Practice - Question 69 # challenge # algorithms # interview # javascript Comments Add Comment 1 min read RXJS interview question Sashikumar Yadav Sashikumar Yadav Sashikumar Yadav Follow Nov 29 '25 RXJS interview question # angular # interview # webdev # ai Comments Add Comment 1 min read Free Interactive SQL Practice Platform for Developers Satish Kandala Satish Kandala Satish Kandala Follow Nov 28 '25 Free Interactive SQL Practice Platform for Developers # sql # database # learning # interview Comments Add Comment 1 min read Debugging “Where to spend my time?” in the job search 🌲 miffens miffens miffens Follow Jan 1 Debugging “Where to spend my time?” in the job search 🌲 # career # interview # beginners # tutorial 2 reactions Comments Add Comment 7 min read JavaScript Scope & Closure: Stop Memorizing, Start Understanding Saiful Bashar Saiful Bashar Saiful Bashar Follow Dec 26 '25 JavaScript Scope & Closure: Stop Memorizing, Start Understanding # interview # javascript 8 reactions Comments 2 comments 5 min read Collection framework Ramya K Ramya K Ramya K Follow Nov 27 '25 Collection framework # java # collection # framework # interview 1 reaction Comments Add Comment 2 min read The Security Engineer Interview Cheat Sheet for JavaScript Developers Ofri Peretz Ofri Peretz Ofri Peretz Follow Dec 31 '25 The Security Engineer Interview Cheat Sheet for JavaScript Developers # career # security # javascript # interview Comments Add Comment 3 min read Coding Challenge Practice - Question 67 Bukunmi Odugbesan Bukunmi Odugbesan Bukunmi Odugbesan Follow Nov 27 '25 Coding Challenge Practice - Question 67 # challenge # javascript # interview # tutorial Comments Add Comment 1 min read Garbage Collection: Young Vs Old generation MD ASHRAF MD ASHRAF MD ASHRAF Follow Nov 26 '25 Garbage Collection: Young Vs Old generation # java # garbage # interview # development Comments Add Comment 3 min read 26. Remove Duplicates from Sorted Array Subham Kumar Subham Kumar Subham Kumar Follow Nov 27 '25 26. Remove Duplicates from Sorted Array # algorithms # coding # interview # leetcode Comments Add Comment 2 min read Day 55 of 100 days dsa coding challenge Manasi Patil Manasi Patil Manasi Patil Follow Nov 27 '25 Day 55 of 100 days dsa coding challenge # algorithms # devjournal # interview # learning 1 reaction Comments Add Comment 1 min read The LeetCode Amnesia Problem (And How I Fixed It) Neel Bansal Neel Bansal Neel Bansal Follow Dec 29 '25 The LeetCode Amnesia Problem (And How I Fixed It) # leetcode # programming # interview # productivity Comments Add Comment 3 min read REST API Implementation asked in 3 yoe java developer Er. Bhupendra Er. Bhupendra Er. Bhupendra Follow Dec 30 '25 REST API Implementation asked in 3 yoe java developer # java # restapi # interview Comments Add Comment 1 min read Kubernetes Interview Questions & Answers (Professional – 6 Years Experience) Aisalkyn Aidarova Aisalkyn Aidarova Aisalkyn Aidarova Follow Dec 29 '25 Kubernetes Interview Questions & Answers (Professional – 6 Years Experience) # architecture # interview # kubernetes 2 reactions Comments Add Comment 4 min read Coding Challenge Practice - Question 66 Bukunmi Odugbesan Bukunmi Odugbesan Bukunmi Odugbesan Follow Nov 25 '25 Coding Challenge Practice - Question 66 # challenge # algorithms # interview # javascript Comments Add Comment 1 min read What happens when you try to get hired by the top IT companies TechPreneur: lesswork&earnmore TechPreneur: lesswork&earnmore TechPreneur: lesswork&earnmore Follow Nov 24 '25 What happens when you try to get hired by the top IT companies # software # career # hiring # interview Comments Add Comment 6 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.coderabbit.ai/vulnerability-disclosure | Vulnerability Disclosure Program | CodeRabbit Features Enterprise Customers Pricing Blog Resources Docs Trust Center Contact Us FAQ Log In Get a free trial Updated Jan 29th, 2025 Vulnerability Disclosure Program Vulnerability Disclosure Program Overview CodeRabbit is committed to ensuring the security of our systems and protecting our users' data. We welcome security researchers to responsibly disclose any security vulnerabilities they discover. Scope of Systems This Policy covers all internet-facing information systems, applications, or websites owned, operated, or controlled by us, including any web or mobile applications hosted on those websites, including the CodeRabbit domain and related subdomains (collectively, “Information Systems”). This Policy also does not cover any information systems, websites, or applications that are owned, operated, or controlled by any third party, including any service provider or contractor to the Company, even where under an CodeRabbit domain. You should comply with the responsible disclosure efforts for those other systems, websites, and applications. Scope of Vulnerabilities This Policy covers technical vulnerabilities that potentially exist on our Information Systems such as misconfigurations, CSRFs or cross site request forgeries, privilege escalation attacks, SQL Injection, XSS, and directory traversal attacks. This Policy excludes the following vulnerabilities, subject to CodeRabbit’s discretion: general security, email best practices, or missing best practices in SSL/TLS configurations without a working proof-of-concept, physical compromise or intrusions, rate limiting or brute-force issues on non-authenticated endpoints, compromises involving an insider, social engineering (including phishing attempts), reflected file downloads, account takeovers (including any brute force attacks on accounts that are not yours), red-teaming, adversarial testing of our services, content issues with CodeRabbit bot and responses, denial of service attacks, clickjacking on pages with no sensitive actions, missing HttpOnly or Secure flags on cookies, dependency hijacking, or any widely publicized zero-day vulnerabilities that have no patch or have only had a patch available for less than 30 days Reporting a Vulnerability If you believe you've found a security vulnerability, please: Email us at security@coderabbit.ai with a detailed description of the vulnerability Include steps to reproduce the issue Provide any proof-of-concept code or screenshots if applicable Avoid accessing or modifying user data Do not publicly disclose the issue until we've had a chance to address it What to Include in Your Report Description of the potential impact Attack scenario (if applicable) The type of vulnerability Technical details and reproducible steps Affected URLs, parameters, or endpoints Our Commitment All good-faith reports will be taken seriously. Upon promptly and responsibly reporting any potential vulnerability you have discovered, you can expect us to promptly evaluate your findings. If we determine (at our sole discretion) that a vulnerability exists, you can expect us to validate the existence of the vulnerability, to confirm the same with you, and to promptly take appropriate steps to address, mitigate, or remediate the vulnerability to the extent feasible. If you provide your contact information, our representatives may contact you for further information. Additionally, we will: Protect your name and contact information and will not disclose such information without your consent, unless required by lawful legal process, law or court order; Refrain from taking legal action as further set forth in the Safe Harbor section below; With your permission, attribute your name and contribution on any public disclosure we make, to the extent we choose to make a public disclosure; Acknowledge your submission within three (3) business days; and Make best efforts to keep you updated and promptly complete our investigation and, if applicable, confirm our remediation strategy within an established timeline. Vulnerability Scoring Our vulnerability scoring system helps determine the severity and corresponding reward for reported vulnerabilities. While inspired by CVSS 3.0, our scoring system is customized to better align with our business context, specific security priorities and infrastructure. Scoring Components Base Score Factors: Attack Vector (Network, Adjacent, Local, Physical) Privileges Required (None, Low, High) User Interaction (None, Required) Impact Scope (Changed, Unchanged) Impact Metrics: Confidentiality Impact (High, Low, None) Integrity Impact (High, Low, None) Availability Impact (High, Low, None) Scoring Scale Our scoring scale ranges from 0.0 to 10.0, with severity levels mapped as follows: Critical: 9.0 - 10.0 High: 7.0 - 8.9 Medium: 4.0 - 6.9 Low: 0.1 - 3.9 Score Calculation The final score is calculated by evaluating: Base Score: Fundamental characteristics of the vulnerability Temporal Score: Current state of exploit techniques and available fixes Environmental Score: Specific impact on CodeRabbit's infrastructure Note: The final severity rating and reward amount may be adjusted based on real-world impact and exploitation complexity, as determined by our security team. While our scoring system shares common principles with CVSS 3.0, we've adapted it to better reflect: Our specific technology stack and architecture Potential impact on our users and their data Business-critical functions and services Real-world exploitability in our context Rewards We offer monetary rewards for responsibly disclosed vulnerabilities based on severity: Critical Severity: $5,000 - $20,000 High Severity: $1,000 - $5,000 Medium Severity: $500 - $1,000 Low Severity: $100 - $500 Safe Harbor When conducting vulnerability research according to this policy, we consider this research to be: Authorized in accordance with the Computer Fraud and Abuse Act (CFAA) (and/or similar state or national laws); Exempt from the Digital Millennium Copyright Act (DMCA), and we will not bring a claim against you for circumvention of technology controls; Exempt from restrictions in our Terms & Conditions that would interfere with conducting security research, and we waive those restrictions on a limited basis for work done under this policy; and Lawful, helpful to the overall security of the Internet, and conducted in good faith. You are expected, as always, to comply with all applicable laws. To qualify for safe harbor, you must: Make a good faith effort to avoid privacy violations, and avoid causing any harm to the Information Systems, including avoiding any data destruction, use, access, or acquisition; disruption of Information - - Systems or any customer user experience (including initiating denial of service attacks or using tools that generate substantial amounts of traffic); violation or compromise of the privacy or security of our customers, employees, or other users; or other illegal or harmful activities. Avoid exploiting any vulnerability beyond what is minimally required to reasonably prove that such potential vulnerability exists, including avoiding accessing, acquiring, or using data that may be accessible from exploiting the vulnerability. Follow this policy and any other relevant agreements. In case of inconsistency, this policy takes precedence. Only interact with accounts you own or with explicit permission of the account holder Not exploit a security issue you discover for any reason other than testing Report any vulnerability you've discovered promptly Not, as a condition of disclosure, require payment or compensation, or otherwise make threats to disclose the vulnerability in an irresponsible manner. Avoid disclosing the existence of or any details relating to the discovered vulnerability to any third party or to the public until you have received prior written approval from us. Not access, modify, or use data belonging to others, including confidential CodeRabbit data. If a vulnerability exposes such data, stop testing, submit a report immediately, and delete all copies of the information. Avoid accessing, acquiring, or using the content of any communications, data, or information transmitted or stored on the Information Systems, unless such access is inadvertent. 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The safe harbor applies to: Security research conducted on systems and assets within our scope Any issues discovered accidentally during your security research Vulnerabilities discovered by automated tools (if verified manually) Safe harbor does not apply to: Tests against systems outside our scope Social engineering attacks against our employees Physical attempts to access our offices or data centers Research conducted in a manner that could impact other users or systems We reserve the right to modify the safe harbor terms. However, all activities conducted under previous terms will remain protected. Contact For any questions about this program, please contact us at security@coderabbit.ai Note: This vulnerability disclosure program is subject to change. We reserve the right to modify these terms at any time. Still have questions? 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https://dev.to/t/bunjs/page/4 | Bunjs Page 4 - 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 # bunjs Follow Hide Create Post Older #bunjs posts 1 2 3 4 5 6 7 8 9 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Spin up a License Key API on new Railway Functions In Less Than Two Minutes! Doug silkstone Doug silkstone Doug silkstone Follow Feb 11 '25 Spin up a License Key API on new Railway Functions In Less Than Two Minutes! # serverless # javascript # bunjs # railway Comments Add Comment 3 min read Svelte 5 on Bun 1.2: 始め方 nabbisen nabbisen nabbisen Follow Feb 12 '25 Svelte 5 on Bun 1.2: 始め方 # svelte # bunjs # javascript # typescript 4 reactions Comments Add Comment 2 min read Zero-Code RSS Feeds with Mkfd: From Webpage to Feed in Minutes Tim B Tim B Tim B Follow Mar 10 '25 Zero-Code RSS Feeds with Mkfd: From Webpage to Feed in Minutes # bunjs # honojs # webdev # programming 8 reactions Comments Add Comment 3 min read Lexical 0.24 with Vanilla JS: 始め方 nabbisen nabbisen nabbisen Follow Feb 24 '25 Lexical 0.24 with Vanilla JS: 始め方 # lexical # javascript # editor # bunjs 5 reactions Comments Add Comment 2 min read Deno vs Bun vs Node.js: Performance & Benchmarks Yogesh Rathod Yogesh Rathod Yogesh Rathod Follow Mar 6 '25 Deno vs Bun vs Node.js: Performance & Benchmarks # node # bunjs # deno 2 reactions Comments Add Comment 2 min read efri, the_framework Sebastian Pavel Sebastian Pavel Sebastian Pavel Follow Feb 13 '25 efri, the_framework # bunjs # typescript # efri # framework 1 reaction Comments Add Comment 1 min read Lexical 0.24 with Vanilla JS: Getting started nabbisen nabbisen nabbisen Follow Feb 9 '25 Lexical 0.24 with Vanilla JS: Getting started # lexical # javascript # editor # bunjs 6 reactions Comments Add Comment 3 min read Svelte 5 on Bun 1.2: Getting started nabbisen nabbisen nabbisen Follow Feb 8 '25 Svelte 5 on Bun 1.2: Getting started # svelte # bunjs # javascript # typescript 7 reactions Comments Add Comment 3 min read Live reloading HTML with Bun aabccd021 aabccd021 aabccd021 Follow Feb 7 '25 Live reloading HTML with Bun # webdev # javascript # bunjs # programming 1 reaction Comments Add Comment 4 min read Bun (1.21) still can’t replace Node (but here’s how I use them together) Gustavo Gondim Gustavo Gondim Gustavo Gondim Follow Feb 3 '25 Bun (1.21) still can’t replace Node (but here’s how I use them together) # bunjs # node # javascript # typescript 4 reactions Comments 2 comments 4 min read How One Package Manager Library Inspired Me to Build My Own🚀 Marin-Eusebiu Șerban Marin-Eusebiu Șerban Marin-Eusebiu Șerban Follow Feb 3 '25 How One Package Manager Library Inspired Me to Build My Own🚀 # npm # cloud # bunjs # cli Comments Add Comment 2 min read Bun is up to 20x slower than NodeJS in logic operations Jeongho Nam Jeongho Nam Jeongho Nam Follow Feb 1 '25 Bun is up to 20x slower than NodeJS in logic operations # typescript # bunjs # node # performance 74 reactions Comments 14 comments 5 min read A Step-by-Step Guide to Google OAuth2 Authentication with JavaScript and Bun Idris Akintobi Idris Akintobi Idris Akintobi Follow Jan 28 '25 A Step-by-Step Guide to Google OAuth2 Authentication with JavaScript and Bun # google # oauth # javascript # bunjs 33 reactions Comments Add Comment 5 min read Compiling C in Bun with TypeScript: Fast, Native, and Simple Gentrit Biba Gentrit Biba Gentrit Biba Follow Jan 25 '25 Compiling C in Bun with TypeScript: Fast, Native, and Simple # bunjs # typescript # c # compiling 3 reactions Comments Add Comment 2 min read Get Start Threejs With Bun TypeScript In MacOs chuongmep chuongmep chuongmep Follow Jan 24 '25 Get Start Threejs With Bun TypeScript In MacOs # threejs # typescript # bunjs # programming Comments Add Comment 3 min read Bun 1.2 is here! 🚀🚀 João Alisson João Alisson João Alisson Follow Jan 23 '25 Bun 1.2 is here! 🚀🚀 # bunjs # javascript # node # webdev 3 reactions Comments Add Comment 3 min read Github Actions with Vercel in 2024 Toshiya Matsumoto Toshiya Matsumoto Toshiya Matsumoto Follow Jan 13 '25 Github Actions with Vercel in 2024 # githubactions # vercel # bunjs # nextjs 1 reaction Comments Add Comment 2 min read zsh: command not found: bun Oleg Oleg Oleg Follow Jan 5 '25 zsh: command not found: bun # bunjs # webdev # javascript 3 reactions Comments Add Comment 1 min read Integrating SvelteKit with Storyblok (Using Svelte 5) Roberto B. Roberto B. Roberto B. Follow Dec 31 '24 Integrating SvelteKit with Storyblok (Using Svelte 5) # svelte # sveltekit # storyblok # bunjs 5 reactions Comments 3 comments 6 min read 🆚 Bun vs Deno: When to Use Each in Your Projects? Raka Widhi Antoro Raka Widhi Antoro Raka Widhi Antoro Follow Dec 12 '24 🆚 Bun vs Deno: When to Use Each in Your Projects? # bunjs # deno # javascript # typescript 1 reaction Comments 2 comments 2 min read Exploring Bun.js Over Deno: A Humble Developer's Tale Agustin Bereciartua Agustin Bereciartua Agustin Bereciartua Follow Nov 8 '24 Exploring Bun.js Over Deno: A Humble Developer's Tale # bunjs # deno Comments Add Comment 3 min read Learning About Security: SQL Injection kaazzu kaazzu kaazzu Follow Nov 7 '24 Learning About Security: SQL Injection # bunjs # sqlite3 # sqlinjection # hono Comments Add Comment 3 min read 🚀 The Rise of Bun.js: Why It’s More Than Just Another JavaScript Runtime 🥖 Hamza Khan Hamza Khan Hamza Khan Follow Dec 11 '24 🚀 The Rise of Bun.js: Why It’s More Than Just Another JavaScript Runtime 🥖 # bunjs # javascript # webdev # programming Comments Add Comment 3 min read Why Developers Are Turning to Bun: The New Hotness in JavaScript 🚀 Joodi Joodi Joodi Follow Dec 2 '24 Why Developers Are Turning to Bun: The New Hotness in JavaScript 🚀 # bunjs # honojs # nextjs # typescript 6 reactions Comments Add Comment 3 min read How to build a dynamic website with Next.js 15 App Router, React 19, Storyblok, and Bun (+ Typescript) Roberto B. Roberto B. Roberto B. Follow Nov 23 '24 How to build a dynamic website with Next.js 15 App Router, React 19, Storyblok, and Bun (+ Typescript) # nextjs # react # storyblok # bunjs 26 reactions Comments 7 comments 9 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. 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Kyrylo Buha Member of Technical Staff @ Writer Writing code faster was never the issue; the bottleneck was always code review. I feel like CodeRabbit is solving that one problem and that was attractive. Why not solve that problem before we use a coding agent? Kiran Kanagasekar Senior Engineering Manager @ TaskRabbit CodeRabbit provides instant and accurate feedback on pull requests often catching real issues. Auto-generated summaries and walkthroughs are very helpful for human code reviewers. Our team loves having contextual conversations with AI right within GitHub's comment threads, turning each pull request into a collaborative AI chat. It is the most innovative application of AI in coding since Copilot! Code reviews will never be the same, thanks to CodeRabbit! Tanveer Gill CTO and Co-Founder, FluxNinja With CodeRabbit,, everybody was like, give me this. This is fantastic. It speeds up code reviews. We went from a small test to full adoption very quickly. 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https://design.forem.com/t/design | Design - Design 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 Design Community Close Design Follow Hide More than just making things look nice... Create Post Older #design posts 1 2 3 4 5 6 7 8 9 … 75 … 235 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu What my dining table and my cat showed me about human attention Metehan Altuntekin Metehan Altuntekin Metehan Altuntekin Follow Jan 5 What my dining table and my cat showed me about human attention # design # uxdesign # behavior 2 reactions Comments Add Comment 3 min read Top 5 Miro Plugins for Designers in 2025 Ethan Ethan Ethan Follow Dec 29 '25 Top 5 Miro Plugins for Designers in 2025 # design # productivity # miro # resources 1 reaction Comments Add Comment 2 min read Stop Screenshotting! The Fastest Way to Create Moodboards in Miro (2025 Guide) Ethan Ethan Ethan Follow Dec 26 '25 Stop Screenshotting! The Fastest Way to Create Moodboards in Miro (2025 Guide) # productivity # design # ux # tutorial Comments Add Comment 2 min read The "Quick Question" That Tells Me Everything Tanya Donska Tanya Donska Tanya Donska Follow Dec 22 '25 The "Quick Question" That Tells Me Everything # design # freelancing # resources # webdesign Comments Add Comment 5 min read Bring Your Own Laptop: Free Figma Advanced Course: Become a Figma Pro! Design YouTube Design YouTube Design YouTube Follow Nov 29 '25 Bring Your Own Laptop: Free Figma Advanced Course: Become a Figma Pro! # design # resources # tools # webdesign Comments Add Comment 1 min read Building a Dummy Service Centre Website Taught Me More Than Any Assignment abu zafar abu zafar abu zafar Follow Dec 24 '25 Building a Dummy Service Centre Website Taught Me More Than Any Assignment # design # webdesign # newdesigner 3 reactions Comments Add Comment 2 min read Essential Graphic Design Principles for Beginners Design by Qayum Design by Qayum Design by Qayum Follow Dec 21 '25 Essential Graphic Design Principles for Beginners # design # graphicdesign # newdesigner Comments 1 comment 7 min read Emerging graphic design trends for 2026 Karina Egle Karina Egle Karina Egle Follow Nov 13 '25 Emerging graphic design trends for 2026 # design # recommendations # webdesign # graphicdesign Comments Add Comment 2 min read The Ultimate Guide to Tab Design: Anatomy, Types, and Tips Lollypop Design Lollypop Design Lollypop Design Follow Dec 10 '25 The Ultimate Guide to Tab Design: Anatomy, Types, and Tips # design # ui # ux # tutorial 8 reactions Comments Add Comment 9 min read Why Most Sports Coaching Websites Don’t Work - And How to Fix Yours Per Starke Per Starke Per Starke Follow Nov 7 '25 Why Most Sports Coaching Websites Don’t Work - And How to Fix Yours # webdesign # design # coaching # websites Comments Add Comment 3 min read Key Updates of 2025 Pixso 2.0 UI/UX Design Platform Gloria Gloria Gloria Follow Oct 28 '25 Key Updates of 2025 Pixso 2.0 UI/UX Design Platform # design # tools 2 reactions Comments Add Comment 4 min read The sounds on the website: cringe or op? Kata Kata Kata Follow Nov 28 '25 The sounds on the website: cringe or op? # design # brainstorming # music Comments 2 comments 1 min read Call-to-Actions Done Right: The Ultimate CTA Guide for More Engagement Per Starke Per Starke Per Starke Follow Oct 23 '25 Call-to-Actions Done Right: The Ultimate CTA Guide for More Engagement # cta # design # webdesign # uidesign Comments Add Comment 3 min read UX Across the Atlantic: How American and European Web Design Differ Polina Elizarova Polina Elizarova Polina Elizarova Follow Nov 27 '25 UX Across the Atlantic: How American and European Web Design Differ # design # webdesign # uxdesign # designprocess 1 reaction Comments Add Comment 2 min read Website Red Flags You Might Be Overlooking (And Visitors Notice) Per Starke Per Starke Per Starke Follow Oct 23 '25 Website Red Flags You Might Be Overlooking (And Visitors Notice) # seo # webdesign # design # userflows Comments Add Comment 4 min read Pure CSS audio visualizer Prahalad S Prahalad S Prahalad S Follow Nov 4 '25 Pure CSS audio visualizer # design # css # webdesign # javascript 5 reactions Comments 2 comments 3 min read Femke.design: Why Your Design Ideas Get REJECTED (6-Step Fix) Design YouTube Design YouTube Design YouTube Follow Oct 1 '25 Femke.design: Why Your Design Ideas Get REJECTED (6-Step Fix) # design # webdesign # portfolio Comments Add Comment 1 min read 5 ChatGPT Prompts That End Designer's Block Forever (Web, Graphic, and UI/UX) AISuperHub AISuperHub AISuperHub Follow Sep 30 '25 5 ChatGPT Prompts That End Designer's Block Forever (Web, Graphic, and UI/UX) # design # javascript # webdesign # aiindesign Comments Add Comment 3 min read Why Batch Background Removal Is the Future of Digital Branding and Product Photography FreePixel FreePixel FreePixel Follow Nov 3 '25 Why Batch Background Removal Is the Future of Digital Branding and Product Photography # ai # design # branding # ecommerce 1 reaction Comments 3 comments 5 min read I Was Wrong About Being Wrong About Social Media Tanya Donska Tanya Donska Tanya Donska Follow for DNSK WORK Sep 29 '25 I Was Wrong About Being Wrong About Social Media # design # designthinking 3 reactions Comments Add Comment 7 min read When UX Feels Broken, Troubleshooting as a Product Manager Ulad Shauchenka Ulad Shauchenka Ulad Shauchenka Follow Sep 27 '25 When UX Feels Broken, Troubleshooting as a Product Manager # design # uxdesign # troubleshooting # tools Comments Add Comment 2 min read Jesse Showalter: The State of Design and Tools Design YouTube Design YouTube Design YouTube Follow Sep 30 '25 Jesse Showalter: The State of Design and Tools # design # tools # webdesign 3 reactions Comments Add Comment 1 min read Gareth David Studio: Create a TRIFOLD Pamphlet Easily In InDesign | Design Tutorial | Adobe InDesign Design YouTube Design YouTube Design YouTube Follow Sep 23 '25 Gareth David Studio: Create a TRIFOLD Pamphlet Easily In InDesign | Design Tutorial | Adobe InDesign # design # tools # resources 2 reactions Comments Add Comment 1 min read How UX in 2025 became more about intent than interaction Karina Egle Karina Egle Karina Egle Follow Oct 23 '25 How UX in 2025 became more about intent than interaction # design # uxdesign # uidesign # webdesign 9 reactions Comments 1 comment 4 min read 11 Principles That Help Me Decide When to Research vs. Just Ship Ulad Shauchenka Ulad Shauchenka Ulad Shauchenka Follow Sep 26 '25 11 Principles That Help Me Decide When to Research vs. Just Ship # design # uxdesign # uidesign # webdesign Comments Add Comment 1 min read loading... trending guides/resources The "Quick Question" That Tells Me Everything Emerging graphic design trends for 2026 Bring Your Own Laptop: Free Figma Advanced Course: Become a Figma Pro! UX Across the Atlantic: How American and European Web Design Differ Why Most Sports Coaching Websites Don’t Work - And How to Fix Yours What my dining table and my cat showed me about human attention Stop Screenshotting! The Fastest Way to Create Moodboards in Miro (2025 Guide) Thoughts? For me it's a bit busy. Top 5 Miro Plugins for Designers in 2025 Building a Dummy Service Centre Website Taught Me More Than Any Assignment Essential Graphic Design Principles for Beginners The Ultimate Guide to Tab Design: Anatomy, Types, and Tips Why Batch Background Removal Is the Future of Digital Branding and Product Photography Pure CSS audio visualizer 💎 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 Design Community — Web design, graphic design and everything in-between Home About Contact 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 . Design Community © 2016 - 2026. We're a place where designers share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:48:52 |
https://dev.to/t/discuss/videos | Videos - 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 Forem Close All videos # discuss on Video 12:57 No Code Admin Panel Platform Manish Pillai 03:43 Can logic assembly replace low-level programming in automation? Beeptec Engineering 03:43 BEEPTOOLKIT - IDE Soft Logic Controller Beeptec Engineering 02:03 Project of the Week: Appwrite Riyana Patel 02:02 Project of the Week: Clerk Riyana Patel 02:21 Project of the Week: Supabase Riyana Patel 02:41 Project of the Week: freeCodeCamp Riyana Patel 02:41 Project of the Week: Excalidraw Riyana Patel 02:22 Project of the Week: Windmill Riyana Patel 02:00 Project of the Week: MapLibre Riyana Patel 03:15 Project of the Week: Deno Riyana Patel 03:04 Project of the Week: Ghost 👻 Riyana Patel 02:34 Project of the Week: Grafana Riyana Patel 02:21 Project of the Week: TensorFlow Riyana Patel 01:35 Project of the Week: HedgeDoc 🦔 Riyana Patel 00:22 ✏️ What’s your go-to UI font right now? #UIUXDesign #FontInspiration #UIDesignTips #UXForEveryone #DesignTrends2025 #nurodesign Nuro Design 01:49 Project of the Week: TanStack Query Riyana Patel 00:41 Shazam for movies - Clip2Title Sebastian Van Rooyen 00:17 Manticore vs Elastic with Kibana Sergey Nikolaev 01:49 🤯 Me in Gemini DeepSearch ANIRUDDHA ADAK 00:45 DevHunt Weekly: Unfair Rankings or Just a Glitch? Wlad Radchenko 00:31 Exploring dev.to's Hidden Features: Upload a Video. What? Wlad Radchenko 00:25 What are your thoughts on the Rails community? Nick Taylor 02:17 How do you balance showing your understanding of tech with showing you can apply your skills? BekahHW 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 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. Made with love and Ruby on Rails . Forem © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:48:52 |
https://openfeature.dev/ | OpenFeature Skip to main content Check out our KubeCon NA '25 recap, and our new training course! Docs Specification Ecosystem Community Support & Training Tutorials Blog Search Standardizing Feature Flagging for Everyone Learn more Get started What's a Feature Flag? Feature flags are a software development technique that allows teams to enable, disable or change the behavior of certain features or code paths in a product or service, without modifying the source code. What's OpenFeature? OpenFeature is an open specification that provides a vendor-agnostic, community-driven API for feature flagging that works with your favorite feature flag management tool or in-house solution. Why standardize? Standardizing feature flags unifies tools and vendors behind a common interface, avoiding vendor lock-in at the code level. It provides a framework for building extensions and integrations that can be shared across the community. Open source Community driven feature flagging OpenFeature is an open source CNCF incubating project under the Apache 2 license. Check out the project on GitHub and consider joining the OpenFeature community! Avoid code-level lock-in One SDK, any backend OpenFeature is designed to work with any feature flag management tool or in-house solution. This enables you to switch between platforms or consolidate multiple platforms much more easily. Continue to use your current solution Combine multiple solutions behind a single interface Try a new solution without a code refactor Amazon AWS icon dd_logo_v_white-svg Previous slide Next slide Developed with the industry Supports your favorite tools OpenFeature has broad industry support, and many of the top open source and commercial tools have created officially-supported providers. Works with your favorite vendor Integrates with popular open source projects Add support to your home grown solution Previous slide Next slide Ultimate flexibility Speaks your language OpenFeature supports many of the top programming languages, with more on the way. Sections Docs Specification Community Tutorials Community BlueSky Twitter LinkedIn Join us on Slack YouTube More GitHub Trademarks © 2026 OpenFeature is a Cloud Native Computing Foundation incubating project | Documentation Distributed under CC BY 4.0 | All Rights Reserved | 2026-01-13T08:48:52 |
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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 Dinesh Posted on Jan 11 Why My First Animation Blueprint Didn’t Work in Unreal Engine # gamedev # unrealengine # beginners # animation Game Designing and Development (17 Part Series) 1 🕹️ Game Designer or Game Developer? Don’t Decide Too Early 2 🎮 Day 2 – Foundation for Game Designers ... 13 more parts... 3 🎮 Day 3 – Understanding GDD (Game Design Document) 4 🎮 Learning Game Development – Day 4 5 🎮 Learning Game Development – Day 5 Basics of Color Theory 6 I thought materials in Unreal Engine were just about colors. I was wrong. They’re more about logic than visuals. 7 🎮 Learning Game Development – Day 7 8 🎮 Learning Game Development – Day 8 9 🎮 Learning Game Development – Day 9 10 Understanding Starter Content and Selection Mode in Unreal Engine (Day 10) 11 Actor Panel and Landscape Tool Basics in Unreal Engine (Day 11) 12 Learning Landscape Heightmaps and Sculpting Tools in Unreal Engine (Day 12) 13 Learning the Foliage Tool in Unreal Engine (Day 13) 14 Creating Materials in Unreal Engine 5 and Understanding ORM Textures (Day 14) 15 How I Turned a Static Character into a Moving One in Unreal Engine 16 Why My First Animation Blueprint Didn’t Work in Unreal Engine 17 How Speed Finally Made My Character Feel Alive I imported everything correctly… but nothing moved. The character just stood there. That’s when Animation Blueprints started making sense. This post is part of my daily learning journey in game development. I’m sharing what I learn each day — the basics, the confusion, and the real progress — from the perspective of a beginner. On Day 16 of my game development journey, I worked on importing animations and understanding Animation Blueprints in Unreal Engine. What I tried / learned today I imported the character mesh first into a new folder. Then I created an Animations folder and imported Idle, Walk, Run, and Jump animations. While importing animations, I learned that Unreal needs the correct skeletal mesh selected , or the animations won’t work properly. Next, I created an Animation Blueprint using my character’s skeletal mesh. Inside it, I added a State Machine and connected it to the Final Animation Pose . I created states like: Idle / Walk / Run Jump What confused me The transition logic between states confused me a lot. I didn’t understand how Unreal decides when to jump or when to return to idle. What worked or finally clicked Using Try Get Pawn Owner → Get Movement Component → Is Falling helped me detect when the character is in the air. I stored that value in a variable and used it inside the state transition rules. That finally made the jump logic work. One lesson for beginners Import the mesh first, animations later Animation Blueprints control how the character moves State machines look complex, but the logic is simple Slow progress — but I’m building a strong foundation. If you’re also learning game development, what was the first thing that confused you when you started? See you in the next post 🎮🚀 Game Designing and Development (17 Part Series) 1 🕹️ Game Designer or Game Developer? Don’t Decide Too Early 2 🎮 Day 2 – Foundation for Game Designers ... 13 more parts... 3 🎮 Day 3 – Understanding GDD (Game Design Document) 4 🎮 Learning Game Development – Day 4 5 🎮 Learning Game Development – Day 5 Basics of Color Theory 6 I thought materials in Unreal Engine were just about colors. I was wrong. They’re more about logic than visuals. 7 🎮 Learning Game Development – Day 7 8 🎮 Learning Game Development – Day 8 9 🎮 Learning Game Development – Day 9 10 Understanding Starter Content and Selection Mode in Unreal Engine (Day 10) 11 Actor Panel and Landscape Tool Basics in Unreal Engine (Day 11) 12 Learning Landscape Heightmaps and Sculpting Tools in Unreal Engine (Day 12) 13 Learning the Foliage Tool in Unreal Engine (Day 13) 14 Creating Materials in Unreal Engine 5 and Understanding ORM Textures (Day 14) 15 How I Turned a Static Character into a Moving One in Unreal Engine 16 Why My First Animation Blueprint Didn’t Work in Unreal Engine 17 How Speed Finally Made My Character Feel Alive 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 Dinesh Follow I am currently learning Game Designing and Development. I also share my learning journey on Medium site (profile link in website url). Location Chennai, India Education Monolith Research and Training labs Joined Dec 27, 2025 More from Dinesh How Speed Finally Made My Character Feel Alive # gamedev # unrealengine # beginners # animation How I Turned a Static Character into a Moving One in Unreal Engine # gamedev # unrealengine # beginners # animation Creating Materials in Unreal Engine 5 and Understanding ORM Textures (Day 14) # gamedev # unrealengine # beginners # learning 💎 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://dev.to/thekarlesi/how-to-handle-stripe-and-paystack-webhooks-in-nextjs-the-app-router-way-5bgi#comments | How to Handle Stripe and Paystack Webhooks in Next.js (The App Router Way) - 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 Esimit Karlgusta Posted on Jan 13 How to Handle Stripe and Paystack Webhooks in Next.js (The App Router Way) # api # nextjs # security # tutorial The #1 reason developers struggle with SaaS payments is Webhook Signature Verification. You set everything up, the test payment goes through, but your server returns a 400 Bad Request or a Signature Verification Failed error. In the Next.js App Router, the problem usually stems from how the request body is parsed. Stripe and Paystack require the raw request body to verify the signature, but Next.js often tries to be helpful by parsing it as JSON before you can get to it. Here is the "Golden Pattern" for handling this in 2026. 1. The Route Handler Setup Create a file at app/api/webhooks/route.ts . You must export a config object (if using older versions) or use the req.text() method in the App Router to prevent automatic parsing. import { NextResponse } from " next/server " ; import crypto from " crypto " ; export async function POST ( req : Request ) { // 1. Get the raw body as text const body = await req . text (); // 2. Grab the signature from headers const signature = req . headers . get ( " x-paystack-signature " ) || req . headers . get ( " stripe-signature " ); if ( ! signature ) { return NextResponse . json ({ error : " No signature " }, { status : 400 }); } // 3. Verify the signature (Example for Paystack) const hash = crypto . createHmac ( " sha512 " , process . env . PAYSTACK_SECRET_KEY ! ) . update ( body ) . digest ( " hex " ); if ( hash !== signature ) { return NextResponse . json ({ error : " Invalid signature " }, { status : 401 }); } // 4. Now parse the body and handle the event const event = JSON . parse ( body ); if ( event . event === " charge.success " ) { // Handle successful payment in your database console . log ( " Payment successful for: " , event . data . customer . email ); } return NextResponse . json ({ received : true }, { status : 200 }); } Enter fullscreen mode Exit fullscreen mode 2. The Middleware Trap If you have global middleware protecting your routes, ensure your webhook path is excluded. Otherwise, the payment provider will hit your login page instead of your API. 3. Why this matters for your SaaS If your webhooks fail, your users won't get their "Pro" access, and your churn will skyrocket. Handling this correctly is the difference between a side project and a real business. I have spent a lot of time documenting these "Gotchas" while building my MERN stack projects. If you want to see a full implementation of this including Stripe, Paystack, and database logic, check out my deep dive here: How to add Stripe or Paystack payments to your SaaS . Digging Deeper If you are tired of debugging the same boilerplate over and over, you might find my SassyPack overview helpful. I built it specifically to solve these "Day 1" technical headaches for other founders. Happy coding! 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 Esimit Karlgusta Follow Full Stack Developer Location Earth, for now :) Education BSc. IT Work Full Stack Developer Joined Mar 31, 2020 More from Esimit Karlgusta Secure Authentication in Next.js: Building a Production-Ready Login System # webdev # programming # nextjs # beginners Stop Coding Login Screens: A Senior Developer’s Guide to Building SaaS That Actually Ships # webdev # programming # beginners # tutorial Zero to SaaS vs ShipFast, Which One Actually Helps You Build a Real SaaS? # nextjs # beginners # webdev # 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://golf.forem.com/privacy | Privacy Policy - Golf Forem 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 Golf Forem Close Privacy Policy Last Updated: September 01, 2023 This Privacy Policy is designed to help you understand how DEV Community Inc. (" DEV ," " we ," or " us ") collects, use, and discloses your personal information. What's With the Defined Terms? You'll notice that some words appear in quotes in this Privacy Policy. They're called "defined terms," and we use them so that we don't have to repeat the same language again and again. They mean the same thing in every instance, to help us make sure that this Privacy Policy is consistent. We've included the defined terms throughout because we want it to be easy for you to read them in context. 1. WHAT DOES THIS PRIVACY POLICY APPLY TO? 2. PERSONAL INFORMATION WE COLLECT 3. HOW WE USE YOUR INFORMATION 4. HOW WE DISCLOSE YOUR INFORMATION 5. YOUR PRIVACY CHOICES AND RIGHTS 6. INTERNATIONAL DATA TRANSFERS 7. RETENTION OF PERSONAL INFORMATION 8. SUPPLEMENTAL DISCLOSURES FOR CALIFORNIA RESIDENTS 9. SUPPLEMENTAL NOTICE FOR NEVADA RESIDENTS 10. CHILDREN'S INFORMATION 11. OTHER PROVISIONS 12. CONTACT US 1. WHAT DOES THIS PRIVACY POLICY APPLY TO? This Privacy Policy applies to personal information processed by us, including on our websites, mobile applications, and other online or offline offerings — basically anything we do. To make this Privacy Policy easier to read, our websites, mobile applications, and other offerings are all collectively called the " Services. " Beyond this Privacy Policy, your use of the Services is subject to our DEV Community Terms and our Forem Terms. The Services include both our own community forum at https://www.dev.to (the " DEV Community ") and the open source tool we provide called " Forem ," available at https://www.forem.com which allows our customers to create and operate their own online forums. We collect personal information from two categories of people: (1) our customers, who use Forem and our hosting services to run and host their own forums (we'll call them " Forem Operators "), and (2) the people who interact with DEV-hosted forums, including forums provided by Forem Operators utilizing Forem and separately our own DEV Community (we'll call them " Users "). An Important Note for Users Since we provide hosting services for Forem Operators, technically we also process your information on their behalf. That processing is governed by the contracts that we have in place with each Forem Operator, not this Privacy Policy. In other words, when you share your data on a DEV-hosted forum operated by a Forem Operator, we at DEV are basically just the "pipes" — we process the data on behalf of the Forem Operator, but don't do anything with it ourselves beyond what we're required to do under our contract (and by law). So, if you post your information on a DEV-powered forum provided by a Forem Operator, that Forem Operator's privacy policy applies, and any questions or requests relating to your data on that service should be directed to that Forem Operator, not us. Likewise, if you use our mobile application, you may also interact with forums that use DEV's open-source tools but do all their hosting and data collection themselves. For those forums, we at DEV have no access to your data, so be sure to read the privacy policy of any third-party hosted forum before posting. 2. PERSONAL INFORMATION WE COLLECT The categories of personal information we collect depend on whether you're a User or Forem Operator, how you interact with us, our Services, and the requirements of applicable law. Breaking it down, we collect three types of information: (1) information that you provide to us directly, (2) information we obtain automatically when you use our Services, and (3) information we get about you from other sources (such as third-party services and organizations). More details are below. A. Information You Provide to Us Directly We may collect the following personal information that you provide to us. Account Creation (for Forem Operators): We'll require your name and email address to get started, as well as some details about the Forem you want to run, such as: whether you're running the Forem on your own behalf or as part of an organization, and details about the community you want to support (how big is it, what topics does it cover, where do members currently communicate, how/if the community earns money, whether the community is open, invite-only or paid, any existing social media accounts, etc.) You'll need to tell us a bit about your personal coding background, and you'll have the option to provide your DEV username as well, if you are a member of the DEV.to community. Account Creation (for Users) : We collect name and email address from users that create an account on DEV Community. For other forums created by Forem Operators using Forem, the Forem Operator determines what information is required for User account creation for their respective forums. 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If you buy stuff on our shop site https://shop.dev.to/ (as either a User or Forem Operator), or otherwise if you pay us in connection with your use of the Forem service, we may collect personal information and details associated with your purchases, including payment information. Any payments made via our Services are processed by third-party payment processors, such as Stripe, Shopify, and PayPal. We do not directly collect or store any payment card information entered through our Services, but may receive information associated with your payment card information (e.g., your billing details). Your Communications with Us (Users and Forem Operators) . We may collect personal information, such as email address, phone number, or mailing address when you request information about our Services, register for our newsletter or loyalty program, request customer or technical support, apply for a job, or otherwise communicate with us. Surveys . We may contact you to participate in surveys. 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Provide Our Services We use your information to fulfill our contract with you and provide you with our Services, such as: Managing your information and accounts; Providing access to certain areas, functionalities, and features of our Services; Answering requests for customer or technical support; Communicating with you about your account, activities on our Services, and policy changes; Processing your financial information and other payment methods for products or Services purchased; Processing applications if you apply for a job we post on our Services; and Allowing you to register for events. B. 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DEV's processing of your personal information will not result in a decision based solely on automated processing that significantly affects you unless such a decision is necessary as part of a contract we have with you, we have your consent, or we are permitted by law to engage in such automated decision making. If you have questions about our automated decision making, you may contact us as set forth in the "Contact Us" section below. De-identified and Aggregated Information . We may use personal information and other information about you to create de-identified and/or aggregated information, such as de-identified demographic information, information about the device from which you access our Services, or other analyses we create. For example, we may collect system-wide information to ensure availability of the platform, or measure aggregate data trends to analyze and optimize our Services. Share Content with Friends or Colleagues. 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We may share your personal information with our third-party service providers who use that information to help us provide our Services. This includes service providers that provide us with IT support, hosting, payment processing, customer service, and related services. For example, our Shop site is run by Shopify, who handle your shipping details on our behalf. Business Partners . We may share your personal information with business partners to provide you with a product or service you have requested. We may also share your personal information to business partners with whom we jointly offer products or services. Other Users . As described above in the "Personal Information We Collect" section of this Privacy Policy, our Service allows Users to share their profiles, and any posts, chats, etc. with other Users and with the general public, including to those who do not use our Services. APIs/SDKs . We may use third-party Application Program Interfaces ("APIs") and Software Development Kits ("SDKs") as part of the functionality of our Services. For more information about our use of APIs and SDKs, please contact us as set forth in the "Contact Us" section below. B . Disclosures to Protect Us or Others We may access, preserve, and disclose any information we store associated with you to external parties if we, in good faith, believe doing so is required or appropriate to: comply with law enforcement or national security requests and legal process, such as a court order or subpoena; protect your, our, or others' rights, property, or safety; enforce our policies or contracts; collect amounts owed to us; or assist with an investigation or prosecution of suspected or actual illegal activity. C. Disclosure in the Event of Merger, Sale, or Other Asset Transfers If we are involved in a merger, acquisition, financing due diligence, reorganization, bankruptcy, receivership, purchase or sale of assets, or transition of service to another provider, your information may be sold or transferred as part of such a transaction, as permitted by law and/or contract. 5. YOUR PRIVACY CHOICES AND RIGHTS Your Privacy Choices . The privacy choices you may have about your personal information are determined by applicable law and are described below. Email Communications . If you receive an unwanted email from us, you can use the unsubscribe link found at the bottom of the email to opt out of receiving future emails. Note that you will continue to receive transaction-related emails regarding products or Services you have requested. We may also send you certain non-promotional communications regarding us and our Services, and you will not be able to opt out of those communications (e.g., communications regarding our Services or updates to our Terms or this Privacy Policy). Mobile Devices . We may send you push notifications through our mobile application. You may opt out from receiving these push notifications by changing the settings on your mobile device. "Do Not Track." Do Not Track (" DNT ") is a privacy preference that users can set in certain web browsers. Please note that we do not respond to or honor DNT signals or similar mechanisms transmitted by web browsers. Cookies and Interest-Based Advertising . You may stop or restrict the placement of Technologies on your device or remove them by adjusting your preferences as your browser or device permits. However, if you adjust your preferences, our Services may not work properly. Please note that cookie-based opt-outs are not effective on mobile applications. Please note you must separately opt out in each browser and on each device. Your Privacy Rights . In accordance with applicable law, you may have the right to: Access Personal Information about you, including: (i) confirming whether we are processing your personal information; (ii) obtaining access to or a copy of your personal information; Request Correction of your personal information where it is inaccurate, incomplete or outdated. In some cases, we may provide self-service tools that enable you to update your personal information; Request Deletion, Anonymization or Blocking of your personal information when processing is based on your consent or when processing is unnecessary, excessive or noncompliant; Request Restriction of or Object to our processing of your personal information when processing is noncompliant; Withdraw Your Consent to our processing of your personal information. If you refrain from providing personal information or withdraw your consent to processing, some features of our Service may not be available; Request Data Portability and Receive an Electronic Copy of Personal Information that You Have Provided to Us; Be Informed about third parties with which your personal information has been shared; and Request the Review of Decisions Taken Exclusively Based on Automated Processing if such decisions could affect your data subject rights. If you would like to exercise any of these rights, please contact us as set forth in "Contact Us" below. We will process such requests in accordance with applicable laws. 6. INTERNATIONAL DATA TRANSFERS All information processed by us may be transferred, processed, and stored anywhere in the world, including, but not limited to, the United States or other countries, which may have data protection laws that are different from the laws where you live. We always strive to safeguard your information consistent with the requirements of applicable laws. 7. RETENTION OF PERSONAL INFORMATION We store the personal information we collect as described in this Privacy Policy for as long as you use our Services or as necessary: to fulfill the purpose or purposes for which it was collected, to provide our Services, to resolve disputes, to establish legal defenses, to conduct audits, to pursue legitimate business purposes, to enforce our agreements, and to comply with applicable laws. 8. SUPPLEMENTAL DISCLOSURES FOR CALIFORNIA RESIDENTS Refer-a-Friend and Similar Incentive Programs . As described above in the How We Use Your Personal Information section ("Share Content with Friends or Colleagues" subsection), we may offer referral programs or other incentivized data collection programs. For example, we may offer incentives to you such as discounts or promotional items or credit in connection with these programs, wherein you provide your personal information in exchange for a reward, or provide personal information regarding your friends or colleagues (such as their email address) and receive rewards when they sign up to use our Services. (The referred party may also receive rewards for signing up via your referral.) These programs are entirely voluntary and allow us to grow our business and provide additional benefits to you. The value of your data to us depends on how you ultimately use our Services, whereas the value of the referred party's data to us depends on whether the referred party ultimately becomes a User or Forem Operator and uses our Services. Said value will be reflected in the incentive offered in connection with each program. Accessibility . This Privacy Policy uses industry-standard technologies and was developed in line with the World Wide Web Consortium's Web Content Accessibility Guidelines, version 2.1* . * If you wish to print this policy, please do so from your web browser or by saving the page as a PDF. California Shine the Light . The California "Shine the Light" law permits users who are California residents to request and obtain from us once a year, free of charge, a list of the third parties to whom we have disclosed their personal information (if any) for their direct marketing purposes in the prior calendar year, as well as the type of personal information disclosed to those parties. Right for Minors to Remove Posted Content . Where required by law, California residents under the age of 18 may request to have their posted content or information removed from the publicly-viewable portions of the Services by contacting us directly as set forth in the "Contact Us" section below or by logging into their account and removing the content or information using our self-service tools. 9. SUPPLEMENTAL NOTICE FOR NEVADA RESIDENTS If you are a resident of Nevada, you have the right to opt-out of the sale of certain Personal Information to third parties who intend to license or sell that Personal Information. You can exercise this right by contacting us as set forth in the "Contact Us\" section below with the subject line "Nevada Do Not Sell Request" and providing us with your name and the email address associated with your account. Please note that we do not currently sell your Personal Information as sales are defined in Nevada Revised Statutes Chapter 603A. If you have any questions, please contact us as set forth below. 10. CHILDREN'S INFORMATION The Services are not directed to children under 13 (or other age as required by local law), and we do not knowingly collect personal information from children. If you are a parent or guardian and believe your child has uploaded personal information to our site without your consent, you may contact us as described in the "Contact Us" section below. If we become aware that a child has provided us with personal information in violation of applicable law, we will delete any personal information we have collected, unless we have a legal obligation to keep it, and terminate the child's account if applicable. 11. OTHER PROVISIONS Third-Party Websites or Applications . The Services may contain links to other websites or applications, and other websites or applications may reference or link to our Services. These third-party services are not controlled by us. We encourage our users to read the privacy policies of each website and application with which they interact. We do not endorse, screen or approve, and are not responsible for, the privacy practices or content of such other websites or applications. Providing personal information to third-party websites or applications is at your own risk. Changes to Our Privacy Policy . We may revise this Privacy Policy from time to time in our sole discretion. If there are any material changes to this Privacy Policy, we will notify you as required by applicable law. You understand and agree that you will be deemed to have accepted the updated Privacy Policy if you continue to use our Services after the new Privacy Policy takes effect. 12. CONTACT US If you have any questions about our privacy practices or this Privacy Policy, or to exercise your rights as detailed in this Privacy Policy, please contact us at: support@dev.to . 💎 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 Golf Forem — A community of golfers and golfing enthusiasts Home About Contact 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 . Golf Forem © 2016 - 2026. Where hackers, sticks, weekend warriors, pros, architects and wannabes come together Log in Create account | 2026-01-13T08:48:52 |
https://dev.to/challenges/midnight-2025-08-20 | Midnight Network "Privacy First" Challenge - DEV Challenge - 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 Challenges > Midnight Network "Privacy First" Challenge CHALLENGE RESULTS 🏆 Winners Announced! 🎊 Congrats to the Midnight Network "Privacy First" Challenge Winners! Read Announcement Challenge ends soon! Submit your entry now DAYS : HOURS : MINUTES : SECONDS See prompts Midnight Network "Privacy First" Challenge View Entries Please sign in to follow this challenge Build privacy-enhancing applications using zero-knowledge proofs! Challenge Status: Ended Ended Join our next Challenge We're excited to announce our newest challenge with Midnight Network ! Running through September 7 , the Midnight Network "Privacy First" Challenge invites you to build privacy-enhancing applications and developer tools using zero-knowledge proofs and Midnight's data-protection blockchain. There are two prompts for this challenge and one additional prize category, which means three chances to win! ✨ New to blockchain? Join us today (August 20) at 1pm ET for a livestream right on the DEV homepage with the Midnight Team to learn more about their technology and what you can build for the challenge! Don’t worry, we’ll also share the video down below if you miss the event. ✨ Whether you're a blockchain developer, privacy advocate, or curious about ZK technology, this challenge is the perfect opportunity to explore privacy-first development. As always, all participants with a valid submission will receive a completion badge! And did we mention there's a $5,000 prize pool for our three winners? We hope you give this challenge a try! Key Dates Contest start: August 20, 2025 Submissions due: September 07, 2025 Winners announced: September 18, 2025 Badge Rewards Midnight Challenge Completion Badge Midnight Challenge Winner Badge Find Out More Ask questions and share your ideas on the Midnight Network "Privacy First" Challenge Launch Post. View Launch Post Sponsored by Midnight Foundation The Midnight Foundation is an organization dedicated to growing the Midnight network — a fourth-generation blockchain built for secure, compliant, and private decentralised applications — and supporting the global community around it. We help developers, creators, and privacy advocates build tools that protect personal data, support digital freedom, and power the breakthrough generation of blockchain innovation. Our goal is to make Midnight's technology open and accessible to everyone. By breaking down barriers and encouraging collaboration, we're helping to build a more fair, decentralised internet — one that's trustless and respects individual privacy. Learn More → Challenge Prompts Protect That Data Build a decentralized application (DApp) that leverages ZK circuits to generate proofs for any entity or virtual transaction. Your DApp must integrate both smart contracts and a user interface, meaningfully incorporating Midnight's privacy capabilities as a core feature. Requirements: Use Midnight's Compact language and MidnightJS for zero-knowledge proofs Include a UI that showcases the privacy-preserving mechanism Focus on one specific functionality (ZK-powered game mechanics, confidential job boards, identity attestation tools, privacy-preserving chat/voting apps, etc.) Use only mocked transactions/tokens (no real-world value) Open-source under Apache 2.0 license How To Participate: Submit your project using the template link below. All submissions must include: Public GitHub repository with Apache 2.0 license Overview/explainer/tutorial of your project Documentation for running and easily testing your project The "Protect That Data" winner will receive $3,500 USD, a DEV++ membership , and an exclusive winner badge! Submission Template Judging Criteria: Use of underlying technology Usability and User Experience Accessibility Creativity Prizes: $3,500 USD + DEV++ Membership + Exclusive winner badge Enhance the Ecosystem Develop a project that improves the experience of building on Midnight for other developers. This could include DX libraries, CLI tools, dashboards, block explorers, ZK playgrounds, wallet connectors, or development framework integrations. Requirements: Must improve developer productivity or experience Open-source under Apache 2.0 license Include comprehensive documentation How To Participate: Submit your project using the template link below. All submissions must include: Public GitHub repository with Apache 2.0 license Overview/explainer/tutorial of your project Documentation for running and easily testing your project The "Enhance the Ecosystem" winner will receive $1,000 USD, a DEV++ membership , and an exclusive winner badge! Submission Template Judging Criteria: Use of underlying technology Usability and User Experience Accessibility Creativity Prizes: $1,000 USD + DEV++ Membership + Exclusive winner badge Prize Categories Best Tutorial Awarded to the most effective and engaging tutorial as part of their submission to either prompt Prizes: $500 USD + DEV++ Membership + Exclusive winner badge Helpful Links & Resources Getting Started with Midnight Midnight Network is currently in Testnet, so no credit card is required to get started. You can access test tokens (tDUST) through their faucet. Key Resources: Midnight Network Documentation Quick Start Guide Build with an example (tutorial) Build from scratch (tutorial) Midnight Network Developer Hub GitHub Repo Fireside Dev Hang [Livestream Recording] Connect: Discord Community DEV Challenge Channel Technical Forum Follow @devsofmidnight Frequently Asked Questions Participation Can I submit to multiple prompts? Yes, you are welcome to submit to multiple prompts. Can one submission qualify for multiple prompts? Yes, if your submission offers a solution to multiple prompts, it can qualify for multiple prompts. Can I submit to a prompt more than once? Yes, you can submit multiple submissions per prompt but you'll need to publish a separate post for each submission. In the event that you may win two or more prompts, and your submission is very close with another participant, we will favor the other participant. In the event that you do win two or more prompts, you will only receive one winner badge. Can I work on a team? Yes, you can work on teams of up to four people. If you collaborate with anyone, you'll need to list their DEV handles in your submission post so we can award a badge to your entire team! Please only publish one submission per team. DEV does not handle prize-splitting, so you will need to split all prizes amongst yourselves. Thank you for understanding! How old do I have to be to participate? Participants need to be 18+ in order to participate. If I live in X, am I eligible to participate? For eligibility rules, see our official challenge rules . Submission Can my submission include open source code? Riffing on open source code and borrowing and improving on previous work/ideas is encouraged but it's important your changes are significant enough to ensure your submission is valid. When does riffing become plagiarism? It will depend, but transparency is important, license compatibility is important. You can use someone else's code to give you a jumpstart to demonstrate your ideas on top of someone else's base, but not just re-package the base. It should be clear to the judges what you added to the project in terms of the code and conceptual inspiration. This means, you should clearly state what you were building on and what elements are original to this new submission. When building on existing code, we expect a significant change that adds something tangible to the output. i.e. a new animation, and new sprite, a new function, a new presentation. Not just changes to the source - i.e. changing colours, changing one sprite, changing one function. What happens if my submission is considered plagiarized or invalid? Anything deemed to be plagiarism will not be eligible for prizes. Incidental plagiarism may simply result in your disqualification from the challenge (regardless of the number of other valid submissions you have published). Egregious plagiarism will result in your suspension from DEV entirely. Any non-generic, non-trivial usage of prior work, including open source code must be credited in your submission. Do submissions have to be in English? Non-english submissions are eligible for a completion badge but not eligible for prizes due to the current limitations of our judges. We will not be judging on mastery of the English language, so please don't let this deter you from submitting if you are not a native English speaker! We hope to evolve this in the future to be more accommodating. Do I need a license for my code? Yes, this challenge requires your submission to be open-source under the Apache 2.0 license. This is mandatory for all submissions to either prompt. Can I use AI? Use of AI is allowed as long as all other rules are followed. We want to give you a chance to show off your skills in realistic scenarios. If you use AI tools to help you achieve your submission, all the power to you. How do I embed my project directly into my DEV post? Our editor supports many types of embeds, including: Stackbliz, Glitch, Github, etc. You can typically use the {% embed https://... %} syntax directly in the post. Click here for more information on our markdown support. For CodePen, you will need to use this syntax: {% codepen http://... %} For CodeSandbox, you will need to use this syntax: {% codesandbox http://... %} Judging and Prizing How does the "Best Tutorial" prize category work? In addition to the two main prompts, we're awarding a "Best Tutorial" prize ($500 USD) to the most effective and engaging tutorial as part of any submission to either prompt. This means your submission could win both a main prompt prize and the tutorial prize if your submission includes exceptional educational content. Can there be ties? In the event of a tie in scoring between judges, the judges will select the entry that received the highest number of positive reactions on their DEV post to determine the winner. How will I know if I won? Winners will be announced in a DEV post on the winner announcement date noted in our key dates section. When will I receive my DEV badge? Both participation and winner badges will be awarded, in most cases, the same day as the winner announcement. When will I receive my prizes? The DEV Team will contact you via the email associated with your DEV profile within, at most, 10 business days of the announcement date to share the details of claiming your prizes. What steps do I need to take to receive my cash prize? The winner (including each member of a team) may be required to sign and return an affidavit of eligibility and publicity/liability release, and provide any additional tax filing information (such as a W-9, social security number or Federal tax ID number) within seven (7) business days following the date of your first email notification. Midnight Network "Privacy First" Challenge Rules NO PURCHASE NECESSARY. Open only to 18+. Contest entry period ends September 7, 2025 at 11:59 PM PDT. Contest is void where prohibited or restricted by law or regulation. All entries must be submitted during the contest period. For Official Rules, see Midnight Network "Privacy First" Challenge Contest Rules and General Contest Official Rules . Dismiss 💎 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 | 2026-01-13T08:48:52 |
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Posts Relevant Latest Top How to Build a website in 2026: Complete Beginner’s Guide (The Smartest Way to Launch Online This Year) Yogendra Prajapati Yogendra Prajapati Yogendra Prajapati Follow Jan 9 How to Build a website in 2026: Complete Beginner’s Guide (The Smartest Way to Launch Online This Year) # webdev # beginners # tools # business Comments Add Comment 8 min read The Impact of Phones on the Brain: A Double-Edged Sword Gus Woltmann Gus Woltmann Gus Woltmann Follow Jan 11 The Impact of Phones on the Brain: A Double-Edged Sword # discuss # science # watercooler Comments Add Comment 3 min read Apophis: The Potential Threat of a Comet Impact on Earth Gustavo Woltmann Gustavo Woltmann Gustavo Woltmann Follow Jan 11 Apophis: The Potential Threat of a Comet Impact on Earth # discuss # science # space # watercooler Comments Add Comment 3 min read digital marketing Junaid Rana Junaid Rana Junaid Rana Follow Jan 9 digital marketing # ai # programming # beginners # productivity Comments Add Comment 5 min read On Being Productive Without Being Busy Serguey Asael Shinder Serguey Asael Shinder Serguey Asael Shinder Follow Jan 8 On Being Productive Without Being Busy # discuss # motivation # productivity Comments Add Comment 1 min read LED strip lighting is a distributed system (and long runs will humble you) emmma emmma emmma Follow Jan 7 LED strip lighting is a distributed system (and long runs will humble you) # hardware # learning # networking Comments Add Comment 2 min read Preventable Danger in Plain Sight: Gabriel Jarret Calls for Fire Safety Reform in Southern California Rentals Gabriel Jarret Gabriel Jarret Gabriel Jarret Follow Jan 7 Preventable Danger in Plain Sight: Gabriel Jarret Calls for Fire Safety Reform in Southern California Rentals # gabrieljarret Comments Add Comment 5 min read Everything You Need to Launch a Product That Looks Legit (Even If You’re Bad at Design) N Nash N Nash N Nash Follow Jan 5 Everything You Need to Launch a Product That Looks Legit (Even If You’re Bad at Design) # tools # programming # webdev # ai 4 reactions Comments Add Comment 4 min read What I Wish I Knew Before My First LED Strip Install: Light Diffusion + Power Planning emmma emmma emmma Follow Jan 6 What I Wish I Knew Before My First LED Strip Install: Light Diffusion + Power Planning # beginners # design # hardware Comments Add Comment 3 min read sharp & Founder core Divyansh singh Divyansh singh Divyansh singh Follow Jan 6 sharp & Founder core # discuss # help # webdev Comments Add Comment 1 min read The History Behind The Roman Aqueducts Gus Woltmann Gus Woltmann Gus Woltmann Follow Jan 4 The History Behind The Roman Aqueducts # history Comments Add Comment 4 min read Science behind Mountain Formation Gustavo Woltmann Gustavo Woltmann Gustavo Woltmann Follow Jan 4 Science behind Mountain Formation # beginners # learning # science Comments Add Comment 5 min read The Death of the Syntax Coder: How AI Will Transform Your Career in 2026 (and How to Survive) Mobeen ul Hassan Hashmi Mobeen ul Hassan Hashmi Mobeen ul Hassan Hashmi Follow Jan 4 The Death of the Syntax Coder: How AI Will Transform Your Career in 2026 (and How to Survive) Comments Add Comment 5 min read Best EPD Consultants in Malaysia Kolto LEED Kolto LEED Kolto LEED Follow Jan 3 Best EPD Consultants in Malaysia # malaysia Comments Add Comment 4 min read Best LEED Consultants in South Korea Kolto LEED Kolto LEED Kolto LEED Follow Jan 3 Best LEED Consultants in South Korea # southkorea Comments Add Comment 4 min read Best LEED Consultants in Singapore Viet LEED Viet LEED Viet LEED Follow Jan 3 Best LEED Consultants in Singapore # singapore Comments Add Comment 4 min read 🚀 Roast My Portfolio: I Launched mobeenfolio.com (Built with React & Firebase) long time ago. Mobeen ul Hassan Hashmi Mobeen ul Hassan Hashmi Mobeen ul Hassan Hashmi Follow Jan 4 🚀 Roast My Portfolio: I Launched mobeenfolio.com (Built with React & Firebase) long time ago. # discuss # cloud # showcase # webdev Comments Add Comment 1 min read Best EPD Consultants in Sweden Helke LEED Helke LEED Helke LEED Follow Jan 3 Best EPD Consultants in Sweden # sweden Comments Add Comment 4 min read loading... #discuss Discussion threads targeting the whole community Apophis: The Potential Threat of a Comet Impact on Earth New The Impact of Phones on the Brain: A Double-Edged Sword New #watercooler Light, and off-topic conversation. 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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 Gabor Szabo Posted on Dec 21, 2022 • Edited on Sep 22, 2023 Billions of unnecessary files in GitHub # github # programming # python # webdev As I was looking for easy assignments for the Open Source Development Course I found something very troubling which is also an opportunity for a lot of teaching and a lot of practice. Some files don't need to be in git The common sense dictates that we rarely need to include generated files in our git repository. There is no point in keeping them in our version control as they can be generated again. (The exception might be if the generation takes a lot of time or can be done only during certain phases of the moon.) Neither is there a need to store 3rd party libraries in our git repository. Instead of that we store a list of our dependencies with the required version and then we download and install them. (Well, the rightfully paranoid might download and save a copy of every 3rd party library they use to ensure it can never disappear, but you'll see we are not talking about that). .gitignore The way to make sure that neither we nor anyone else adds these files to the git repository by mistake is to create a file called .gitignore , include patterns that match the files we would like to exclude from git and add the .gitignore file to our repository. git will ignore those file. They won't even show up when you run git status . The format of the .gitignore file is described in the documentation of .gitignore . In a nutshell: /output.txt Enter fullscreen mode Exit fullscreen mode Ignore the output.txt file in the root of the project. output.txt Enter fullscreen mode Exit fullscreen mode Ignore output.txt anywhere in the project. (in the root or any subdirectory) *.txt Enter fullscreen mode Exit fullscreen mode Ignore all the files with .txt extension venv Enter fullscreen mode Exit fullscreen mode Ignore the venv folder anywhere in the project. There are more. Check the documentation of .gitignore ! Not knowing about .gitignore Apparently a lot of people using git and GitHub don't know about .gitignore The evidence: Python developers use something called virtualenv to make it easy to use different dependencies in different projects. When they create a virtualenv they usually configure it to install all the 3rd party libraries in a folder called venv . This folder we should not include in git. And yet: There are 452M hits for this search venv In a similar way NodeJS developers install their dependencies in a folder called node_modules . There are 2B responses for this search: node_modules Finally, if you use the Finder applications on macOS and open a folder, it will create an empty(!) file called .DS_Store . This file is really not needed anywhere. And yet I saw many copies of it on GitHub. Unfortunately so far I could not figure out how to search for them. The closest I found is this search . Misunderstanding .gitignore There are also many people who misunderstand the way .gitignore works. I can understand it as the wording of the explanation is a bit ambiguous. What we usually say is that If you'd like to make sure that git will ignore the __pycache__ folder then you need to put it in .gitignore . A better way would be to say this: If you'd like to make sure that git will ignore the __pycache__ folder then you need to put its name in the .gitignore file. Without that people might end up creating a folder called .gitignore and moving all the __pycache__ folder to this .gitignore folder. You can see it in this search Help Can you suggest other common cases of unnecessary files in git that should be ignored? Can you help me creating the search for .DS_store in GitHub? Updates More based on the comments: .o files the result of compilation of C and C++ code: .o .class files the result of compilation of Java code: .class .pyc files are compiled Python code. Usually stored in the __pycache__ folder mentioned earlier: .pyc How to create a .gitignore file? A follow-up post: How to create a .gitignore file? Gabor Szabo ・ Dec 29 '22 #github #gitlab #programming Top comments (51) Subscribe Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Collapse Expand Brian Kirkpatrick Brian Kirkpatrick Brian Kirkpatrick Follow Aerospace engineer with a passion for programming, an intrigue for information theory, and a soft spot for space! Location Tustin, California Education Harvey Mudd College Work Chief Mod/Sim Engineer Joined Dec 20, 2019 • Dec 22 '22 Dropdown menu Copy link Hide Did you know the command git clean -Xfd will remove all files from your project that match the current contents of your .gitignore file? I love this trick. Like comment: Like comment: 82 likes Like Comment button Reply Collapse Expand cubiclesocial cubiclesocial cubiclesocial Follow CubicleSoft is a software development company with fantastic software products. What do you need to build next? https://github.com/cubiclesoft Location USA Work Software Developer at CubicleSoft Joined Apr 26, 2020 • Jan 7 '23 Dropdown menu Copy link Hide Be careful with this one. Some of my repos have bits and pieces I expressly never commit and are in .gitignore but also don't want to branch/stash those things either. Things like files with sensitive configuration information or credentials in them that exist for development/testing purposes but should never reach GitHub. Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Perchun Pak Perchun Pak Perchun Pak Follow Hello there! I'm 15 years old Junior+ Backend/Software developer from Ukraine. See perchun.it for more info. Email dev.to@perchun.it Location Ukraine Work Available for hire. Joined Dec 17, 2022 • Jan 9 '23 • Edited on Jan 9 • Edited Dropdown menu Copy link Hide Maybe use environment variables in your IDE? Or if you're on Linux, you can set those values automatically when you enter the folder with cd . This is much safer in both situations, you will never commit this data and will never delete it. For e.g. syncing it between devices, use password manager (like BitWarden ). Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Real AI Real AI Real AI Follow Joined Apr 28, 2017 • Feb 1 '23 • Edited on Feb 1 • Edited Dropdown menu Copy link Hide The thing with repos is that git clean -Xfd should not be dangerous, if it is then you have important information that should be stored elsewhere, NOT on the filesystem. Please learn to use a proper pgpagent or something. The filesystem should really be ephemeral. Like comment: Like comment: 1 like Like Thread Thread cubiclesocial cubiclesocial cubiclesocial Follow CubicleSoft is a software development company with fantastic software products. What do you need to build next? https://github.com/cubiclesoft Location USA Work Software Developer at CubicleSoft Joined Apr 26, 2020 • Feb 2 '23 Dropdown menu Copy link Hide Information has to be stored somewhere. And that means everything winds up stored in a file system somewhere. Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Exoutia Exoutia Exoutia Follow A techgeek Education Techno Main Saltlake Work Student Joined Dec 17, 2021 • Dec 28 '22 Dropdown menu Copy link Hide I was just looking for this comman I wanted to remove some of the sqlite files from GitHub Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Gabor Szabo Gabor Szabo Gabor Szabo Follow Helping individuals and teams improve their software development practices. Introducing testing, test automation, CI, CD, pair programming. That neighborhood. Email gabor@szabgab.com Location Israel Education HUJI - Hebrew University in Jerusalem, Israel; Fazekas in Budapest, Hungary Work CI, Automation, and DevOps Trainer and Consultant at Self Employed Joined Oct 11, 2017 • Dec 28 '22 Dropdown menu Copy link Hide This won't remove the already committed files from github. It removes the files from your local disk that should not be committed to git. Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Arik Arik Arik Follow Software Engineer Location FL Education Self Taught Work Freelance Joined May 26, 2018 • Dec 28 '22 Dropdown menu Copy link Hide Lifesaver! Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Seth Berrier Seth Berrier Seth Berrier Follow Teacher of computer science and game design and development in Western Wisconsin; modern JS and web tech advocate! Location Menomonie, WI Education PhD in Computer Science Work Associate Prof. of Computer Science at University of Wisconsin Stout Joined Oct 28, 2019 • Dec 22 '22 Dropdown menu Copy link Hide Game engine projects often have very large cache folders that contain auto generated files which should not be checked into repositories. There are well established .gitignore files to help keep these out of GitHub, but people all to often don't use them. For Unity projects, "Library" off the root is a cache (hard to search for that one, it's too generic). For Unreal, "DerivedDataCache" is another ( search link ) There's also visual studio's debug symbol files with extension .pdb. these can get pretty damn big and often show up in repos when they shouldn't: search link Like comment: Like comment: 7 likes Like Comment button Reply Collapse Expand Gabor Szabo Gabor Szabo Gabor Szabo Follow Helping individuals and teams improve their software development practices. Introducing testing, test automation, CI, CD, pair programming. That neighborhood. Email gabor@szabgab.com Location Israel Education HUJI - Hebrew University in Jerusalem, Israel; Fazekas in Budapest, Hungary Work CI, Automation, and DevOps Trainer and Consultant at Self Employed Joined Oct 11, 2017 • Dec 23 '22 • Edited on Dec 23 • Edited Dropdown menu Copy link Hide Thanks! That actually gave me the idea to open the recommended gitignore files and use those as the criteria for searches. Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Chris Hansen Chris Hansen Chris Hansen Follow Location Salt Lake City, UT Joined Sep 16, 2019 • Dec 28 '22 Dropdown menu Copy link Hide See also gitignore generators like gitignore.io . For example, this generated .gitignore has some interesting ones like *.log and *.tmp . Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Kolja Kolja Kolja Follow Joined Oct 7, 2021 • Dec 21 '22 Dropdown menu Copy link Hide Does GitHub really store duplicate files? Like comment: Like comment: 4 likes Like Comment button Reply Collapse Expand Gabor Szabo Gabor Szabo Gabor Szabo Follow Helping individuals and teams improve their software development practices. Introducing testing, test automation, CI, CD, pair programming. That neighborhood. Email gabor@szabgab.com Location Israel Education HUJI - Hebrew University in Jerusalem, Israel; Fazekas in Budapest, Hungary Work CI, Automation, and DevOps Trainer and Consultant at Self Employed Joined Oct 11, 2017 • Dec 21 '22 • Edited on Dec 21 • Edited Dropdown menu Copy link Hide I don't know how github stores the files, but I am primarily interested in the health of each individual project. Having these files stored and then probably updated later will cause misunderstandings and it will make harder to track changes. Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Márton Somogyi Márton Somogyi Márton Somogyi Follow I am a programmer with about more than 15 years of experience. I have worked in many programming languages, both as a hobby and professionally. My favorites are Java, Kotlin, PHP, and Python Location Hungary Joined Jan 31, 2022 • Dec 23 '22 Dropdown menu Copy link Hide Duplicate or not, git clone is create them. 😞 Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Gabor Szabo Gabor Szabo Gabor Szabo Follow Helping individuals and teams improve their software development practices. Introducing testing, test automation, CI, CD, pair programming. That neighborhood. Email gabor@szabgab.com Location Israel Education HUJI - Hebrew University in Jerusalem, Israel; Fazekas in Budapest, Hungary Work CI, Automation, and DevOps Trainer and Consultant at Self Employed Joined Oct 11, 2017 • Dec 23 '22 Dropdown menu Copy link Hide I am not sure I understand what you meant by this comment. Like comment: Like comment: 1 like Like Thread Thread Márton Somogyi Márton Somogyi Márton Somogyi Follow I am a programmer with about more than 15 years of experience. I have worked in many programming languages, both as a hobby and professionally. My favorites are Java, Kotlin, PHP, and Python Location Hungary Joined Jan 31, 2022 • Dec 24 '22 Dropdown menu Copy link Hide It doesn't matter if github stores it in duplicate or not, because git clone will create it unnecessarily on the client side. Like comment: Like comment: 2 likes Like Thread Thread Gabor Szabo Gabor Szabo Gabor Szabo Follow Helping individuals and teams improve their software development practices. Introducing testing, test automation, CI, CD, pair programming. That neighborhood. Email gabor@szabgab.com Location Israel Education HUJI - Hebrew University in Jerusalem, Israel; Fazekas in Budapest, Hungary Work CI, Automation, and DevOps Trainer and Consultant at Self Employed Joined Oct 11, 2017 • Dec 24 '22 Dropdown menu Copy link Hide Right Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Comment deleted Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Gabor Szabo Gabor Szabo Gabor Szabo Follow Helping individuals and teams improve their software development practices. Introducing testing, test automation, CI, CD, pair programming. That neighborhood. Email gabor@szabgab.com Location Israel Education HUJI - Hebrew University in Jerusalem, Israel; Fazekas in Budapest, Hungary Work CI, Automation, and DevOps Trainer and Consultant at Self Employed Joined Oct 11, 2017 • Jan 7 '23 Dropdown menu Copy link Hide I am sorry, but it is unclear what you mean by that comment and what does that image refer to? Could you elaborate, please? Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Thomas Bnt Thomas Bnt Thomas Bnt Follow French web developer mainly but touches everything. Volunteer admin mod here at DEV. I learn Nuxt at this moment and databases. — Addict to Cappuccino and Music Location France Pronouns He/him Work IAM Consultant @ Ariovis Joined May 5, 2017 • Jan 7 '23 Dropdown menu Copy link Hide He demonstrates how to lighten your open source projects with the use of .gitignore . 👍🏼 At no time does he point at people and tell them that. Why do you think like that? 🤔 Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Alex Oladele Alex Oladele Alex Oladele Follow Constantly wanting to learn more Email oladelaa@gmail.com Location Raleigh, NC Education Miami University Work Application Developer at IBM Joined Sep 9, 2017 • Dec 28 '22 Dropdown menu Copy link Hide I manage a GitHub Enterprise instance for work and this is soooo incredibly important actually. The files you commit to git really build up overtime. Even if you "remove" a file in a subsequent commit, it is still in git history, which means you're still cloning down giant repo history whenever you clone. You might think: "oh well so what? What's the big deal? This is a normal part of the development cycle" Let's couple these large repo clones with automation that triggers multiple times a day. Now let's say that a bunch of other people are also doing automated clones of repos with large git histories. The amount of network traffic that this generates is actually significant and starts to impact performance for everyone . Not to mention that the code has to live on a server somewhere, so its likely costing your company a lot of money just o be able to host it. * General advice whether you're using GitHub Enterprise or not: * Utilize a .gitignore from the start! Be overzealous in adding things to your .gitignore file because its likely safer for you. I use Toptal to generate my gitignores personally If you're committing files or scripts that are larger than 100mb, just go ahead and use git-lfs to commit them. You're minimizing your repo history that way Try to only retain source code in git. Of course there will be times where you need to store images and maybe some documents, but really try to limit the amount of non source-code files that you store in git. Images and other non text-based files can't be diffed with git so they're essentially just reuploaded to git. This builds up very quickly Weirdly enough, making changes to a bunch of minified files can actually be more harmful to git due to the way it diffs. If git has to search for a change in a single line of text, it still has to change that entire (single) line. Having spacing in your code makes it easier to diff things with git since only a small part of the file has to change instead of the entire file. If you pushed a large file to git and realized that you truly do not need it in git, use BFG repo cleaner to remove it from your git history. This WILL mess with your git history, so I wouldn't use it lighty, but its an incredibly powerful and useful tool for completely removing large files from git history. Utilize git-sizer to see how large your repo truly is. Cloning your repo and then looking at the size on disk is probably misleading because its likely not factoring in git history. Review your automation that interacts with your version control platform. Do you really need to clone this repo 10 times an hour? Does it really make a difference to the outcome if you limited it to half that amount? A lot of times you can reduce the number of git operations you're making which just helps the server overall Like comment: Like comment: 4 likes Like Comment button Reply Collapse Expand Mohammad Hosein Balkhani Mohammad Hosein Balkhani Mohammad Hosein Balkhani Follow Eating Pizza ... Location Linux Kernel Education Master of Information Technology ( MBA ) Work Senior Software Engineer at BtcEx Joined Aug 18, 2018 • Dec 25 '22 Dropdown menu Copy link Hide I was really shocked, i read your article 3 times and opened the node modules search to believe this. Wow GitHub should start to alert this people! Like comment: Like comment: 5 likes Like Comment button Reply Collapse Expand Darren Cunningham Darren Cunningham Darren Cunningham Follow Cloud Architect, Golang enthusiast, breaker of things Location Columbus, OH Work Engineer at Rhove Joined Nov 13, 2019 • Dec 28 '22 Dropdown menu Copy link Hide github.com/community/community#mak... Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Neo Sibanda Neo Sibanda Neo Sibanda Follow Social Enthusiast Social Media Marketer Content Creator Growth Advocate Email neosibanda@gmail.com Location Harare, Zimbabwe Education IMM Graduate School of marketing Work Remote work Joined Dec 19, 2022 • Dec 22 '22 Dropdown menu Copy link Hide Ignored files are usually build artifacts and machine generated files that can be derived from your repository source or should otherwise not be committed. Some common examples are: dependency caches, such as the contents of /node_modules or /packages. compiled code, such as .o , .pyc , and .class files. Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Gabor Szabo Gabor Szabo Gabor Szabo Follow Helping individuals and teams improve their software development practices. Introducing testing, test automation, CI, CD, pair programming. That neighborhood. Email gabor@szabgab.com Location Israel Education HUJI - Hebrew University in Jerusalem, Israel; Fazekas in Budapest, Hungary Work CI, Automation, and DevOps Trainer and Consultant at Self Employed Joined Oct 11, 2017 • Dec 22 '22 Dropdown menu Copy link Hide I've updated the article based on your suggestions. Thanks. Like comment: Like comment: 3 likes Like Comment button Reply Collapse Expand Gil Fewster Gil Fewster Gil Fewster Follow Web developer, tinkerer, take-aparterer (and, sometimes, put-back-togetherer) Location Melbourne, Australia Work Front End Developer at Art Processors Joined Jul 23, 2019 • Dec 21 '22 • Edited on Dec 21 • Edited Dropdown menu Copy link Hide Good explanation of .gitgnore Don’t forget those .env files as well! GitHub’s extension search parameter doesn’t require the dot, so your .DS_Store search should work if you make that small change extension:DS_Store https://github.com/search?q=extension%3ADS_Store&type=Code Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Ethan Azariah Ethan Azariah Ethan Azariah Follow Hello! I'm a crazy guy with OS-dev interests who sometimes argues for no reason. Trying to kick the habit. ;) Formerly known as Ethan Gardener Joined Jan 7, 2020 • Dec 29 '22 • Edited on Dec 29 • Edited Dropdown menu Copy link Hide I was quite used to configuring everything by text file when I first encountered Git in 2005, but I still needed a little help and a little practice to get used to .gitignore. :) I think the most help was seeing examples in other peoples' projects; that's what usually works for me. Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Posandu Posandu Posandu Follow Joined Jun 24, 2021 • Dec 30 '22 Dropdown menu Copy link Hide The .gitignore folder search link is wrong. It should have the query .gitignore/ not .gitignore https://github.com/search?q=path%3A.gitignore%2F&type=code Like comment: Like comment: 2 likes Like Comment button Reply Collapse Expand Gabor Szabo Gabor Szabo Gabor Szabo Follow Helping individuals and teams improve their software development practices. Introducing testing, test automation, CI, CD, pair programming. That neighborhood. Email gabor@szabgab.com Location Israel Education HUJI - Hebrew University in Jerusalem, Israel; Fazekas in Budapest, Hungary Work CI, Automation, and DevOps Trainer and Consultant at Self Employed Joined Oct 11, 2017 • Dec 30 '22 Dropdown menu Copy link Hide Yours looks more correct, but I get the same results for both searches. Currently I get for both searches: 1,386,986 code results Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Posandu Posandu Posandu Follow Joined Jun 24, 2021 • Dec 30 '22 Dropdown menu Copy link Hide Weird, I get two different results. 🤣 .gitignore/ .gitignore Like comment: Like comment: 2 likes Like Thread Thread Gabor Szabo Gabor Szabo Gabor Szabo Follow Helping individuals and teams improve their software development practices. Introducing testing, test automation, CI, CD, pair programming. That neighborhood. Email gabor@szabgab.com Location Israel Education HUJI - Hebrew University in Jerusalem, Israel; Fazekas in Budapest, Hungary Work CI, Automation, and DevOps Trainer and Consultant at Self Employed Joined Oct 11, 2017 • Dec 30 '22 Dropdown menu Copy link Hide You use night-mode and I use day-mode. That must be the explanation. 🤔 Also I have a menu at the top, next to the search box with items such as "Pull requests", "Issues", ... and you don't. Either some configuration or we are on different branches of their AB testing. Like comment: Like comment: 1 like Like Comment button Reply Collapse Expand Jakub Narębski Jakub Narębski Jakub Narębski Follow Location Toruń, Poland Education Ph.D. in Physics Pronouns he/him Work Assistant Professor at Nicolaus Copernicus University in Toruń, Poland Joined Jul 30, 2018 • Dec 27 '22 Dropdown menu Copy link Hide There is gitignore.io service that can be used to generate good .gitignore file for the programming language and/or framework that you use, and per-user or per-repository ignore file for the IDE you use. Like comment: Like comment: 4 likes Like Comment button Reply View full discussion (51 comments) Some comments may only be visible to logged-in visitors. Sign in to view all comments. Some comments have been hidden by the post's author - find out more 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 Gabor Szabo Follow Helping individuals and teams improve their software development practices. Introducing testing, test automation, CI, CD, pair programming. That neighborhood. Location Israel Education HUJI - Hebrew University in Jerusalem, Israel; Fazekas in Budapest, Hungary Work CI, Automation, and DevOps Trainer and Consultant at Self Employed Joined Oct 11, 2017 More from Gabor Szabo Perl 🐪 Weekly #755 - Does TIOBE help Perl? # perl # news # programming Perl 🐪 Weekly #754 - New Year Resolution # perl # news # programming Perl 🐪 Weekly #753 - Happy New Year! # perl # news # 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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Right menu Meta AI Interview Deep Dive: Invisible Thresholds from OA to Onsite net programhelp net programhelp net programhelp Follow Jan 5 Meta AI Interview Deep Dive: Invisible Thresholds from OA to Onsite # ai # career # interview Comments Add Comment 5 min read Google Calendar - Day View (HLD) Arghya Majumder Arghya Majumder Arghya Majumder Follow Jan 9 Google Calendar - Day View (HLD) # architecture # interview # systemdesign Comments Add Comment 29 min read Day 92 of 100 days dsa coding challenge Manasi Patil Manasi Patil Manasi Patil Follow Jan 4 Day 92 of 100 days dsa coding challenge # algorithms # devjournal # interview 1 reaction Comments Add Comment 1 min read What If the OOD Interview Doesn’t Go as Planned? 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Bhupendra Follow Jan 3 JAVA DEVELOPER INTERVIEW QUESTION: # webdev # interview # java # programming Comments Add Comment 1 min read 23 DSA Patterns That Cover 90% of Coding Interview Questions RHODY FF RHODY FF RHODY FF Follow Jan 1 23 DSA Patterns That Cover 90% of Coding Interview Questions # dsa # coding # algorithms # interview Comments Add Comment 3 min read Stealth Architecture: How to Design an Invisible Real-Time AI Interview Copilot for Chrome Mahdi Eghbali Mahdi Eghbali Mahdi Eghbali Follow Jan 1 Stealth Architecture: How to Design an Invisible Real-Time AI Interview Copilot for Chrome # interview # ai # career # programming Comments Add Comment 3 min read You Want Correlation IDs for Logging Across All Proxies — Here’s How to Do It in Apigee X realNameHidden realNameHidden realNameHidden Follow Jan 5 You Want Correlation IDs for Logging Across All Proxies — Here’s How to Do It in Apigee X # apigee # apigeex # gcp # interview 5 reactions Comments Add Comment 3 min read Coding Challenge Practice - Question 92 Bukunmi Odugbesan Bukunmi Odugbesan Bukunmi Odugbesan Follow Jan 2 Coding Challenge Practice - Question 92 # challenge # interview # javascript Comments Add Comment 1 min read React Coding Challenge : Card Flip Game ZeeshanAli-0704 ZeeshanAli-0704 ZeeshanAli-0704 Follow Jan 1 React Coding Challenge : Card Flip Game # webdev # interview # react 1 reaction Comments Add Comment 2 min read Coding Challenge Practice - Question 91 Bukunmi Odugbesan Bukunmi Odugbesan Bukunmi Odugbesan Follow Jan 1 Coding Challenge Practice - Question 91 # challenge # algorithms # interview # javascript Comments Add Comment 1 min read When Would You Group Multiple API Proxies Into a Single Product in Apigee X? realNameHidden realNameHidden realNameHidden Follow Dec 31 '25 When Would You Group Multiple API Proxies Into a Single Product in Apigee X? # apigee # apigeex # interview # gcp 5 reactions Comments Add Comment 4 min read 🤯 Frontend Interviews Are Not Easy Anymore — Be Ready for These 10 Tough Questions Gouranga Das Samrat Gouranga Das Samrat Gouranga Das Samrat Follow Jan 4 🤯 Frontend Interviews Are Not Easy Anymore — Be Ready for These 10 Tough Questions # frontend # interview # javascript 1 reaction Comments Add Comment 3 min read Ultimate Guide to Snapchat OA: Data/SDE Passing Strategies (with Real Questions & Tips) net programhelp net programhelp net programhelp Follow Dec 31 '25 Ultimate Guide to Snapchat OA: Data/SDE Passing Strategies (with Real Questions & Tips) # algorithms # interview # career # tutorial Comments Add Comment 4 min read Developer Interview Questions - Android and General Topics dss99911 dss99911 dss99911 Follow Dec 30 '25 Developer Interview Questions - Android and General Topics # programming # common # interview # android Comments Add Comment 2 min read What Interviewing Interns Taught Us About Real-World Engineering Insights By VyskaTech Insights By VyskaTech Insights By VyskaTech Follow Dec 30 '25 What Interviewing Interns Taught Us About Real-World Engineering # discuss # interview # career # backend Comments Add Comment 3 min read Why I Chose Voice Over Chat for AI Interviews (And Why It Almost Backfired) Ademola Balogun Ademola Balogun Ademola Balogun Follow Dec 28 '25 Why I Chose Voice Over Chat for AI Interviews (And Why It Almost Backfired) # architecture # ai # startup # interview 2 reactions Comments Add Comment 6 min read 🎯 What Is the Purpose of API Products in Apigee X? realNameHidden realNameHidden realNameHidden Follow Dec 29 '25 🎯 What Is the Purpose of API Products in Apigee X? # apigee # gcp # interview 5 reactions Comments Add Comment 4 min read Why Most Engineers Struggle With Low-Level Design Interviews (And How to Actually Practice) Vishnu Vishnu Vishnu Follow Dec 30 '25 Why Most Engineers Struggle With Low-Level Design Interviews (And How to Actually Practice) # lld # systemdesign # interview # programming Comments Add Comment 3 min read Discovery: The Hidden Bug Killing Learning Platforms Abidit Shrestha Abidit Shrestha Abidit Shrestha Follow Dec 29 '25 Discovery: The Hidden Bug Killing Learning Platforms # webdev # ai # programming # interview Comments Add Comment 1 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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YouTube Golf YouTube Golf YouTube Golf Follow Jul 10 '25 Peter Finch Golf: Can I MAKE THE CUT at the PGA Championship? # golf # launchmonitors # roundrecap # pgachampionship Comments Add Comment 1 min read Bryan Bros Golf: The $100,000 Golf Match! YouTube Golf YouTube Golf YouTube Golf Follow Jul 10 '25 Bryan Bros Golf: The $100,000 Golf Match! # golf # roundrecap # gearreviews # launchmonitors Comments Add Comment 1 min read Grant Horvat: Can We Beat Bryson & Garrett in a Golf Match? YouTube Golf YouTube Golf YouTube Golf Follow Jul 10 '25 Grant Horvat: Can We Beat Bryson & Garrett in a Golf Match? # golf # golfyoutube # roundrecap # equipment Comments Add Comment 1 min read Grant Horvat: My First Round on Tour. YouTube Golf YouTube Golf YouTube Golf Follow Jul 10 '25 Grant Horvat: My First Round on Tour. # golfyoutube # roundrecap # milestones # equipment Comments Add Comment 1 min read Rick Shiels Golf: Can Bad golfer CHEATING Beat Tour Pro? YouTube Golf YouTube Golf YouTube Golf Follow Jul 9 '25 Rick Shiels Golf: Can Bad golfer CHEATING Beat Tour Pro? # golfyoutube # roundrecap # formats # livgolf Comments Add Comment 1 min read Peter Finch Golf: I take on the best 50 PGA Pros for £100,000 (My Best Round Of The Year!) YouTube Golf YouTube Golf YouTube Golf Follow Jul 9 '25 Peter Finch Golf: I take on the best 50 PGA Pros for £100,000 (My Best Round Of The Year!) # pgachampionship # roundrecap # golfyoutube # equipment Comments Add Comment 1 min read Grant Horvat: My First Round on Tour. YouTube Golf YouTube Golf YouTube Golf Follow Jul 9 '25 Grant Horvat: My First Round on Tour. # golf # golfyoutube # milestones # roundrecap Comments Add Comment 1 min read Grant Horvat: Can We Beat Bryson & Garrett in a Golf Match? 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YouTube Golf YouTube Golf YouTube Golf Follow Jul 8 '25 Bryan Bros Golf: We Flew To Germany For Golf Match! # golf # dpworldtour # roundrecap # launchmonitors Comments Add Comment 1 min read Rick Shiels Golf: Can Bad golfer CHEATING Beat Tour Pro? YouTube Golf YouTube Golf YouTube Golf Follow Jul 8 '25 Rick Shiels Golf: Can Bad golfer CHEATING Beat Tour Pro? # golfyoutube # roundrecap # dpworldtour # livgolf Comments Add Comment 1 min read Rick Shiels Golf: Can Bad golfer CHEATING Beat Tour Pro? YouTube Golf YouTube Golf YouTube Golf Follow Jul 7 '25 Rick Shiels Golf: Can Bad golfer CHEATING Beat Tour Pro? # roundrecap # golfyoutube # livgolf # dpworldtour Comments Add Comment 1 min read Peter Finch Golf: I take on the best 50 PGA Pros for £100,000 (My Best Round Of The Year!) YouTube Golf YouTube Golf YouTube Golf Follow Jul 7 '25 Peter Finch Golf: I take on the best 50 PGA Pros for £100,000 (My Best Round Of The Year!) # pgachampionship # roundrecap # golfyoutube # equipment Comments Add Comment 1 min read Bryan Bros Golf: The $100,000 Golf Match! YouTube Golf YouTube Golf YouTube Golf Follow Jul 7 '25 Bryan Bros Golf: The $100,000 Golf Match! # golf # golfyoutube # roundrecap # gearreviews Comments Add Comment 1 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 Golf Forem — A community of golfers and golfing enthusiasts Home About Contact 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 . Golf Forem © 2016 - 2026. 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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 Challenges > Frontend Challenge: Office Edition CHALLENGE RESULTS 🏆 Winners Announced! 🎊 Congrats to the Frontend Challenge: Office Edition Winners! Read Announcement Challenge ends soon! Submit your entry now DAYS : HOURS : MINUTES : SECONDS See prompts Frontend Challenge: Office Edition View Entries Please sign in to follow this challenge Flex your HTML, CSS, and JavaScript skills! Challenge Status: Ended Ended Join our next Challenge Running through July 27, Frontend Challenge: Office Edition, sponsored by Axero features our beloved "CSS Art" prompt as well as a brand new "Holistic Webdev" prompt. Our theme is "Office", designed to highlight workplace culture and the digital spaces where we meet to communicate, collaborate, and connect. Thanks to Axero , we'll be able to award cash prizes to the winner of each prompt - that's two chances to win bragging rights, an exclusive DEV badge, and a share of $3,000! Key Dates Contest start: July 02, 2025 Submissions due: July 27, 2025 Winners announced: August 14, 2025 Badge Rewards DEV Frontend Challenge Completion Badge DEV Frontend Challenge Winner Badge Sponsored by Axero Axero offers a customizable intranet solution that empowers companies to create a central repository for all essential employee resources and communications. With features like robust APIs and intuitive page builders, Axero allows admins of all technical levels to design and manage their intranet effectively. By acting as a single source of truth and ensuring everyone has access to the information they need, Axero enhances decision-making, improves employee self-service, and helps organizations drive consistency and enhance employee effectiveness. https://axerosolutions.com/platform Learn More → Challenge Prompts Holistic Webdev: Office Space Introducing a brand new prompt! Design your dream intranet homepage for a fictional company using CSS, HTML, and JavaScript only. Show us how you would design the perfect digital workspace - are there upcoming events? team spotlights? useful resources? The content and widgets featured are up to you! As the creators of innovative intranet solutions, Axero knows what makes workplace collaboration thrives, so be sure to wow them with your creativity! Check out their intranet templates for some inspiration. Submission Template Judging Criteria: Responsiveness and Accessibility Usability and User Experience Creativity Code Quality CSS Art: Office Culture Draw what comes to mind for you when it comes to office culture. Whether that's classic water cooler conversations, your coworker's mechanical keyboard, ice breaker activities, or The Office™ - we want to see your interpretation of office life through CSS art. Submission Template Judging Criteria: Creativity Effective Use of CSS Aesthetic Outcome Frequently Asked Questions Participation Can I submit to multiple prompts? Yes, you are welcome to submit to multiple prompts. Can one submission qualify for multiple prompts? Yes, if your submission offers a solution to multiple prompts, it can qualify for multiple prompts. Can I submit to a prompt more than once? Yes, you can submit multiple submissions per prompt but you’ll need to publish a separate post for each submission. In the event that you may win two or more prompts, and your submission is very close with another participant, we will favor the other participant. In the event that you do win two or more prompts, you will only receive one winner badge. Can I work on a team? Yes, you can work on teams of up to four people. If you collaborate with anyone, you’ll need to list their DEV handles in your submission post so we can award a badge to your entire team! Please only publish one submission per team. DEV does not handle prize-splitting, so in the event that your submission wins a cash prize, you will need to split that amongst yourselves. Thank you for understanding! How old do I have to be to participate? Participants need to be 18+ in order to participate. If I live in X, am I eligible to participate? For eligibility rules, see our official challenge rules . Submission How do I embed my project directly into my DEV post? Our editor supports many types of embeds, including: CodePen, Stackbliz, Glitch, Github, etc. You can typically use the {% embed https://... %} syntax directly in the post. Click here for more information on our markdown support. For CodePen, you will need to use this syntax: {% codepen http://... %} For CodeSandbox, you will need to use this syntax: {% codesandbox http://... %} Can my submission include open source code? Riffing on open source code and borrowing and improving on previous work/ideas is encouraged but it’s important your changes are significant enough to ensure your submission is valid. When does riffing become plagiarism? It will depend, but transparency is important, license compatibility is important. You can use someone else’s code to give you a jumpstart to demonstrate your ideas on top of someone else’s base, but not just re-package the base. It should be clear to the judges what you added to the project in terms of the code and conceptual inspiration. This means, you should clearly state what you were building on and what elements are original to this new submission. When building on existing code, we expect a significant change that adds something tangible to the output. i.e. a new animation, and new sprite, a new function, a new presentation. Not just changes to the source - i.e. changing colours, changing one sprite, changing one function. What happens if my submission is considered plagiarized or invalid? Anything deemed to be plagiarism will not be eligible for prizes. Incidental plagiarism may simply result in your disqualification from the challenge (regardless of the number of other valid submissions you have published). Egregious plagiarism will result in your suspension from DEV entirely. Any non-generic, non-trivial usage of prior work, including open source code must be credited in your submission. Do submissions have to be in English? Non-english submissions are eligible for a completion badge but not eligible for prizes due to the current limitations of our judges. We will not be judging on mastery of the English language, so please don’t let this deter you from submitting if you are not a native English speaker! We hope to evolve this in the future to be more accommodating. Do I need a license for my code? You are not required to license your code but we strongly recommend that you do. Here are some you may consider: MIT , Apache , BSD-2 , BSD-3 , or Commons Clause . Can I use AI? Use of AI is allowed as long as all other rules are followed. We want to give you a chance to show off your skills in realistic scenarios. If you use AI tools to help you achieve your submission, all the power to you. Can I update my submission after the deadline? No, please do not update your submission during the judging period. You may update your submission after winners have been announced. Judging and Prizing Can there be ties? In the event of a tie in scoring between judges, the judges will select the entry that received the highest number of positive reactions on their DEV post to determine the winner. How will I know if I won? Winners will be announced in a DEV post on the winner announcement date noted in our key dates section. When will I receive my DEV badge? Both participation and winner badges will be awarded, in most cases, the same day as the winner announcement. When will I receive my prizes? The DEV Team will contact you via the email associated with your DEV profile within, at most, 10 business days of the announcement date to share the details of claiming your prizes. What steps do I need to take to receive my cash prize? The winner (including each member of a team) may be required to sign and return an affidavit of eligibility and publicity/liability release, and provide any additional tax filing information (such as a W-9, social security number or Federal tax ID number) within seven (7) business days following the date of your first email notification. Frontend Challenge: Office Edition Rules NO PURCHASE NECESSARY. Open only to 18+. Contest entry period ends July 27, 2025 at 11:59 PM PDT. Contest is void where prohibited or restricted by law or regulation. All entires must be submitted during the content period. For Official Rules, see Frontend Challenge: Office Edition Contest Rules and General Contest Official Rules . Dismiss 💎 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 | 2026-01-13T08:48:52 |
https://dev.to/t/performance/page/4 | Performance Page 4 - 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 Performance Follow Hide Tag for content related to software performance. Create Post submission guidelines Articles should be obviously related to software performance in some way. Possible topics include, but are not limited to: Performance Testing Performance Analysis Optimising for performance Scalability Resilience But most of all, be kind and humble. 💜 Older #performance posts 1 2 3 4 5 6 7 8 9 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu How Cloud Engineering Improves Scalability, Security, and Performance Cygnet.One Cygnet.One Cygnet.One Follow Jan 7 How Cloud Engineering Improves Scalability, Security, and Performance # architecture # cloud # performance # security Comments Add Comment 8 min read Scrapy Performance Optimization: Make Your Spider 10x Faster Muhammad Ikramullah Khan Muhammad Ikramullah Khan Muhammad Ikramullah Khan Follow Jan 5 Scrapy Performance Optimization: Make Your Spider 10x Faster # webdev # programming # performance # web Comments Add Comment 7 min read Moving FFmpeg to the Browser: How I Saved 100% on Server Costs Using WebAssembly Baojian Yuan | 袁保健 Baojian Yuan | 袁保健 Baojian Yuan | 袁保健 Follow Jan 6 Moving FFmpeg to the Browser: How I Saved 100% on Server Costs Using WebAssembly # javascript # performance # privacy Comments Add Comment 4 min read Why Your Salesforce Triggers Are Slower Than They Should Be: A Performance Debugging Guide Sathish Kumar Velayudam Sathish Kumar Velayudam Sathish Kumar Velayudam Follow Jan 5 Why Your Salesforce Triggers Are Slower Than They Should Be: A Performance Debugging Guide # salesforce # apex # trigger # performance Comments Add Comment 8 min read I Built FoxyFy — A Modern, Performance-First Web Platform Christian Ahrweiler Christian Ahrweiler Christian Ahrweiler Follow Jan 6 I Built FoxyFy — A Modern, Performance-First Web Platform # showdev # performance # tooling # webdev Comments Add Comment 1 min read Cache Layers vs Storage Classes for Performance Mathew Pregasen Mathew Pregasen Mathew Pregasen Follow Jan 6 Cache Layers vs Storage Classes for Performance # aws # cloud # performance # devops Comments Add Comment 4 min read Semantic Cache: Como Otimizar Aplicações RAG com Cache Semântico Alberto Luiz Souza Alberto Luiz Souza Alberto Luiz Souza Follow Jan 5 Semantic Cache: Como Otimizar Aplicações RAG com Cache Semântico # ai # llm # performance # rag 1 reaction Comments Add Comment 5 min read SQL Server Indexes Explained: Column Order, INCLUDE, and the Mistakes That Taught Me Mashrul Haque Mashrul Haque Mashrul Haque Follow Jan 10 SQL Server Indexes Explained: Column Order, INCLUDE, and the Mistakes That Taught Me # sqlserver # performance # database # dotnet 3 reactions Comments Add Comment 14 min read Best Caching Plugins for WordPress Agencies Bianca Rus Bianca Rus Bianca Rus Follow Jan 5 Best Caching Plugins for WordPress Agencies # webdev # plugins # performance # wordpress 1 reaction Comments Add Comment 4 min read Home Assistant langsam? So rettest du deine SD-Karte & machst das Dashboard wieder schnell Tim Alex Tim Alex Tim Alex Follow Jan 5 Home Assistant langsam? So rettest du deine SD-Karte & machst das Dashboard wieder schnell # homeassistant # database # performance # raspberrypi Comments Add Comment 3 min read How Python Strings Actually Work Samuel Ochaba Samuel Ochaba Samuel Ochaba Follow Jan 4 How Python Strings Actually Work # python # beginners # programming # performance Comments Add Comment 2 min read Introducing atec Plugins — A Introducing atec Plugins — High-Performance, Handcrafted WordPress Plugin Suite Christian Ahrweiler Christian Ahrweiler Christian Ahrweiler Follow Jan 6 Introducing atec Plugins — A Introducing atec Plugins — High-Performance, Handcrafted WordPress Plugin Suite # showdev # performance # tooling # wordpress Comments Add Comment 2 min read Building a High-Performance Link Shortener with Next.js 16, Supabase, and Edge Functions Marius Memu Marius Memu Marius Memu Follow Jan 4 Building a High-Performance Link Shortener with Next.js 16, Supabase, and Edge Functions # architecture # nextjs # performance # tutorial Comments Add Comment 3 min read Web3 Wealth Creation by Geography: Where Millionaires of 2025 Are Emerging Emir Taner Emir Taner Emir Taner Follow Jan 5 Web3 Wealth Creation by Geography: Where Millionaires of 2025 Are Emerging # news # web3 # career # performance 4 reactions Comments Add Comment 2 min read Why and How to Remove Unused WordPress Plugins Safely Meghna Meghwani Meghna Meghwani Meghna Meghwani Follow for ServerAvatar Jan 5 Why and How to Remove Unused WordPress Plugins Safely # wordpress # webdev # performance # security Comments Add Comment 3 min read Most APIs still handle oversized payloads incorrectly (and it’s a DoS problem) Liudas Liudas Liudas Follow Jan 4 Most APIs still handle oversized payloads incorrectly (and it’s a DoS problem) # api # architecture # performance # security Comments Add Comment 1 min read Deep Dive into QuantMesh Core Implementation: Technical Architecture of a High-Performance Grid Trading System ghostsworm ghostsworm ghostsworm Follow Jan 3 Deep Dive into QuantMesh Core Implementation: Technical Architecture of a High-Performance Grid Trading System # architecture # cryptocurrency # go # performance Comments Add Comment 6 min read Why Modern Browsers Eat So Much RAM Ravish Kumar Ravish Kumar Ravish Kumar Follow Jan 3 Why Modern Browsers Eat So Much RAM # webbrowsers # computers # performance Comments Add Comment 2 min read Financial Pipeline Maruti Jhawar Maruti Jhawar Maruti Jhawar Follow Jan 4 Financial Pipeline # showdev # automation # datascience # performance Comments Add Comment 1 min read Why Does My Code Work on Small Test Cases But Fail on Large Ones? (Time Complexity Explained) Alex Hunter Alex Hunter Alex Hunter Follow Jan 4 Why Does My Code Work on Small Test Cases But Fail on Large Ones? (Time Complexity Explained) # timecomplexity # performance # optimization # leetcode Comments Add Comment 9 min read I Built a Scalable Financial Transaction System That Stays Correct Under Load Praval Parikh Praval Parikh Praval Parikh Follow Jan 3 I Built a Scalable Financial Transaction System That Stays Correct Under Load # architecture # database # performance # systemdesign 1 reaction Comments Add Comment 4 min read ⚡ Jetpack Compose Performance: Macrobenchmark & Baseline Profile ViO Tech ViO Tech ViO Tech Follow Jan 2 ⚡ Jetpack Compose Performance: Macrobenchmark & Baseline Profile # android # jetpackcompose # kotlin # performance Comments Add Comment 3 min read 🚀 Jetpack Compose Performance Audit ViO Tech ViO Tech ViO Tech Follow Jan 2 🚀 Jetpack Compose Performance Audit # android # jetpackcompose # kotlin # performance Comments Add Comment 3 min read Our GPU Was Idle 77% of the Time. Here's How We Fixed It Pranav Sateesh Pranav Sateesh Pranav Sateesh Follow Jan 3 Our GPU Was Idle 77% of the Time. Here's How We Fixed It # deeplearning # performance # python # tutorial Comments Add Comment 4 min read Website Speed Directly Impacts Your Revenue (Here's the Math) Joshua Matthews Joshua Matthews Joshua Matthews Follow Jan 3 Website Speed Directly Impacts Your Revenue (Here's the Math) # performance # webdev # javascript Comments Add Comment 2 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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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 Machine Learning Follow Hide A branch of artificial intelligence (AI) and computer science which focuses on the use of data and algorithms to imitate the way that humans learn, gradually improving its accuracy. Create Post submission guidelines Articles and discussions should be directly related to the machine learning. Questions are encouraged! (See the #help tag) Older #machinelearning posts 4 5 6 7 8 9 10 11 12 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu How Exactly Are AI Models Deployed? CyberLord CyberLord CyberLord Follow Jan 6 How Exactly Are AI Models Deployed? # ai # beginners # machinelearning # chatgpt Comments Add Comment 4 min read Dense vs Sparse Vectors in AI — Explained for Developers Chintan Soni Chintan Soni Chintan Soni Follow Jan 6 Dense vs Sparse Vectors in AI — Explained for Developers # ai # machinelearning # search # embeddings Comments Add Comment 2 min read Deploying Machine Learning Applications with Render: A Data Scientist’s Guide Kenechukwu Anoliefo Kenechukwu Anoliefo Kenechukwu Anoliefo Follow Jan 6 Deploying Machine Learning Applications with Render: A Data Scientist’s Guide # cloudcomputing # devops # machinelearning # tutorial Comments Add Comment 3 min read How Machine Learning Works? NEBULA DATA NEBULA DATA NEBULA DATA Follow Jan 6 How Machine Learning Works? # ai # beginners # machinelearning Comments Add Comment 3 min read The 5 things we broke building our first major ML pipeline at Besttech (and how we fixed them). Best Tech Company Best Tech Company Best Tech Company Follow Jan 5 The 5 things we broke building our first major ML pipeline at Besttech (and how we fixed them). # dataengineering # learning # machinelearning Comments Add Comment 3 min read Why MLOps Needs Blockchain for True Data Integrity Krunal Bhimani Krunal Bhimani Krunal Bhimani Follow Jan 5 Why MLOps Needs Blockchain for True Data Integrity # machinelearning # blockchain # devops # security 1 reaction Comments Add Comment 3 min read Getting Started with Flask: A Lightweight Web Framework for Python Kenechukwu Anoliefo Kenechukwu Anoliefo Kenechukwu Anoliefo Follow Jan 6 Getting Started with Flask: A Lightweight Web Framework for Python # machinelearning # programming # python Comments Add Comment 2 min read AI Trading: Lesson Learned #105: Post-Trade RAG Sync Was Missing Igor Ganapolsky Igor Ganapolsky Igor Ganapolsky Follow Jan 7 AI Trading: Lesson Learned #105: Post-Trade RAG Sync Was Missing # ai # trading # python # machinelearning Comments Add Comment 2 min read Building a Fraud Detection Model: Why It Matters in Modern Finance Kenechukwu Anoliefo Kenechukwu Anoliefo Kenechukwu Anoliefo Follow Jan 6 Building a Fraud Detection Model: Why It Matters in Modern Finance # mlzoomcamp # datatalksclub # machinelearning # datascience Comments Add Comment 3 min read Data Analyst Guide: Mastering Neural Networks: When Analysts Should Use Deep Learning amal org amal org amal org Follow Jan 6 Data Analyst Guide: Mastering Neural Networks: When Analysts Should Use Deep Learning # ai # datascience # deeplearning # machinelearning Comments Add Comment 5 min read [AI-Powered ASL Communication App] - Part 1: Cost-Effective Sign Detection Model Training on AWS EKS Ooi Yee Fei Ooi Yee Fei Ooi Yee Fei Follow for AWS Community Builders Jan 3 [AI-Powered ASL Communication App] - Part 1: Cost-Effective Sign Detection Model Training on AWS EKS # aws # programming # ai # machinelearning 2 reactions Comments Add Comment 4 min read So I've been losing my mind over document extraction in insurance for the past few years Melek Messoussi Melek Messoussi Melek Messoussi Follow Jan 6 So I've been losing my mind over document extraction in insurance for the past few years # discuss # ai # llm # machinelearning Comments 1 comment 3 min read AI Trading: LL-095: Pre-Trade Pattern Validation Wired In Igor Ganapolsky Igor Ganapolsky Igor Ganapolsky Follow Jan 7 AI Trading: LL-095: Pre-Trade Pattern Validation Wired In # ai # trading # python # machinelearning Comments Add Comment 2 min read Problem solving with ML : Domains That Actually Matter Naimul Karim Naimul Karim Naimul Karim Follow Jan 6 Problem solving with ML : Domains That Actually Matter # ai # career # datascience # machinelearning Comments Add Comment 2 min read Why My Old QA Habits Would Fail in Today's Compliance-Driven Tech World Adnan Arif Adnan Arif Adnan Arif Follow Jan 6 Why My Old QA Habits Would Fail in Today's Compliance-Driven Tech World # ai # machinelearning # technology Comments Add Comment 4 min read Human Activity Recognition Using Wearable Sensors: An End-to-End ML Pipeline Sreeram Achutuni Sreeram Achutuni Sreeram Achutuni Follow Jan 5 Human Activity Recognition Using Wearable Sensors: An End-to-End ML Pipeline # programming # ai # tutorial # machinelearning Comments Add Comment 7 min read Building a Real-Time Object Detection System for Edge Devices Sreeram Achutuni Sreeram Achutuni Sreeram Achutuni Follow Jan 5 Building a Real-Time Object Detection System for Edge Devices # programming # ai # python # machinelearning Comments Add Comment 5 min read 32+ Civil Engineer Big Data & RAG Project | Which IT roles actually fit my profile? MR.SANDIP MR.SANDIP MR.SANDIP Follow Jan 5 32+ Civil Engineer Big Data & RAG Project | Which IT roles actually fit my profile? # career # hiring # beginners # machinelearning Comments Add Comment 1 min read Building AI/ML Models on NetSuite: A Technical Guide Nick Peterson Nick Peterson Nick Peterson Follow Jan 5 Building AI/ML Models on NetSuite: A Technical Guide # ai # machinelearning # api # guide Comments Add Comment 6 min read 🚀 Building an AI-Powered Stock Trading Bot in Python (With Backtesting) Sajja Sudhakararao Sajja Sudhakararao Sajja Sudhakararao Follow Jan 4 🚀 Building an AI-Powered Stock Trading Bot in Python (With Backtesting) # python # ai # machinelearning # algorithms Comments Add Comment 3 min read AWS raises GPU prices 15% on a Saturday, hopes you weren't paying attention Aman Shekhar Aman Shekhar Aman Shekhar Follow Jan 6 AWS raises GPU prices 15% on a Saturday, hopes you weren't paying attention # ai # machinelearning # techtrends Comments Add Comment 5 min read Turning a Research Paper into a Runnable System Kwansub Yun Kwansub Yun Kwansub Yun Follow Jan 4 Turning a Research Paper into a Runnable System # ai # algorithms # machinelearning # softwareengineering Comments Add Comment 2 min read mHC [Paper Cuts] Leo Lau Leo Lau Leo Lau Follow Jan 6 mHC [Paper Cuts] # architecture # computerscience # deeplearning # machinelearning Comments Add Comment 3 min read Day 6: Untill I Get An Internship At Google Venkata Sugunadithya Venkata Sugunadithya Venkata Sugunadithya Follow Jan 6 Day 6: Untill I Get An Internship At Google # devjournal # learning # machinelearning # python Comments Add Comment 1 min read AI Learning Journey #1: What Is AI? An Vo An Vo An Vo Follow Jan 5 AI Learning Journey #1: What Is AI? # genai # ai # machinelearning Comments Add Comment 2 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 | 2026-01-13T08:48:52 |
https://dev.to/t/learning/videos | Videos - 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 All videos # learning on Video I Built a Smart Accounting App Called AccountInn (And It Taught Me How Real Apps Are Built ) Hala Kabir I Built a 3D AI Avatar That Actually Sees and Talks Back 🎭 Kiran Baby 10:35 Understanding HOTP and TOTP in Two-Factor Authentication Manish Pillai 07:07 SSE - Server Sent Event Manish Pillai 00:50 💥 Myth #1: Architecture is just making diagrams Thibault Morin 04:00 🗓️ If Your Architecture Doesn’t Shape Execution, It’s Just Diagrams Thibault Morin 03:29 🏢 If You’re Guessing What Stakeholders Want, You’re Already Behind Thibault Morin 03:58 🤔 If Your Architecture Ignores the Business, It’s Already Broken Thibault Morin 02:55 🗑️ Ditch the Docs: Architect Smarter in One Page Thibault Morin 03:06 🎯 The 3 Questions That Make or Break Your Architecture Effort Thibault Morin 03:06 🧠 Why Architecture Diagrams Aren’t Enough – and What to Do Instead Thibault Morin 02:10 📄 Architecture That Delivers Real Value — Not Just Diagrams Thibault Morin 00:06 Floating Pi: Video Anna Villarreal 00:07 Flow Like a River, Soar Like a Bird Engineer Robin 🎭 07:05 Chain Abstraction - Etherspot Pulse Demo Alexandra 06:39 Boost Sales with Shopify Store Credit Shinetech Software 03:54 Bridging the Gap: A Case Study on Synchronizing Shopify and Microsoft Dynamics GP Shinetech Software 03:59 Shopify Flow Tutorial - How to automatically send gift cards? Shinetech Software 09:55 Account Abstraction's Role in Decentralized Innovation | Michael Messele | Etherspot | ZebuLive 2024 Alexandra 00:17 SOS in Morse Code Souvik Paul 08:22 MicroFrontend - React | Solid | Vue Shubham Tiwari 15:48 Codium | AI Assistant for DEVs Shubham Tiwari 3:48:21 Developing a UI for Dash (Ð) CrowdNode.js - Mark III [Vanilla HTML, JS & CSS] 📺 Episode 3 😵💫 jojobyte 09:15 Onboarding to new code with runtime code maps Kevin Gilpin 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 | 2026-01-13T08:48:52 |
https://dev.to/challenges/redis-2025-07-23 | Redis AI Challenge - DEV Challenge - 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 Challenges > Redis AI Challenge CHALLENGE RESULTS 🏆 Winners Announced! 🎊 Congrats to the Redis AI Challenge Winners! Read Announcement Challenge ends soon! Submit your entry now DAYS : HOURS : MINUTES : SECONDS See prompts Redis AI Challenge View Entries Please sign in to follow this challenge Build AI apps with speed, memory, and accuracy! Challenge Status: Ended Ended Join our next Challenge Running through August 10 , the Redis AI Challenge is all about showing how Redis can power the next generation of intelligent, real-time applications. Whether you're passionate about AI or eager to explore what Redis can do beyond caching, this challenge has a path for you. We have two prompts this challenge, with two chances to win! Each winner will receive: $1,500 USD DEV++ Membership Exclusive DEV Badge All Participants with a valid submission will receive a completion badge on their DEV profile. Need Help? We encourage all participants to join the Redis Community Discord to connect with their team and others building with Redis! Helpful Links Getting Started Redis for AI Redis 8 Features Redis Insight (GUI) Flex your creativity, build an impressive project for your portfolio, and show us what you can create with the speed and power of Redis. Key Dates Contest start: July 23, 2025 Submissions due: August 10, 2025 Winners announced: August 21, 2025 Badge Rewards Redis AI Challenge Completion Badge Redis AI Challenge Winner Badge Find Out More Ask questions and share your ideas on the Redis AI Challenge Launch Post. View Launch Post Sponsored by Redis Redis is a real-time data platform powering intelligent applications at scale. From AI-enhanced search and LLM caching to real-time ingestion, Redis enables developers to build ultra-fast experiences. Learn More → Challenge Prompts Real-Time AI Innovators Build an innovative AI-powered application using Redis as your real-time data layer. We want to see you go beyond simple chatbots and explore high-impact use cases like vector search-driven recommendations, semantic caching to optimize LLM performance, or real-time feature streaming for ML workflows. Show us how Redis accelerates the future of AI. Submission Template Judging Criteria: Use of Underlying Technology Usability and User Experience Accessibility Creativity Beyond the Cache Redis is more than just a cache—it's a powerful, multi-model platform. For this prompt, show us what Redis can really do. Build an impressive application that leverages Redis for capabilities like being a primary database, full-text search, real-time streams, or pub/sub. Submission Template Judging Criteria: Use of Underlying Technology Usability and User Experience Accessibility Creativity Frequently Asked Questions Participation Can I submit to multiple prompts? Yes, you are welcome to submit to multiple prompts. Can one submission qualify for multiple prompts? Yes, if your submission offers a solution to multiple prompts, it can qualify for multiple prompts. Can I submit to a prompt more than once? Yes, you can submit multiple submissions per prompt but you’ll need to publish a separate post for each submission. In the event that you may win two or more prompts, and your submission is very close with another participant, we will favor the other participant. In the event that you do win two or more prompts, you will only receive one winner badge. Can I work on a team? Yes, you can work on teams of up to four people. If you collaborate with anyone, you’ll need to list their DEV handles in your submission post so we can award a badge to your entire team! Please only publish one submission per team. DEV does not handle prize-splitting, so in the event that your submission wins the shop gift, you will need to split that amongst yourselves. Thank you for understanding! How old do I have to be to participate? Participants need to be 18+ in order to participate. If I live in X, am I eligible to participate? For eligibility rules, see our official challenge rules . Submission Can my submission include open source code? Riffing on open source code and borrowing and improving on previous work/ideas is encouraged but it’s important your changes are significant enough to ensure your submission is valid. When does riffing become plagiarism? It will depend, but transparency is important, license compatibility is important. You can use someone else’s code to give you a jumpstart to demonstrate your ideas on top of someone else’s base, but not just re-package the base. It should be clear to the judges what you added to the project in terms of the code and conceptual inspiration. This means, you should clearly state what you were building on and what elements are original to this new submission. When building on existing code, we expect a significant change that adds something tangible to the output. i.e. a new animation, and new sprite, a new function, a new presentation. Not just changes to the source - i.e. changing colours, changing one sprite, changing one function. What happens if my submission is considered plagiarized or invalid? Anything deemed to be plagiarism will not be eligible for prizes. Incidental plagiarism may simply result in your disqualification from the challenge (regardless of the number of other valid submissions you have published). Egregious plagiarism will result in your suspension from DEV entirely. Any non-generic, non-trivial usage of prior work, including open source code must be credited in your submission. Do submissions have to be in English? Non-english submissions are eligible for a completion badge but not eligible for prizes due to the current limitations of our judges. We will not be judging on mastery of the English language, so please don’t let this deter you from submitting if you are not a native English speaker! We hope to evolve this in the future to be more accommodating. Do I need a license for my code? You are not required to license your code but we strongly recommend that you do. Here are some you may consider: MIT , Apache , BSD-2 , BSD-3 , or Commons Clause . Can I use AI? Use of AI is allowed as long as all other rules are followed. We want to give you a chance to show off your skills in realistic scenarios. If you use AI tools to help you achieve your submission, all the power to you. How do I embed my project directly into my DEV post? Our editor supports many types of embeds, including: Stackbliz, Glitch, Github, etc. You can typically use the {% embed https://... %} syntax directly in the post. Click here for more information on our markdown support. For CodePen, you will need to use this syntax: {% codepen http://... %} For CodeSandbox, you will need to use this syntax: {% codesandbox http://... %} Judging and Prizing Can there be ties? In the event of a tie in scoring between judges, the judges will select the entry that received the highest number of positive reactions on their DEV post to determine the winner. How will I know if I won? Winners will be announced in a DEV post on the winner announcement date noted in our key dates section. When will I receive my DEV badge? Both participation and winner badges will be awarded, in most cases, the same day as the winner announcement. When will I receive my prizes? The DEV Team will contact you via the email associated with your DEV profile within, at most, 10 business days of the announcement date to share the details of claiming your prizes. What steps do I need to take to receive my cash prize? The winner (including each member of a team) may be required to sign and return an affidavit of eligibility and publicity/liability release, and provide any additional tax filing information (such as a W-9, social security number or Federal tax ID number) within seven (7) business days following the date of your first email notification. Redis AI Challenge Rules NO PURCHASE NECESSARY. Open only to 18+. Contest entry period ends August 10, 2025 at 11:59 PM PDT. Contest is void where prohibited or restricted by law or regulation. All entires must be submitted during the content period. For Official Rules, see Redis AI Challenge Contest Rules and General Contest Official Rules . Dismiss 💎 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 | 2026-01-13T08:48:52 |
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Posts Relevant Latest Top Gemini told me it had 20 years in coding experience and spent 2 hours debugging a for-loop bingkahu bingkahu bingkahu Follow Jan 12 Gemini told me it had 20 years in coding experience and spent 2 hours debugging a for-loop # coding # ai # dumb # debugging 3 reactions Comments 1 comment 1 min read Confessions of a Totally Average Dev "Part 2": How I Accidentally Learned TypeScript and Immediately Regretted It 🌩️😩 Om Shree Om Shree Om Shree Follow Jan 4 Confessions of a Totally Average Dev "Part 2": How I Accidentally Learned TypeScript and Immediately Regretted It 🌩️😩 # news # memes # shitpost # dev 25 reactions Comments Add Comment 5 min read I’m turning my GitHub Contribution Graph into a playable screen for DOOM. Am I insane? Sempala Daniel Sempala Daniel Sempala Daniel Follow Dec 31 '25 I’m turning my GitHub Contribution Graph into a playable screen for DOOM. Am I insane? # showdev # github # opensource # doom 3 reactions Comments 1 comment 2 min read I landed myself in a weird technical spot before graduation need perspective anant anant anant Follow Jan 2 I landed myself in a weird technical spot before graduation need perspective 1 reaction Comments 3 comments 1 min read 🚀 Zod vs. Yup: O Fim da Duplicação de Tipos em TypeScript Nathana Facion Nathana Facion Nathana Facion Follow Dec 27 '25 🚀 Zod vs. Yup: O Fim da Duplicação de Tipos em TypeScript # zod # yup # react # typescript 5 reactions Comments Add Comment 1 min read The 12 Bugs of Christmas: How One Dev's "Festive" Deploy Turned Santa's Workshop into a Kubernetes Catastrophe Om Shree Om Shree Om Shree Follow Dec 24 '25 The 12 Bugs of Christmas: How One Dev's "Festive" Deploy Turned Santa's Workshop into a Kubernetes Catastrophe # news # memes # shitposts # dev 28 reactions Comments 4 comments 5 min read How I Built a Pseudocode Runner by Screaming at AI idrees qazi idrees qazi idrees qazi Follow Nov 29 '25 How I Built a Pseudocode Runner by Screaming at AI # memes # vibecoding 4 reactions Comments 3 comments 1 min read The fifth fundamental data type: string, number, boolean, null, and jason Neeraj S Neeraj S Neeraj S Follow Nov 22 '25 The fifth fundamental data type: string, number, boolean, null, and jason 11 reactions Comments Add Comment 1 min read Confessions of a Totally Average Dev: Why Being Kinda Dumb Is the Best Job on Earth ☀️😏 Om Shree Om Shree Om Shree Follow Nov 18 '25 Confessions of a Totally Average Dev: Why Being Kinda Dumb Is the Best Job on Earth ☀️😏 # news # memes # shitposts # dev 50 reactions Comments 15 comments 6 min read How not to disappear from the office one minute before closing time Polina Elizarova Polina Elizarova Polina Elizarova Follow Nov 19 '25 How not to disappear from the office one minute before closing time # me # life # tips Comments 2 comments 3 min read Dumb*** business ideas ElysionMind ElysionMind ElysionMind Follow Nov 14 '25 Dumb*** business ideas 9 reactions Comments 5 comments 1 min read devme.me - meme-driven mini-game full of silly jokes Evgenii Evgenii Evgenii Follow Nov 13 '25 devme.me - meme-driven mini-game full of silly jokes # memes # joke # webdev Comments Add Comment 1 min read SEnoir devs help me need guidanace Aditya Aditya Aditya Follow Nov 13 '25 SEnoir devs help me need guidanace 1 reaction Comments 2 comments 2 min read Honey, break out the fine china. 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Ben Halpern Ben Halpern Ben Halpern Follow Nov 3 '25 You're absolutely right! 8 reactions Comments 3 comments 1 min read Uniqueness constraints Ben Halpern Ben Halpern Ben Halpern Follow Oct 29 '25 Uniqueness constraints 8 reactions Comments Add Comment 1 min read Credit: @hfrench DumbDEVMemeBot DumbDEVMemeBot DumbDEVMemeBot Follow Sep 24 '25 Credit: @hfrench Comments Add Comment 1 min read loading... #webdev Because the internet... #php Home for all the PHP-related posts on Dev.to! #productivity Productivity includes tips on how to use tools and software, process optimization, useful references, experience, and mindstate optimization. #linux What are clouds made of? 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Right menu digital marketing Junaid Rana Junaid Rana Junaid Rana Follow Jan 9 digital marketing # ai # programming # beginners # productivity Comments Add Comment 5 min read How to Build a website in 2026: Complete Beginner’s Guide (The Smartest Way to Launch Online This Year) Yogendra Prajapati Yogendra Prajapati Yogendra Prajapati Follow Jan 9 How to Build a website in 2026: Complete Beginner’s Guide (The Smartest Way to Launch Online This Year) # webdev # beginners # tools # business Comments Add Comment 8 min read What I Wish I Knew Before My First LED Strip Install: Light Diffusion + Power Planning emmma emmma emmma Follow Jan 6 What I Wish I Knew Before My First LED Strip Install: Light Diffusion + Power Planning # beginners # design # hardware Comments Add Comment 3 min read Science behind Mountain Formation Gustavo Woltmann Gustavo Woltmann Gustavo Woltmann Follow Jan 4 Science behind Mountain Formation # beginners # learning # science Comments Add Comment 5 min read My Journey: Technology, Knowledge, and Building Meaningful Platforms ARVIND GUPTA ARVIND GUPTA ARVIND GUPTA Follow Dec 22 '25 My Journey: Technology, Knowledge, and Building Meaningful Platforms # technology # software # softwaredevelopment # beginners Comments Add Comment 2 min read Abrir Propriedades do Sistema via CMD (Windows) Carlos Eduardo De Souza Lemos Carlos Eduardo De Souza Lemos Carlos Eduardo De Souza Lemos Follow Dec 22 '25 Abrir Propriedades do Sistema via CMD (Windows) # beginners # learning # productivity Comments Add Comment 2 min read The Art of Mastering Spoken English: A Complete Journey from Silence to Eloquence Abdulla A Abdulla A Abdulla A Follow Dec 23 '25 The Art of Mastering Spoken English: A Complete Journey from Silence to Eloquence # beginners # learning # motivation 1 reaction Comments Add Comment 7 min read 🌿 5 Simple Habits to Improve Your Daily Life Dharmikk Baria Dharmikk Baria Dharmikk Baria Follow Dec 23 '25 🌿 5 Simple Habits to Improve Your Daily Life # watercooler # beginners # motivation Comments Add Comment 1 min read Kurukshetra Battlefield: A King’s Trembling Fear — Bhagavad Gita Chapter 1 as a Story Rajguru Yadav Rajguru Yadav Rajguru Yadav Follow Dec 27 '25 Kurukshetra Battlefield: A King’s Trembling Fear — Bhagavad Gita Chapter 1 as a Story # discuss # programming # ai # beginners 10 reactions Comments Add Comment 3 min read My North Star as an AI Founder (And Why I’m Not Changing It) Jaideep Parashar Jaideep Parashar Jaideep Parashar Follow Dec 18 '25 My North Star as an AI Founder (And Why I’m Not Changing It) # webdev # ai # beginners # productivity 15 reactions Comments 3 comments 3 min read Why is Displacement a straight line from the starting point to the ending point? Shiva Charan Shiva Charan Shiva Charan Follow Dec 11 '25 Why is Displacement a straight line from the starting point to the ending point? # beginners # learning # science Comments Add Comment 2 min read Scalar vs Vector Shiva Charan Shiva Charan Shiva Charan Follow Dec 11 '25 Scalar vs Vector # beginners # learning # science Comments Add Comment 2 min read What Is Displacement? Shiva Charan Shiva Charan Shiva Charan Follow Dec 11 '25 What Is Displacement? # beginners # learning # science Comments Add Comment 2 min read Understanding the FTSE AIM 100: A Look at the UK’s Dynamic Growth Market Isabel Rayn Isabel Rayn Isabel Rayn Follow Dec 11 '25 Understanding the FTSE AIM 100: A Look at the UK’s Dynamic Growth Market # watercooler # beginners # learning Comments Add Comment 4 min read 4.4 ऋग्वैदिक काल Anil Anil Anil Follow Dec 5 '25 4.4 ऋग्वैदिक काल # beginners # education # learning Comments Add Comment 1 min read 🚀 How I Got 25,000+ Views in 2 Days on a YouTube Short Menula De Silva Menula De Silva Menula De Silva Follow Dec 4 '25 🚀 How I Got 25,000+ Views in 2 Days on a YouTube Short # socialmedia # webdev # productivity # beginners 1 reaction Comments Add Comment 3 min read Starting Over in 2026? Here’s How to Create a Vision Board That Supports a Fresh New Beginning Aparnaa Jadhav Aparnaa Jadhav Aparnaa Jadhav Follow Dec 4 '25 Starting Over in 2026? Here’s How to Create a Vision Board That Supports a Fresh New Beginning # beginners # motivation # productivity Comments Add Comment 4 min read Best Courses to Learn AI for 2026 Hameed Ansari Hameed Ansari Hameed Ansari Follow Dec 8 '25 Best Courses to Learn AI for 2026 # ai # programming # productivity # beginners 5 reactions Comments Add Comment 1 min read All Ordinaries: A Comprehensive Insight Into Australia’s Broad Market Benchmark Amelia Hartley Amelia Hartley Amelia Hartley Follow Dec 4 '25 All Ordinaries: A Comprehensive Insight Into Australia’s Broad Market Benchmark # beginners # learning Comments Add Comment 4 min read How to Search Non-Patent Literature for Prior Art Alisha Raza Alisha Raza Alisha Raza Follow for PatentScanAI Dec 1 '25 How to Search Non-Patent Literature for Prior Art # beginners # learning # productivity Comments Add Comment 7 min read Understanding the FTSE AIM 100 Index and the Growth Potential of Its Companies Bella Stewart Bella Stewart Bella Stewart Follow Dec 1 '25 Understanding the FTSE AIM 100 Index and the Growth Potential of Its Companies # beginners # learning Comments Add Comment 3 min read Running Without a Plan and Learning Who I Am Miles Hensley Miles Hensley Miles Hensley Follow Nov 29 '25 Running Without a Plan and Learning Who I Am # watercooler # beginners # motivation Comments Add Comment 11 min read A Beginner’s Guide to Power Yoga for Weight Loss and Strength bhaktimeshakti bhaktimeshakti bhaktimeshakti Follow Nov 30 '25 A Beginner’s Guide to Power Yoga for Weight Loss and Strength # watercooler # motivation # learning # beginners Comments Add Comment 6 min read Beginner’s Guide to IT Support Ticketing Systems Amit khan Amit khan Amit khan Follow Nov 27 '25 Beginner’s Guide to IT Support Ticketing Systems # beginners # career # helpedesk # productivity Comments 1 comment 3 min read ## ⏳ From Dot-Com Bubble to Digital Hype: Learning from the Past Jean Klebert de A Modesto Jean Klebert de A Modesto Jean Klebert de A Modesto Follow Nov 27 '25 ## ⏳ From Dot-Com Bubble to Digital Hype: Learning from the Past # discuss # productivity # career # beginners 3 reactions Comments Add Comment 2 min read loading... trending guides/resources Kurukshetra Battlefield: A King’s Trembling Fear — Bhagavad Gita Chapter 1 as a Story Abrir Propriedades do Sistema via CMD (Windows) How to Organize Your Notes Using Printable Lined Paper — A Simple Productivity Hack How to Find Patent Prior Art in Research Papers Understanding the All Ordinaries Index: Structure, Purpose, and Market Role Science behind Mountain Formation Understanding ASX 200 Futures and Their Role in Market Observation Understanding the Basics of Pay-Per-Click (PPC) Advertising A Beginner’s Guide to Power Yoga for Weight Loss and Strength All Ordinaries: A Comprehensive Insight Into Australia’s Broad Market Benchmark Decoding Startup Success: Understanding Burn Rate, Runway, and Churn Metrics Understanding the FTSE AIM 100 Index and the Growth Potential of Its Companies Creating a Physical Wired Network in Cisco Packet Tracer - My Experience | Israh Binoj Best Courses to Learn AI for 2026 Yelken Eğitiminde Hissetmenin Bilgiyi Geçtiği An: Teknenin Sizinle Konuştuğu O An Yelken Eğitiminde Sabır: Rüzgarın Öğrettiği En Değerli Ders How We Process Information Using The DIKW Model How to fix: “less than 1MB free space" Warning 📍Un Viaje Continuo: De Córdoba a Barcelona A Beginner’s Guide to Channel Attribution Modeling in Marketing 💎 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 Open Forem — A general discussion space for the Forem community. 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Right menu Service as Architecture Reversal djuleayo djuleayo djuleayo Follow Jan 12 Service as Architecture Reversal # discuss # architecture # webdev Comments Add Comment 3 min read What we intentionally removed when building a feature flag service Illia Illia Illia Follow Jan 12 What we intentionally removed when building a feature flag service # programming # saas # startup # webdev Comments Add Comment 3 min read How to Build SEO-Friendly Ecommerce Product Pages ar abid ar abid ar abid Follow Jan 12 How to Build SEO-Friendly Ecommerce Product Pages # frontend # performance # tutorial # webdev Comments Add Comment 3 min read Multi-dimensional Arrays & Row-major Order: A Deep Dive ali ehab algmass ali ehab algmass ali ehab algmass Follow Jan 12 Multi-dimensional Arrays & Row-major Order: A Deep Dive # webdev # programming # computerscience # learning Comments Add Comment 5 min read Getting Started with ReactGrid in React: Building Your First Spreadsheet Michael Turner Michael Turner Michael Turner Follow Jan 12 Getting Started with ReactGrid in React: Building Your First Spreadsheet # react # webdev # javascript # tutorial Comments Add Comment 5 min read Building Feature-Rich Data Tables with jQWidgets React Grid Michael Turner Michael Turner Michael Turner Follow Jan 12 Building Feature-Rich Data Tables with jQWidgets React Grid # react # webdev # javascript # beginners Comments Add Comment 6 min read Advanced Spreadsheet Implementation with RevoGrid in React Michael Turner Michael Turner Michael Turner Follow Jan 12 Advanced Spreadsheet Implementation with RevoGrid in React # react # webdev # beginners # tutorial Comments Add Comment 6 min read Understanding Dead Letter Queues: Your Safety Net for Message Processing sizan mahmud0 sizan mahmud0 sizan mahmud0 Follow Jan 12 Understanding Dead Letter Queues: Your Safety Net for Message Processing # webdev # devops # programming # distributedsystems 1 reaction Comments Add Comment 4 min read Advanced Data Management with GigaTables React: Building Enterprise-Grade Tables Michael Turner Michael Turner Michael Turner Follow Jan 12 Advanced Data Management with GigaTables React: Building Enterprise-Grade Tables # webdev # programming # beginners # tutorial Comments Add Comment 6 min read Building a Job Board with Next.js and Supabase: The Backbone of PMHNP Hiring Sathish Sathish Sathish Follow Jan 12 Building a Job Board with Next.js and Supabase: The Backbone of PMHNP Hiring # buildinpublic # webdev # nextjs Comments Add Comment 2 min read Getting Started with Fortune Sheet in React: Building Your First Spreadsheet Michael Turner Michael Turner Michael Turner Follow Jan 12 Getting Started with Fortune Sheet in React: Building Your First Spreadsheet # react # webdev # programming # tutorial Comments Add Comment 5 min read 🚀 Where AI Helps Backend Developers — And Where It Doesn’t Manu Kumar Pal Manu Kumar Pal Manu Kumar Pal Follow Jan 12 🚀 Where AI Helps Backend Developers — And Where It Doesn’t # ai # backend # developers # webdev Comments Add Comment 2 min read Understanding custom auth flow and its implementation.. Sourav Mahato Sourav Mahato Sourav Mahato Follow Jan 12 Understanding custom auth flow and its implementation.. # webdev # programming # zod # authentication Comments Add Comment 1 min read Notifications Are Not Just Messages. They Are Memory Triggers. Surhid Amatya Surhid Amatya Surhid Amatya Follow Jan 12 Notifications Are Not Just Messages. They Are Memory Triggers. # webdev # programming # productivity Comments Add Comment 3 min read From Rusty to Release: How an Infinite Loop Taught Me to Respect React DevTools Beleke Ian Beleke Ian Beleke Ian Follow Jan 12 From Rusty to Release: How an Infinite Loop Taught Me to Respect React DevTools # react # webdev # beginners # programming 1 reaction Comments Add Comment 2 min read Why Should We Optimize JSON for LLMs Del Rosario Del Rosario Del Rosario Follow Jan 12 Why Should We Optimize JSON for LLMs # json # llm # webdev # performance Comments Add Comment 5 min read Scrapy Log Files: Save, Rotate, and Organize Your Crawler Logs Muhammad Ikramullah Khan Muhammad Ikramullah Khan Muhammad Ikramullah Khan Follow Jan 12 Scrapy Log Files: Save, Rotate, and Organize Your Crawler Logs # webdev # programming # beginners # python Comments Add Comment 9 min read TR Adres (PHP): Turkey address hierarchy without SQL imports / SQL’siz Türkiye adres verisi Mehmet Bulat Mehmet Bulat Mehmet Bulat Follow Jan 12 TR Adres (PHP): Turkey address hierarchy without SQL imports / SQL’siz Türkiye adres verisi # webdev # opensource # php # composer Comments Add Comment 3 min read Project BookMyShow: Day 6 Vishwa Pratap Singh Vishwa Pratap Singh Vishwa Pratap Singh Follow Jan 11 Project BookMyShow: Day 6 # showdev # webdev # laravel # react Comments Add Comment 1 min read How I Get Better UI from Claude: Research First, Build Second hassantayyab hassantayyab hassantayyab Follow Jan 12 How I Get Better UI from Claude: Research First, Build Second # webdev # ai # productivity # frontend 1 reaction Comments 1 comment 3 min read Building the "Round City" of Baghdad in Three.js: A Journey Through History and Performance bingkahu bingkahu bingkahu Follow Jan 12 Building the "Round City" of Baghdad in Three.js: A Journey Through History and Performance # showdev # webdev # javascript # html 1 reaction Comments Add Comment 2 min read Best Python Web Scraping Libraries 2026 Rodrigo Bull Rodrigo Bull Rodrigo Bull Follow Jan 12 Best Python Web Scraping Libraries 2026 # webdev # python # webscraping # programming Comments Add Comment 7 min read Advanced Data Table Implementation with ka-table in React Michael Turner Michael Turner Michael Turner Follow Jan 12 Advanced Data Table Implementation with ka-table in React # react # webdev # programming # javascript Comments Add Comment 6 min read My attempt on Cloud Resume Challenge in 2026 Janice Janice Janice Follow Jan 12 My attempt on Cloud Resume Challenge in 2026 # webdev # cloudresumechallenge # aws Comments Add Comment 5 min read Why Version Control Exists: The Pen Drive Problem Anoop Rajoriya Anoop Rajoriya Anoop Rajoriya Follow Jan 12 Why Version Control Exists: The Pen Drive Problem # git # beginners # webdev # programming 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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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 All videos # cloud on Video Encore Cloud 2.0 - Development Platform for the AI Era Marcus Kohlberg NDC Conferences: View Transitions: The brand-new browser API that will blow your mind - Jakob Endrestad Kielland Scale YouTube NDC Conferences: View Transitions: The brand-new browser API that will blow your mind - Jakob Endrestad Kielland Scale YouTube NDC Conferences: View Transitions: The brand-new browser API that will blow your mind - Jakob Endrestad Kielland Scale YouTube NDC Conferences: View Transitions: The brand-new browser API that will blow your mind - Jakob Endrestad Kielland Scale YouTube NDC Conferences: View Transitions: The brand-new browser API that will blow your mind - Jakob Endrestad Kielland Scale YouTube NDC Conferences: View Transitions: The brand-new browser API that will blow your mind - Jakob Endrestad Kielland Scale YouTube NDC Conferences: "Would YOU Survive the Titanic?", with ML and .NET - Simon Painter - NDC Copenhagen 2025 Scale YouTube NDC Conferences: "Would YOU Survive the Titanic?", with ML and .NET - Simon Painter - NDC Copenhagen 2025 Scale YouTube NDC Conferences: "Would YOU Survive the Titanic?", with ML and .NET - Simon Painter - NDC Copenhagen 2025 Scale YouTube NDC Conferences: "Would YOU Survive the Titanic?", with ML and .NET - Simon Painter - NDC Copenhagen 2025 Scale YouTube NDC Conferences: View Transitions: The brand-new browser API that will blow your mind - Jakob Endrestad Kielland Scale YouTube TechWorld with Nana: Kafka Crash Course - Hands-On Project Scale YouTube TechWorld with Nana: Kafka Crash Course - Hands-On Project Scale YouTube TechWorld with Nana: Kafka Crash Course - Hands-On Project Scale YouTube TechWorld with Nana: Kafka Crash Course - Hands-On Project Scale YouTube TechWorld with Nana: Kafka Crash Course - Hands-On Project Scale YouTube TechWorld with Nana: Kafka Crash Course - Hands-On Project Scale YouTube TechWorld with Nana: Apache Kafka Complete Course for Beginners Scale YouTube TechWorld with Nana: Apache Kafka Complete Course for Beginners Scale YouTube TechWorld with Nana: Apache Kafka Complete Course for Beginners Scale YouTube TechWorld with Nana: Apache Kafka Complete Course for Beginners Scale YouTube TechWorld with Nana: Apache Kafka Complete Course for Beginners Scale YouTube TechWorld with Nana: Apache Kafka Complete Course for Beginners Scale YouTube 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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Right menu Extending Hotwire beyond Ruby on Rails Daniel Bengl Daniel Bengl Daniel Bengl Follow for Renuo AG Mar 8 '24 Extending Hotwire beyond Ruby on Rails # rails # hotwire # bunjs # webdev 1 reaction Comments Add Comment 6 min read Bun-ify Your Project Anna Anna Anna Follow for Beau Mar 6 '24 Bun-ify Your Project # javascript # bunjs # vue # nuxt 9 reactions Comments 1 comment 5 min read HTMX with Bun: A Real World App sjdonado sjdonado sjdonado Follow Mar 5 '24 HTMX with Bun: A Real World App # htmx # bunjs # tailwindcss # opensource 9 reactions Comments Add Comment 5 min read Developing your own Chrome Extension - Fixing Errors with ts-morph and using Buns API (Part 4) JoLo JoLo JoLo Follow Mar 3 '24 Developing your own Chrome Extension - Fixing Errors with ts-morph and using Buns API (Part 4) # typescript # chrome # bunjs # tsmorph 1 reaction Comments Add Comment 6 min read Developing your own Chrome Extension in Bun and Typescript (Part 2) JoLo JoLo JoLo Follow Mar 2 '24 Developing your own Chrome Extension in Bun and Typescript (Part 2) # bunjs # chrome # typescript # webdev 1 reaction Comments Add Comment 7 min read Will Bun.js replace Node.js? Renato Renato Renato Follow Feb 28 '24 Will Bun.js replace Node.js? # node # bunjs # programming # javascript Comments Add Comment 4 min read 🍞 Bun, A Faster JavaScript Runtime James Robert Lund III James Robert Lund III James Robert Lund III Follow Feb 27 '24 🍞 Bun, A Faster JavaScript Runtime # bunjs # node # webdev # javascript 3 reactions Comments 1 comment 3 min read Elysia: A Bun-first Web Framework Urmalveer Singh Urmalveer Singh Urmalveer Singh Follow Feb 5 '24 Elysia: A Bun-first Web Framework # webdev # bunjs # elysia # beginners 76 reactions Comments 16 comments 3 min read Bun Agus Sudarmanto Agus Sudarmanto Agus Sudarmanto Follow Feb 11 '24 Bun # webdev # bunjs # typescript Comments Add Comment 3 min read Why we chose Bun Christopher Ribeiro Christopher Ribeiro Christopher Ribeiro Follow for Alertpix Feb 8 '24 Why we chose Bun # webdev # javascript # programming # bunjs 8 reactions Comments 1 comment 2 min read Writing a simple RESTful TypeScript web service with Bun.js Nazeel Nazeel Nazeel Follow Feb 5 '24 Writing a simple RESTful TypeScript web service with Bun.js # bunjs # webdev # restapi # typescript 8 reactions Comments Add Comment 9 min read Streamlining JavaScript Development with PackageFlex: One-Click Copy for npm Install Commands Bhoomit Ganatra Bhoomit Ganatra Bhoomit Ganatra Follow Jan 27 '24 Streamlining JavaScript Development with PackageFlex: One-Click Copy for npm Install Commands # chromeextension # npm # yarn # bunjs 5 reactions Comments 1 comment 2 min read An 85 Lines of Code Static Site Generator with Bun and JSX Sergei Orlov Sergei Orlov Sergei Orlov Follow Jan 24 '24 An 85 Lines of Code Static Site Generator with Bun and JSX # typescript # bunjs # jsx # ssg 1 reaction Comments Add Comment 6 min read Always start with a code template Jack Le Hamster Jack Le Hamster Jack Le Hamster Follow Jan 28 '24 Always start with a code template # template # bunjs # npm # typescript 3 reactions Comments 1 comment 7 min read Introducing JetPath: A Lightning-Fast, Code-Saving Node Framework, for Supercharged Server-Side apps! ✨🚀 Friday candour Friday candour Friday candour Follow Dec 28 '23 Introducing JetPath: A Lightning-Fast, Code-Saving Node Framework, for Supercharged Server-Side apps! ✨🚀 # node # bunjs # backend # express 1 reaction Comments 1 comment 7 min read Creating a Modern Web Application with Bun, Astro, TypeScript, and HTMX (BATH Stack Quickstart) Fritz Blueford Fritz Blueford Fritz Blueford Follow Dec 6 '23 Creating a Modern Web Application with Bun, Astro, TypeScript, and HTMX (BATH Stack Quickstart) # bunjs # astro # typescript # htmx 5 reactions Comments Add Comment 2 min read I'm looking for contributors for my open source project Jack Le Hamster Jack Le Hamster Jack Le Hamster Follow Nov 30 '23 I'm looking for contributors for my open source project # javascript # gamedev # napl # bunjs Comments Add Comment 1 min read Bun adoption guide: Overview, examples, and alternatives Matt Angelosanto Matt Angelosanto Matt Angelosanto Follow for LogRocket Nov 22 '23 Bun adoption guide: Overview, examples, and alternatives # bunjs # javascript 11 reactions Comments Add Comment 12 min read My thoughts on ElysiaJS Chola Chola Chola Follow Nov 19 '23 My thoughts on ElysiaJS # bunjs # backend # development # elysiajs 9 reactions Comments 2 comments 4 min read Creating and running a Next.js project using Bun Gustavo Bueno Gustavo Bueno Gustavo Bueno Follow Nov 17 '23 Creating and running a Next.js project using Bun # bunjs # nextjs # javascript # tutorial 2 reactions Comments Add Comment 2 min read Bun: The Supercharged JavaScript Runtime Gustavo Bueno Gustavo Bueno Gustavo Bueno Follow Nov 21 '23 Bun: The Supercharged JavaScript Runtime # bunjs # javascript # runtime # development 2 reactions Comments 1 comment 2 min read Dockerizing NuxtJS with Bun DeVoresyah ArEst DeVoresyah ArEst DeVoresyah ArEst Follow Nov 8 '23 Dockerizing NuxtJS with Bun # docker # nuxt # bunjs 8 reactions Comments 2 comments 2 min read Started a repo for my new game engine Jack Le Hamster Jack Le Hamster Jack Le Hamster Follow Nov 4 '23 Started a repo for my new game engine # javascript # bunjs # gamedev # napl 2 reactions Comments Add Comment 2 min read Build an Express App Using Bun and Deploy It To Render With Docker Andrew Shearer Andrew Shearer Andrew Shearer Follow Oct 25 '23 Build an Express App Using Bun and Deploy It To Render With Docker # express # bunjs # docker # cloud 14 reactions Comments 3 comments 5 min read Going real time with donation alerts Christopher Ribeiro Christopher Ribeiro Christopher Ribeiro Follow for Alertpix Oct 20 '23 Going real time with donation alerts # webdev # javascript # node # bunjs 12 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://open.forem.com/t/productivity | Productivity - Open Forem 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 Open Forem Close Productivity Follow Hide Productivity includes tips on how to use tools and software, process optimization, useful references, experience, and mindstate optimization. Create Post submission guidelines Please check if your article contains information or discussion bases about productivity. From posts with the tag #productivity we expect tips on how to use tools and software, process optimization, useful references, experience, and mindstate optimization. Productivity is a very broad term with many aspects and topics. From the color design of the office to personal rituals, anything can contribute to increase / optimize your own productivity or that of a team. about #productivity Does my article fit the tag? It depends! Productivity is a very broad term with many aspects and topics. From the color design of the office to personal rituals, anything can contribute to increase / optimize your own productivity or that of a team. Older #productivity posts 1 2 3 4 5 6 7 8 9 … 75 … 1272 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu digital marketing Junaid Rana Junaid Rana Junaid Rana Follow Jan 9 digital marketing # ai # programming # beginners # productivity Comments Add Comment 5 min read On Being Productive Without Being Busy Serguey Asael Shinder Serguey Asael Shinder Serguey Asael Shinder Follow Jan 8 On Being Productive Without Being Busy # discuss # motivation # productivity Comments Add Comment 1 min read How Event Platforms Manage Regional Demand Kunal Das Kunal Das Kunal Das Follow Dec 31 '25 How Event Platforms Manage Regional Demand # management # productivity # software Comments Add Comment 4 min read Advanced Project Planning with Microsoft Planner: How Dependencies and Critical Path Keep Projects on Track? Alex Rodov Alex Rodov Alex Rodov Follow Dec 29 '25 Advanced Project Planning with Microsoft Planner: How Dependencies and Critical Path Keep Projects on Track? # management # productivity Comments Add Comment 3 min read Infrastructure Workforce Development in India: A Roadmap to 2030 Incoban Insights Incoban Insights Incoban Insights Follow Dec 27 '25 Infrastructure Workforce Development in India: A Roadmap to 2030 # career # management # productivity Comments Add Comment 3 min read Designing High-Frequency Circuit Boards That Work the First Time: An Engineer’s Field Guide Fen Liu Fen Liu Fen Liu Follow Dec 24 '25 Designing High-Frequency Circuit Boards That Work the First Time: An Engineer’s Field Guide # design # hardware # productivity 1 reaction Comments 1 comment 6 min read Improving Storage Performance in Enterprise IT Environments Amelia Hebrew Amelia Hebrew Amelia Hebrew Follow Dec 23 '25 Improving Storage Performance in Enterprise IT Environments # productivity # sannetworkswitch # business # technology Comments Add Comment 1 min read Abrir Propriedades do Sistema via CMD (Windows) Carlos Eduardo De Souza Lemos Carlos Eduardo De Souza Lemos Carlos Eduardo De Souza Lemos Follow Dec 22 '25 Abrir Propriedades do Sistema via CMD (Windows) # beginners # learning # productivity Comments Add Comment 2 min read Morar sozinho aos 15 anos Samuel Lucas Samuel Lucas Samuel Lucas Follow Dec 22 '25 Morar sozinho aos 15 anos # productivity Comments Add Comment 1 min read Technical Overview of Energy Audits for Commercial and Industrial Buildings in Dubai ridhe sharma ridhe sharma ridhe sharma Follow Dec 22 '25 Technical Overview of Energy Audits for Commercial and Industrial Buildings in Dubai # management # productivity # science Comments Add Comment 3 min read Discord community engagement strategies for thriving channels Wevolv3 Wevolv3 Wevolv3 Follow Dec 20 '25 Discord community engagement strategies for thriving channels # leadership # management # productivity Comments Add Comment 4 min read Managing the Energy of Regional Food Truck Events Marcus Delgado Marcus Delgado Marcus Delgado Follow Dec 15 '25 Managing the Energy of Regional Food Truck Events # career # management # productivity Comments Add Comment 8 min read How to Transform Communication Skills When Managing the Impact of Dysregulation & APD Grace Anderson Grace Anderson Grace Anderson Follow Dec 18 '25 How to Transform Communication Skills When Managing the Impact of Dysregulation & APD # help # learning # productivity Comments Add Comment 4 min read My North Star as an AI Founder (And Why I’m Not Changing It) Jaideep Parashar Jaideep Parashar Jaideep Parashar Follow Dec 18 '25 My North Star as an AI Founder (And Why I’m Not Changing It) # webdev # ai # beginners # productivity 15 reactions Comments 3 comments 3 min read How to Search Academic Articles to Invalidate a Patent: A Practical Guide for IP Professionals Zainab Imran Zainab Imran Zainab Imran Follow for PatentScanAI Dec 15 '25 How to Search Academic Articles to Invalidate a Patent: A Practical Guide for IP Professionals # career # learning # productivity 1 reaction Comments Add Comment 8 min read Plato’s Republic — Savage Summary (Part 2) SGTSanjay SGTSanjay SGTSanjay Follow Dec 12 '25 Plato’s Republic — Savage Summary (Part 2) # books # motivation # learning # productivity Comments Add Comment 2 min read How Excel Improves Data Accuracy and Reduces Business Errors Kamal Lawal Kamal Lawal Kamal Lawal Follow Dec 13 '25 How Excel Improves Data Accuracy and Reduces Business Errors # datascience # productivity # tools Comments Add Comment 3 min read Why Working Harder Isn’t Scaling Your Agency (And What Actually Does) Vipul Gupta Vipul Gupta Vipul Gupta Follow Dec 16 '25 Why Working Harder Isn’t Scaling Your Agency (And What Actually Does) # productivity # ai # digitaltransformation # webdev Comments Add Comment 3 min read Quantifying the Intangible: A Strategic Framework for Measuring the Impact of Business Simulations Leadership Leadership Leadership Follow Dec 18 '25 Quantifying the Intangible: A Strategic Framework for Measuring the Impact of Business Simulations # management # learning # productivity # datascience Comments 1 comment 4 min read Mushroom Revenue Brian Kim Brian Kim Brian Kim Follow Dec 12 '25 Mushroom Revenue # career # productivity Comments Add Comment 2 min read Marcus Aurelius – Meditations (Book Summary) SGTSanjay SGTSanjay SGTSanjay Follow Dec 11 '25 Marcus Aurelius – Meditations (Book Summary) # books # motivation # productivity Comments Add Comment 2 min read How Skill Development Can Improve Construction Quality in India Incoban Insights Incoban Insights Incoban Insights Follow Dec 11 '25 How Skill Development Can Improve Construction Quality in India # career # learning # productivity Comments Add Comment 3 min read 🚨 Why Social Media Feels So Harsh: Observations from Facebook Janitha Silva Janitha Silva Janitha Silva Follow Dec 9 '25 🚨 Why Social Media Feels So Harsh: Observations from Facebook # socialmedia # productivity # mentalhealth # opinion Comments Add Comment 2 min read Being a Writer: Fun But Sometimes Headache-Inducing Sam Sam Sam Follow Dec 9 '25 Being a Writer: Fun But Sometimes Headache-Inducing # discuss # writing # productivity # watercooler Comments Add Comment 1 min read The Practical Road-Trip Dining System: How to Find Real Food on the Road Without Wasting Stops Sonia Bobrik Sonia Bobrik Sonia Bobrik Follow Dec 22 '25 The Practical Road-Trip Dining System: How to Find Real Food on the Road Without Wasting Stops # 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https://news.ycombinator.com/item?id=46593802#46595093 | Fabrice Bellard's TS Zip (2024) | Hacker News Hacker News new | past | comments | ask | show | jobs | submit login Fabrice Bellard's TS Zip (2024) ( bellard.org ) 152 points by everlier 12 hours ago | hide | past | favorite | 63 comments omoikane 10 hours ago | next [–] Current leader of the Large Text Compression Benchmark is NNCP (compression using neural networks), also by Fabrice Bellard: https://bellard.org/nncp/ Also, nncp-2024-06-05.tar.gz is just 1180969 bytes, unlike ts_zip-2024-03-02.tar.gz (159228453 bytes, which is bigger than uncompressed enwiki8). reply wiz21c 26 minutes ago | parent | next [–] while impressive, it's a very specific case of compression: english text. It may be in use in many places but there are many more things to compress. It'd be nice to have a comparison here: https://morotti.github.io/lzbench-web/?dataset=silesia/sao&m... reply smusamashah 2 hours ago | parent | prev | next [–] Doesn't this fit the Hutter Prize conditions that is mentioned in other comment here https://news.ycombinator.com/item?id=46595109 reply WithinReason 3 minutes ago | root | parent | next [–] It's too slow for that. The Hutter prize is CPU only so neural network solutions (which are the most interesting IMO) are effectively excluded. reply egl2020 10 hours ago | prev | next [–] When Jeff Dean gets stuck, he asks Bellard for help... reply ok_dad 1 hour ago | parent | next [–] Jeff Dean uses Fabrice Bellard as a rubber duck for debugging, and vice versa. Amazingly, neither says a thing for several minutes, staring into each other's eyes, and then they just start typing the solution to the problem on a single keyboard together. reply meisel 11 hours ago | prev | next [–] Looks like it beats everything in the large text compression benchmark for enwik8, but loses to several programs for enwik9. I wonder why that is. reply AnotherGoodName 10 hours ago | parent | next [–] It's actually not the best at enwik8 or 9. The results at https://www.mattmahoney.net/dc/text.html explicitly add the size of the compressor itself to the result. Note the "enwik9+prog" column. That's what it's ranked on. The reason to do this is that it's trivial to create a compressor that 'compresses' a file to 0 bytes. Just have an executable with a dictionary of enwik9 that writes that out given any input. So we always measure what is effectively the Kolmogorov complexity. The data+program as a whole that produces the result we want. So those results add in the compressor size. The programs there generally have no dictionary built in or in the case of LLM based compressors, no pre-trained data. They effectively build the model as they process data. Not compressing much at all at the start and slowly compressing better and better as they go. This is why these programs do better and better with larger data sets. They start with 0 knowledge. After a GB or so they have very good knowledge of the corpus of human language. This program here however is pre-trained and shipped with a model. It's 150MB in size! This means it has 150MB of extra starting knowledge over those models in that list. The top models in that list are the better compressors, they'll quickly out learn and overtake this compressor but they just don't have that headstart. Of course measuring fairly this should be listed with that 150MB program size added to the results when doing a comparison. reply srcreigh 10 hours ago | root | parent | next [–] As an aside, I wonder how to account for the information content embedded in the hardware itself. A Turing Machine compressor program would likely have more bytes than the amd64 binary. So how to evaluate KolmogorovComplexity(amd64)? The laws of physics somehow need to be accounted for too, probably. reply d_burfoot 9 hours ago | root | parent | next [–] Kolmogorov Complexity is only defined up to a constant, which represents Turing machine translation length. reply notpushkin 4 hours ago | root | parent | next [–] I guess we need to guesstimate the length of a shortest Turing machine implementation of amd64 then? reply Dylan16807 4 hours ago | root | parent | prev | next [–] The complexity of a simple turing machine is itty bitty, and you can bootstrap that into an x86 emulator in a matter of kilobytes, so when we're messing with 100MB files it's not a big factor. reply rao-v 6 hours ago | root | parent | prev | next [–] If every version of your OS ships with a default local model, it maybe interesting to see compression conditioned on the standard LLM weights reply oxag3n 10 hours ago | prev | next [–] Compression and intelligence reminded me of the https://www.hutter1.net/prize I've encountered it >10 years ago and it felt novel that compression is related to intelligence and even AGI. reply eru 7 hours ago | parent | next [–] Yes. When you train your neural network to minimise cross-entropy that's literally the same as making it better as a building block in an arithmetic coding data compressor. See https://en.wikipedia.org/wiki/Arithmetic_coding See also https://learnandburn.ai/p/an-elegant-equivalence-between-llm... reply senderista 1 hour ago | root | parent | next [–] Indeed, KL-divergence can be seen as the difference between the average number of bits required to arithmetically encode a sample from a given distribution, using symbol probabilities from both the original distribution and an approximating distribution. https://en.wikipedia.org/wiki/Kullback%E2%80%93Leibler_diver... reply wewewedxfgdf 11 hours ago | prev | next [–] >> The ts_zip utility can compress (and hopefully decompress) text files Hopefully :-) reply hamandcheese 10 hours ago | parent | next [–] Reading data is overrated. I highly recommend S4: http://www.supersimplestorageservice.com/ reply gmuslera 10 hours ago | prev | next [–] Reminded me of pi filesystem ( https://github.com/philipl/pifs ), with enough digits of pi precalculated you might be able to do a decent compression program. The trick is in the amount of reasonable digits for that, if it’s smaller or bigger than that trained LLM. reply GuB-42 9 hours ago | parent | next [–] I suspect that the length of the offset of your input data in pi is equal to the length of the input data itself, plus or minus a few bytes at most, regardless of the size of the input data. That is: no compression, but it won't make things worse either. Unless the input data is the digits of pi, obviously, or the result of some computation involving pi. reply MrLeap 7 hours ago | root | parent | next [–] You could express the offset with scientific notation, tetration, and other big math number things. You probably don't need the whole offset number all at once! reply GuB-42 6 hours ago | root | parent | next [–] Actually, you do. You can use all the math stuff like scientific notation, tetration, etc... but it won't help you make things smaller. Math notation is a form of compression. 10^9 is 1000000000, compressed. But the offset into pi is effectively a random number, and you can't compress random numbers no matter what technique you use, including math notation. This can be formalized and mathematically proven. The only thing wrong here is that pi is not a random number, but unless you are dealing with circles, it looks a lot like it, so while unproven, I think it is a reasonable shortcut. reply sltkr 8 hours ago | parent | prev | next [–] I'm going to be the nerd that points out that it has not been mathematically proven that pi contains every substring, so the pifs might not work even in theory (besides being utterly impractical, of course). On a more serious note, as far as I understand these compression competitions require that static data is included in the size computation. So if you compress 1000 MB into 500 MB, but to decompress you need a 1 MB binary and a 100 MB initial dictionary, your score would be 500 + 100 + 1 = 601 MB, not 500 MB. The relevance to this discussion is that the LLM weights would have to be included as static data, since the only way to regenerate them is from the initial training data, which is much larger than the resulting model. By comparison, pi based compression is the other way around: since pi is a natural constant, if your decompressor requires (say) a trillion digits of pi, you could write a relatively small program (a few kb) to generate them. It would be terribly slow, but it wouldn't affect your compression ratio much. reply dataflow 4 hours ago | root | parent | next [–] > I'm going to be the nerd that points out that it has not been mathematically proven that pi contains every substring Fascinating. Do you know if this has been proven about any interesting number (that wasn't explicitly constructed to make this true)? reply kadoban 3 hours ago | root | parent | next [–] https://en.wikipedia.org/wiki/Normal_number has some examples and a bunch of info. Most of them are pretty artificial, but the concatenation of the primes one is... at least interesting, not obvious (to me) from doing that that it'd be normal. reply _ache_ 15 minutes ago | root | parent | next [–] Hmm, you are referring to rich numbers but pointing to normal numbers, so I will be the nerd who points out that every normal number is rich, but some rich numbers aren't normal. https://en.wikipedia.org/wiki/Disjunctive_sequence reply netsharc 6 hours ago | root | parent | prev | next [–] You mentioning the concept of pi containing every substring makes me think of Borges' Library of Babel. Ha, next: a compression algorithm that requires the user to first build an infinite library... reply _ache_ 4 minutes ago | root | parent | next [–] Yep, the Library of Babel is a related topic. Wikipedia links it as "See also" on the page of "Normal numbers". > a compression algorithm that requires the user to first build an infinite library... Kind of already exists, pifs. More like a joke, but the concept is already a joke so... https://github.com/philipl/pifs reply eru 7 hours ago | root | parent | prev | next [–] > I'm going to be the nerd that points out that it has not been mathematically proven that pi contains every substring, so the pifs might not work even in theory (besides being utterly impractical, of course). Well, either your program 'works', or you will have discovered a major new insight about Pi. > On a more serious note, as far as I understand these compression competitions require that static data is included in the size computation. So if you compress 1000 MB into 500 MB, but to decompress you need a 1 MB binary and a 100 MB initial dictionary, your score would be 500 + 100 + 1 = 601 MB, not 500 MB. And that's the only way to do this fairly, if you are running a competition where you only have a single static corpus to compress. It would be more interesting and would make the results more useful, if the texts to be compressed would be drawn from a wide probability distribution, and then we scored people on eg the average length. Then you wouldn't necessarily need to include the size of the compressor and decompressor in the score. Of course, it would be utterly impractical to sample Gigabytes of new text each time you need to run the benchmark: humans are expensive writers. The only way this could work would be either to sample via an LLM, but that's somewhat circular and wouldn't measure what you actually want to measure in the benchmark, or you could try to keep the benchmark text secret, but that has its own problems. reply charcircuit 8 hours ago | root | parent | prev | next [–] This only does 1 byte, so you only have to prove it contains the bits for 0-255. reply rurban 10 hours ago | prev | next [–] So did beat his own leading program from 2019, nncp, finally. reply bob1029 6 hours ago | prev | next [–] PPMd is the most exotic compressor I've actually used in production. The first time I saw it in action I thought it was lossy or something was broken. I had never seen structured text compress that well. reply MisterTea 11 hours ago | prev | next [–] This is something I have been curious about in terms of how an LLM's achieves compression. I would like to know what deviations are in the output as this almost feels like a game of telephone where each re-compression results in a loss of data which is then incorrectly reconstructed. Sort of like misremembering a story and as you tell it over time the details change slightly. reply Scaevolus 11 hours ago | parent | next [–] When LLMs predict the next token, they actually produce a distribution of the probability of each of the possible next tokens, and the sampler chooses one of them, and not necessarily the most likely one! If instead you run LLM prediction and then encode the probability of the next token of the input text you want to encode (from the cumulative distribution, a number in [0, 1]) using arithmetic coding, you can run the same operation in reverse to achieve lossless compression. The tricky part is ensuring that your LLM executes absolutely deterministically, because you need to make sure that the encoder and decoder have the same probability distribution map at each step. reply AnotherGoodName 9 hours ago | parent | prev | next [–] Yes. The secret is in understanding arithmetic coding. https://en.wikipedia.org/wiki/Arithmetic_coding Arithmetic coding takes a prediction of the next bit and writes out exactly as many bits as needed to correct that prediction. The amazing part is that you can write out fractional bits. Eg. You predict the next bit is '1' with 75% probability? If it is 1 you only need to write out 1/2 of a bit (correcting that 25% portion). If it's 0 you need to write out 2.4bits. It may seem strange to work with 1/2 a bit but it works! (essentially the other half of the bit represents other future correction required). You might have heard of huffman coding which can't deal with fractional bits, arithmetic coding is a generalization of huffman coding that can deal with this. Arithmetic coding is mathematically perfect at what it does. You will not waste a single bit using this algorithm to encode data given a prediction of that data. So the entirety of modern compression techniques don't deal with the encoding/decoding side at all. What they deal with is modelling the data so far and making the most accurate prediction possible on the next bit of data (next byte also works, but working 1 bit at a time is easier to comprehend when learning arithmetic coding). Incidentally the encoders and decoders essentially work exactly the same. Given the data read or data decoded so far predict the next bit. This part is exactly the same either way. The decoder would read the compressed file for the correction and the encoder would read the input file and write out the correction. The important part is "predict the next bit". This is what separates all the different compressors. This is also where those of us experienced in this area try to correct people on the wrong track. A compression algorithm is never about the encoding side but instead 100% always about the prediction of the data. Can you build a model that can accurately predict what the next data to come is? That's what you need to do to make a better file compressor. The entropy encoding part is a completely solved problem already, don't bother re-solving that. reply billforsternz 6 hours ago | root | parent | next [–] I don't understand. On average, for every 4 input bits we will get it right 3 times writing 0.5 bits each time and get it wrong once writing 2.4 bits once. So we write a total of 3 * 0.5 + 2.4 bits = 3.9 bits. The compressed output is 3.9/4 = 97.5% as big as the input. Not very compelling. What am I misunderstanding? reply AnotherGoodName 6 hours ago | root | parent | next [–] I back of the enveloped it wrong is what :(. It's -log2(0.75) for getting a 75% chance right and -log2(0.25) for getting it wrong. I should have stated .4 bits and 2bits respectively not 0.5 and 2.4. Sorry! Good catch. It's 3.2 vs 4bits. Now that may not seem huge but the probabilities tend to be at the more extreme ends if the predictor is any good. Once you start going towards the 99% range you get extreme efficiency. reply billforsternz 3 hours ago | root | parent | next [–] Thanks for the clarification. reply ChadNauseam 8 hours ago | root | parent | prev | next [–] That's true for lossless compression. Is there a generalization for lossy compression? reply AnotherGoodName 8 hours ago | root | parent | next [–] Lossy and lossless are essentially fundamentally the same actually. All state of the art lossy compressors use arithmetic coding as an example and they still do prediction. Eg. your favourite video codecs predict not only the next bit in the 2D frame, but also the next bit when modelling past frames (becomes a 3D cube of data at that point) and they also do things like motion prediction of individual objects in frame to help make a better prediction. They all use arithmetic encoders to encode the data. Where the lossy part comes in is the point at which humans notice/don't notice data being thrown away. Got a bit that was waaay out of line in the prediction and going to cost you 10bits to correct? Perhaps to humans it doesn't matter? Can we throw it away? This throwing away of data is often done before the prediction+compression stage (eg. maybe quantizing the color space to 8bits from 32bits?) but from there on it's the same thing. reply eru 7 hours ago | root | parent | next [–] To simplify: lossy compression = lossless compression + a perception model that can tell you what aspect of the data you can safely toss away without anyone noticing. reply ChadNauseam 7 hours ago | root | parent | prev | next [–] Thanks! That's really enlightening. Maybe this can help me settle a question I've had. If I have 4k video and I want a smaller file size (but suppose I still have a 4k tv), I always felt like I should get better quality at that file size by compressing it further than by reducing the resolution. Rather than deciding for myself what data to throw away, why not let the compression algorithm do it? reply AnotherGoodName 7 hours ago | root | parent | next [–] Lowering the resolution to match the typical TV resolutions is sensible but beyond that trusting the codec is always the better way. The codecs will adaptively compress portions of the video differently. The top left area that's in shadow for the next 30seconds? Maybe that areas effective resolution can be lowered? Etc. They can do things like this! If you change the resolution or color space of the entire file you do that without consideration to where the extra details might have been needed. So resolution should match typical output resolutions exactly and from there it's all on the codec. reply themafia 7 hours ago | parent | prev | next [–] https://www.youtube.com/watch?v=QEzhxP-pdos reply shawnz 11 hours ago | prev | next [–] Another fun application of combining LLMs with arithmetic coding is steganography. Here's a project I worked on a while back which effectively uses the opposite technique of what's being done here, to construct a steganographic transformation: https://github.com/shawnz/textcoder reply akoboldfrying 7 hours ago | parent | next [–] Cool! It creates very plausible encodings. > The Llama tokenizer used in this project sometimes permits multiple possible tokenizations for a given string. Not having tokens be a prefix code is thoroughly unfortunate. Do the Llama team consider it a bug? I don't see how to rectify the situation without a full retrain, sadly. reply bonzini 3 hours ago | root | parent | next [–] I think it's plausible that different languages would prefer different tokenizations. For example in Spanish the plural of carro is carros, in Italian it's carro. Maybe the LLM would prefer carr+o in Italian and a single token in Spanish. reply shawnz 4 hours ago | root | parent | prev | next [–] I can't imagine they consider it a bug, it is a common and beneficial property of essentially every LLM today. You want to be able to represent common words with single tokens for efficiency, but at the same time you still need to be able to represent prefixes of those words in the cases where they occur separately reply akoboldfrying 3 hours ago | root | parent | next [–] I find this surprising, but I suppose it must be more efficient overall. Presumably parsing text into tokens is done in some deterministic way. If it is done by greedily taking the longest-matching prefix that is a token, then when generating text it should be possible to "enrich" tokens that are prefixes of other tokens with additional constraints to force a unique parse: E.g., if "e" is a token but "en" is too, then after generating "e" you must never generate a token that begins with "n". A text generated this way can be deterministically parsed by the greedy parser. Alternatively, it would suffice to restrict to a subset of tokens that are a prefix code. This would be simpler, but with lower coding efficiency. reply shawnz 3 hours ago | root | parent | next [–] Regarding the first part: that's an interesting idea, although I worry it would bias the outputs in an unrealistic way. Then again, maybe it would only impact scenarios that would have otherwise been unparsable anyway? Regarding the second part: you'd effectively just be limiting yourself to single character tokens in that case which would drastically impact the LLM's output quality reply akoboldfrying 54 minutes ago | root | parent | next [–] The first approach would only affect outputs that would have been otherwise unparseable. The second approach works with any subset of tokens that form a prefix code -- you effectively set the probability of all tokens outside this subset to zero (and rescale the remaining probabilities if necessary). In practice you would want to choose a large subset, which means you almost certainly want to avoid choosing any single-character tokens, since they can't coexist with tokens beginning with that character. (Choosing a largest-possible such subset sounds like an interesting subproblem to me.) reply SnowProblem 10 hours ago | prev | next [–] I love this because it gets to the heart of information theory. Shannon's foundational insight was that information is surprise. A random sequence is incompressible by definition. But what counts as surprise depends on context, and for text, we know a large amount of it is predictable slop. I suspect there's a lot of room to go along this style of compression. For example, maybe you could store an upfront summary that makes prediction more accurate. Or perhaps you could encode larger sequences or some kind of hierarchical encoding. But this is great. reply bambax 10 hours ago | parent | next [–] Yes! information is surprise, and that's why a measure of intelligence is the ability to predict. reply dmitrygr 11 hours ago | prev | next [–] "compressed size" does not seem to include the size of the model and the code to run it. According to the rules of Large Text Compression Benchmark, total size of those must be counted, otherwise a 0-byte "compressed" file with a decompressor containing the plaintext would win. reply underdeserver 11 hours ago | parent | next [–] Technically correct, but a better benchmark would be a known compressor with an unknown set of inputs (that come from a real-world population, e.g. coherent English text). reply eru 7 hours ago | root | parent | next [–] Yes, definitely. Alas, it's just harder to run these kinds of challenges completely fairly and self-administered, than the ones where you have a fixed texts as the challenge and add the binary size of the decompressor. reply FartyMcFarter 11 hours ago | parent | prev | next [–] True for competitions, but if your compression algorithm is general purpose then this matters less (within reason - no one wants to lug around a 1TB compression program). reply paufernandez 11 hours ago | parent | prev | next [–] Yeah, but the xz algorithm is also not counted in the bytes... Here the "program" is the LLM, much like your brain remembers things by coding them compressed and then reconstructs them. It is a different type of compression: compression by "understanding", which requires the whole corpus of possible inputs in some representation. The comparison is not fair to classical algorithms yet that's how you can compress a lot more (given a particular language): by having a model of it. reply wrs 11 hours ago | root | parent | next [–] “Compressors are ranked by the compressed size of enwik9 (10^9 bytes) plus the size of a zip archive containing the decompresser.” [0] [0] https://www.mattmahoney.net/dc/text.html reply benatkin 11 hours ago | prev | next [–] I propose the name tokables for the compressed data produced by this. A play on tokens and how wild it is. reply fancyswimtime 10 hours ago | parent | next [–] please pass the tokables to the left hand side reply jokoon 9 hours ago | prev | next [–] so barely 2 or 3 times better than xz not really worth it reply publicdebates 11 hours ago | prev [–] Bellard finally working with his true colleague. reply Guidelines | FAQ | Lists | API | Security | Legal | Apply to YC | Contact Search: | 2026-01-13T08:48:52 |
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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 Challenges > Postmark Challenge: Inbox Innovators CHALLENGE RESULTS 🏆 Winners Announced! 🎊 Congrats to the Winners of Postmark Challenge: Inbox Innovators! Read Announcement Challenge ends soon! Submit your entry now DAYS : HOURS : MINUTES : SECONDS See prompts Postmark Challenge: Inbox Innovators View Entries Please sign in to follow this challenge The email delivery service that people actually like! Challenge Status: Ended Ended Join our next Challenge Running through June 8 , the Postmark Challenge: Inbox invites you to play with data by leveraging Postmark's inbound email parsing capabilities. Email remains one of the most universal and powerful communication tools, and Postmark's developer-focused API makes it easier than ever to incorporate sophisticated email functionality into your applications. This challenge is your opportunity to demonstrate how creative you can get with email-based features while adding an impressive project to your portfolio! We will selected three talented winners. Each will receive: $1,000 USD DEV++ Membership Exclusive DEV Badge All Participants with a valid submission will receive a completion badge on their DEV profile. Good Luck! Key Dates Contest start: May 21, 2025 Submissions due: June 08, 2025 Winners announced: June 19, 2025 Badge Rewards Postmark Challenge: Inbox Innovators Completion Badge Postmark Challenge: Inbox Innovators Winner Badge Sponsored by Postmark Postmark is a cloud-based email delivery service designed to ensure that transactional emails—such as password resets, order confirmations, and notifications—reach recipients' inboxes quickly and reliably. It offers both an Email API and SMTP service, allowing developers to integrate email functionality into their applications with ease. Learn More → Challenge Prompt Inbox Innovators Your mission is to build an application using Postmark's inbound email parsing feature . Postmark's inbound email parsing allows you to receive and process emails programmatically, opening up countless possibilities for all sorts of applications -- from practical tooling that solves real-world problems to creative and impactful art pieces. Submission Template Judging Criteria: Utilization of Postmark features Use Case (creativity; originality; impact) Accessibility Writing Quality (originality; clarity) Frequently Asked Questions Participation Can I submit to a prompt more than once? Yes, you can submit multiple submissions per prompt but you’ll need to publish a separate post for each submission. Can I work on a team? Yes, you can work on teams of up to four people. If you collaborate with anyone, you’ll need to list their DEV handles in your submission post so we can award a badge to your entire team! Please only publish one submission per team. DEV does not handle prize-splitting, so in the event that your submission wins the shop gift, you will need to split that amongst yourselves. Thank you for understanding! How old do I have to be to participate? Participants need to be 18+ in order to participate. If I live in X, am I eligible to participate? For eligibility rules, see our official challenge rules . Submission Can my submission include open source code? Riffing on open source code and borrowing and improving on previous work/ideas is encouraged but it’s important your changes are significant enough to ensure your submission is valid. When does riffing become plagiarism? It will depend, but transparency is important, license compatibility is important. You can use someone else’s code to give you a jumpstart to demonstrate your ideas on top of someone else’s base, but not just re-package the base. It should be clear to the judges what you added to the project in terms of the code and conceptual inspiration. This means, you should clearly state what you were building on and what elements are original to this new submission. When building on existing code, we expect a significant change that adds something tangible to the output. i.e. a new animation, and new sprite, a new function, a new presentation. Not just changes to the source - i.e. changing colours, changing one sprite, changing one function. What happens if my submission is considered plagiarized or invalid? Anything deemed to be plagiarism will not be eligible for prizes. Incidental plagiarism may simply result in your disqualification from the challenge (regardless of the number of other valid submissions you have published). Egregious plagiarism will result in your suspension from DEV entirely. Any non-generic, non-trivial usage of prior work, including open source code must be credited in your submission. Do submissions have to be in English? Non-english submissions are eligible for a completion badge but not eligible for prizes due to the current limitations of our judges. We will not be judging on mastery of the English language, so please don’t let this deter you from submitting if you are not a native English speaker! We hope to evolve this in the future to be more accommodating. Do I need a license for my code? You are not required to license your code but we strongly recommend that you do. Here are some you may consider: MIT , Apache , BSD-2 , BSD-3 , or Commons Clause . Can I use AI? Use of AI is allowed as long as all other rules are followed. We want to give you a chance to show off your skills in realistic scenarios. If you use AI tools to help you achieve your submission, all the power to you. How do I embed my project directly into my DEV post? Our editor supports many types of embeds, including: Stackbliz, Glitch, Github, etc. You can typically use the {% embed https://... %} syntax directly in the post. Click here for more information on our markdown support. For CodePen, you will need to use this syntax: {% codepen http://... %} For CodeSandbox, you will need to use this syntax: {% codesandbox http://... %} Judging and Prizing Can there be ties? In the event of a tie in scoring between judges, the judges will select the entry that received the highest number of positive reactions on their DEV post to determine the winner. How will I know if I won? Winners will be announced in a DEV post on the winner announcement date noted in our key dates section. When will winners receive their Forem Shop gift? The DEV Team will contact you via the email associated with your DEV profile within, at most, 10 business days of the announcement date to share the details of the shop gift. When will I receive my DEV badge? Both participation and winner badges will be awarded, in most cases, the same day as the winner announcement. When will I receive my prizes? The DEV Team will contact you via the email associated with your DEV profile within, at most, 10 business days of the announcement date to share the details of claiming your prizes. What steps do I need to take to receive my cash prize? The winner (including each member of a team) may be required to sign and return an affidavit of eligibility and publicity/liability release, and provide any additional tax filing information (such as a W-9, social security number or Federal tax ID number) within seven (7) business days following the date of your first email notification. Postmark Challenge: Inbox Innovators Rules NO PURCHASE NECESSARY. Open only to 18+. Contest entry period ends June 1, 2025 at 11:59 PM PDT. Contest is void where prohibited or restricted by law or regulation. All entires must be submitted during the content period. For Official Rules, see Postmark Challenge: Inbox Innovators Contest Rules and General Contest Official Rules . Dismiss 💎 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 | 2026-01-13T08:48:52 |
https://dev.to/t/automation/videos | Videos - 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 All videos # automation on Video Automating a Browser with Anthropic’s Computer Use to Play Tic-Tac-Toe Christian Bromann 🚀 I Built a WhatsApp Web Automation Chrome Extension (Manifest V3) Emmanuel Saleem 12:57 No Code Admin Panel Platform Manish Pillai 03:43 BEEPTOOLKIT - IDE Soft Logic Controller Beeptec Engineering 00:17 Can you bypass every security? 🤔💻🔓 Grzegorz Piechnik 01:05 Comprehensive Capture Siri Shortcut Demo David Blue 05:54 API Testing - Response Validation via powerful scriptless assertions Dheeraj Aggarwal 01:29 GitHub Actions: Manual triggers with workflow_dispatch Brian Douglas 02:03 BPEL not for People Peter Harrison 03:31 How to create automated functional tests in no time Dmitry Sheiko 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 | 2026-01-13T08:48:52 |
https://dev.to/t/programming/videos | Videos - 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 Forem Close All videos # programming on Video FlutterFlow's AI Future is DreamFlow. Its AI Present is This. Stuart Code Hike in 100 Seconds Fabian Frank Werner How to Monitor Any URL for Dead Links (Including Tricky Soft 404s) jsmanifest Tab Wise v2.1.0 is live Siddhesh Shirdhankar I Built a 3D Gesture-Controlled Instagram Christmas Tree in a Day 🎄 Grace Yuen Why I built a full-stack web app for indie game developers and artists Petipois A Better Way to Run Git Worktrees Finally! Julio Daniel Reyes An Honest Review of Google Antigravity Fabian Frank Werner Learn Dart Programming Language: A Beginner's Guide Samuel Adekunle Solving a $ 200 Billion Market Problem with Kiro Vbboi24 Next.js Data Fetching Mistake That Blocks Your Entire Page (And How to Fix It) Shubham Tiwari Our attempt to reduce the boring 40–60% of AI engineering Anindya Obi A Complete Architecture Guide for RAG + Agent Systems Anindya Obi 12:57 No Code Admin Panel Platform Manish Pillai 10:35 Understanding HOTP and TOTP in Two-Factor Authentication Manish Pillai 07:07 SSE - Server Sent Event Manish Pillai 03:43 Can logic assembly replace low-level programming in automation? Beeptec Engineering 00:30 I Failed 5 Coding Interviews Despite Solving 200+ LeetCode Problems — Here's What Fixed It anjan-dutta 06:38 Vibe Code an Agentic App in Under 7 Minutes Nathan Tarbert 02:03 Project of the Week: Appwrite Riyana Patel 02:21 Project of the Week: Supabase Riyana Patel 17:02 How to create redirects in Nuxt 3 Alex Marusych 00:48 WHY ARE WE STILL BUILDING APPS ON INSECURE FOUNDATIONS? estrolabz 01:47 DEV.to Writer Agent GAUTAM MANAK 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 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. Made with love and Ruby on Rails . Forem © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:48:52 |
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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 Golf Forem Close # golf Follow Hide General discussion about the sport of golf Create Post Older #golf posts 1 2 3 4 5 6 7 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Golf.com: Behind Closed Doors: Sleepy Hollow’s Opulent Home on the Hudson YouTube Golf YouTube Golf YouTube Golf Follow Nov 7 '25 Golf.com: Behind Closed Doors: Sleepy Hollow’s Opulent Home on the Hudson # golf # offtopic # recommendations Comments Add Comment 1 min read No Laying Up Podcast: Old Course Renovations, Weekly Recap + Jackson Koivun | NLU Pod, Ep 1087 YouTube Golf YouTube Golf YouTube Golf Follow Nov 6 '25 No Laying Up Podcast: Old Course Renovations, Weekly Recap + Jackson Koivun | NLU Pod, Ep 1087 # discuss # golf 2 reactions Comments Add Comment 1 min read Golf.com: Ross Butler cures Erin Lim Rhodes Chipping Yips | Can I Get A Tip YouTube Golf YouTube Golf YouTube Golf Follow Oct 31 '25 Golf.com: Ross Butler cures Erin Lim Rhodes Chipping Yips | Can I Get A Tip # golf # lessons # quotes Comments Add Comment 1 min read No Laying Up Podcast: The Booth Vol.23 | Trap Draw, Ep 365 YouTube Golf YouTube Golf YouTube Golf Follow Oct 31 '25 No Laying Up Podcast: The Booth Vol.23 | Trap Draw, Ep 365 # golf # recommendations Comments Add Comment 1 min read No Laying Up Podcast: Chop Session with DJ | Trap Draw, Ep 367 YouTube Golf YouTube Golf YouTube Golf Follow Oct 31 '25 No Laying Up Podcast: Chop Session with DJ | Trap Draw, Ep 367 # golf # recommendations # offtopic # betting Comments Add Comment 1 min read No Laying Up Podcast: Lava Golf, International Crown + Jack's Big Win | NLU Pod, Ep 1085 YouTube Golf YouTube Golf YouTube Golf Follow Oct 29 '25 No Laying Up Podcast: Lava Golf, International Crown + Jack's Big Win | NLU Pod, Ep 1085 # golf # recommendations Comments Add Comment 1 min read Golf.com: MLB All-Star Dexter Fowler's Ultimate Putting Tip YouTube Golf YouTube Golf YouTube Golf Follow Oct 31 '25 Golf.com: MLB All-Star Dexter Fowler's Ultimate Putting Tip # golf # lessons # recommendations Comments Add Comment 1 min read Peter Finch Golf: I challenged a HEAD PRO at HIS OWN course... 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(Ep. 1 – Heswall GC) # golf # betting # recommendations Comments Add Comment 1 min read Golf.com: The Heartfelt Purpose Behind the Folds of Honor Collegiate YouTube Golf YouTube Golf YouTube Golf Follow Oct 29 '25 Golf.com: The Heartfelt Purpose Behind the Folds of Honor Collegiate # golf # recommendations Comments Add Comment 1 min read No Laying Up Podcast: Weekly Recap + Se Ri Pak Deep Dive | NLU Pod, Ep 1083 YouTube Golf YouTube Golf YouTube Golf Follow Oct 20 '25 No Laying Up Podcast: Weekly Recap + Se Ri Pak Deep Dive | NLU Pod, Ep 1083 # golf # quotes Comments Add Comment 1 min read No Laying Up Podcast: Fall Events That Slap + Great Dunes | NLU Pod, Ep 1091 YouTube Golf YouTube Golf YouTube Golf Follow Nov 20 '25 No Laying Up Podcast: Fall Events That Slap + Great Dunes | NLU Pod, Ep 1091 # golf # recommendations 5 reactions Comments Add Comment 1 min read No Laying Up Podcast: The Incidents of Sergio Garcia | NLU Pod, Ep 1086 YouTube Golf YouTube Golf YouTube Golf Follow Oct 29 '25 No Laying Up Podcast: The Incidents of Sergio Garcia | NLU Pod, Ep 1086 # golf # recommendations 3 reactions Comments Add Comment 1 min read No Laying Up Podcast: The Science of Putting with Dr. Sasho MacKenzie | NLU Pod, Ep 1082 YouTube Golf YouTube Golf YouTube Golf Follow Oct 15 '25 No Laying Up Podcast: The Science of Putting with Dr. Sasho MacKenzie | NLU Pod, Ep 1082 # golf # recommendations # lessons 2 reactions Comments Add Comment 1 min read Golf.com: Golf Behind Bars: Inside America’s Most Unlikely Club YouTube Golf YouTube Golf YouTube Golf Follow Oct 16 '25 Golf.com: Golf Behind Bars: Inside America’s Most Unlikely Club # golf # lessons 2 reactions Comments 1 comment 1 min read Danny Maude: Use This Incredible Drill To Hit Every Club Longer YouTube Golf YouTube Golf YouTube Golf Follow Oct 11 '25 Danny Maude: Use This Incredible Drill To Hit Every Club Longer # golf # lessons # recommendations Comments Add Comment 1 min read No Laying Up Podcast: Chop Session with Cody | Trap Draw, Ep 361 YouTube Golf YouTube Golf YouTube Golf Follow Oct 12 '25 No Laying Up Podcast: Chop Session with Cody | Trap Draw, Ep 361 # golf # offtopic # recommendations Comments Add Comment 1 min read Peter Finch Golf: My favourite course ever. No question. YouTube Golf YouTube Golf YouTube Golf Follow Oct 10 '25 Peter Finch Golf: My favourite course ever. No question. # golf # recommendations Comments Add Comment 1 min read No Laying Up Podcast: Ryder Cup Loose Ends, Sand Valley + Weekly Recap | NLU Pod, Ep 1079 YouTube Golf YouTube Golf YouTube Golf Follow Oct 7 '25 No Laying Up Podcast: Ryder Cup Loose Ends, Sand Valley + Weekly Recap | NLU Pod, Ep 1079 # golf # recommendations Comments Add Comment 1 min read Golf.com: Golf Behind Bars: Inside America’s Most Unlikely Golf Club YouTube Golf YouTube Golf YouTube Golf Follow Oct 15 '25 Golf.com: Golf Behind Bars: Inside America’s Most Unlikely Golf Club # golf # lessons 3 reactions Comments Add Comment 1 min read Rick Shiels Golf: Our Best Golf Challenge EVER YouTube Golf YouTube Golf YouTube Golf Follow Oct 31 '25 Rick Shiels Golf: Our Best Golf Challenge EVER # discuss # golf # offtopic 2 reactions Comments 1 comment 1 min read Golf.com: The Mystery Of Bethpage Black’s Unique Warning Sign YouTube Golf YouTube Golf YouTube Golf Follow Sep 24 '25 Golf.com: The Mystery Of Bethpage Black’s Unique Warning Sign # golf 2 reactions Comments Add Comment 1 min read No Laying Up Podcast: Ryder Cup Autopsy Report with Duncan Carey and Jamie Kennedy | NLU Pod, Ep 1078 YouTube Golf YouTube Golf YouTube Golf Follow Oct 2 '25 No Laying Up Podcast: Ryder Cup Autopsy Report with Duncan Carey and Jamie Kennedy | NLU Pod, Ep 1078 # golf 2 reactions Comments Add Comment 1 min read Danny Maude: The Ridiculous Reason Why 90% of Golfers Can't Strike Their Irons & Hybrids YouTube Golf YouTube Golf YouTube Golf Follow Oct 30 '25 Danny Maude: The Ridiculous Reason Why 90% of Golfers Can't Strike Their Irons & Hybrids # golf # lessons # recommendations 1 reaction Comments Add Comment 1 min read Bryan Bros Golf: We Challenged the US Junior Champion to a Match! YouTube Golf YouTube Golf YouTube Golf Follow Sep 24 '25 Bryan Bros Golf: We Challenged the US Junior Champion to a Match! # golf # recommendations Comments Add Comment 1 min read Bryan Bros Golf: We Played With the #1 Junior Golfer in the Country YouTube Golf YouTube Golf YouTube Golf Follow Sep 24 '25 Bryan Bros Golf: We Played With the #1 Junior Golfer in the Country # golf # recommendations Comments Add Comment 1 min read loading... trending guides/resources Golf.com: Behind Closed Doors: Sleepy Hollow’s Opulent Home on the Hudson Anybody watching the Internet Invitational? No Laying Up Podcast: Old Course Renovations, Weekly Recap + Jackson Koivun | NLU Pod, Ep 1087 No Laying Up Podcast: The Booth Vol.23 | Trap Draw, Ep 365 Golf.com: The Heartfelt Purpose Behind the Folds of Honor Collegiate Golf.com: MLB All-Star Dexter Fowler's Ultimate Putting Tip Golf.com: Ross Butler cures Erin Lim Rhodes Chipping Yips | Can I Get A Tip No Laying Up Podcast: Chop Session with DJ | Trap Draw, Ep 367 Danny Maude: The Ridiculous Reason Why 90% of Golfers Can't Strike Their Irons & Hybrids Rick Shiels Golf: Our Best Golf Challenge EVER No Laying Up Podcast: Fall Events That Slap + Great Dunes | NLU Pod, Ep 1091 💎 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 Golf Forem — A community of golfers and golfing enthusiasts Home About Contact 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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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 Amazon Web Services Follow Hide Amazon Web Services (AWS) is a collection of web services for computing, storage, machine learning, security, and more There are over 200+ AWS services as of 2023. Create Post submission guidelines Articles which primary focus is AWS are permitted to used the #aws tag. Older #aws posts 5 6 7 8 9 10 11 12 13 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Hello AWS Builders, I’m Cláudio Claudio Santos Claudio Santos Claudio Santos Follow Jan 5 Hello AWS Builders, I’m Cláudio # career # aws # cloud # ai Comments Add Comment 1 min read Identify AWS Network Services Ntombizakhona Mabaso Ntombizakhona Mabaso Ntombizakhona Mabaso Follow for AWS Community Builders Jan 5 Identify AWS Network Services # aws # cloud # cloudcomputing # cloudpractitioner Comments Add Comment 4 min read Road To Compliance: Will Your Internal Users Hate Your Platform Team? Davide de Paolis Davide de Paolis Davide de Paolis Follow Jan 10 Road To Compliance: Will Your Internal Users Hate Your Platform Team? # compliance # aws # serverless # publicspeaking Comments 1 comment 12 min read Using Amazon Bedrock with AWS Free Tier for the 10,000 AIdeas Competition 🛠️ Laura Salinas Laura Salinas Laura Salinas Follow for AWS Jan 6 Using Amazon Bedrock with AWS Free Tier for the 10,000 AIdeas Competition 🛠️ # aws # hackathon # ai 3 reactions Comments Add Comment 6 min read Organizing Architecture Patterns for Triggering AWS Glue Python Shell with S3 Events Aki Aki Aki Follow for AWS Community Builders Jan 6 Organizing Architecture Patterns for Triggering AWS Glue Python Shell with S3 Events # aws # dataengineering 4 reactions Comments Add Comment 6 min read I Took a Working Terraform Project and Rebuilt It Properly (ALB + EC2 + Modules + Remote State) Adil Khan Adil Khan Adil Khan Follow Jan 4 I Took a Working Terraform Project and Rebuilt It Properly (ALB + EC2 + Modules + Remote State) # terraform # devops # infrastructureascode # aws Comments Add Comment 5 min read Learning AWS? Start With These 3 Services Promise CK Promise CK Promise CK Follow Jan 5 Learning AWS? Start With These 3 Services # beginners # aws Comments Add Comment 1 min read How to Prepare for a Certification in any Tech Career Walter Alleyz Walter Alleyz Walter Alleyz Follow Jan 4 How to Prepare for a Certification in any Tech Career # certification # aws # cloud # programming Comments Add Comment 3 min read Centralizing Email Infrastructure on AWS with SESMailEngine Uros M. Uros M. Uros M. Follow Jan 4 Centralizing Email Infrastructure on AWS with SESMailEngine # architecture # aws # serverless Comments Add Comment 6 min read AWS Security Services: A Conversation Between Engineers Data Tech Bridge Data Tech Bridge Data Tech Bridge Follow Jan 4 AWS Security Services: A Conversation Between Engineers # aws # security # tutorial Comments Add Comment 24 min read Aurora Database with EC2 Hyelngtil Isaac Hyelngtil Isaac Hyelngtil Isaac Follow Jan 5 Aurora Database with EC2 # aws # database # cloudnative # cloudskills Comments Add Comment 3 min read The Myth of ‘Just Connect Lambda to RDS’ Steven Leung Steven Leung Steven Leung Follow Jan 4 The Myth of ‘Just Connect Lambda to RDS’ # serverless # aws # database Comments Add Comment 8 min read AWS Compute Optimizer Barbara Gaspar Barbara Gaspar Barbara Gaspar Follow Jan 4 AWS Compute Optimizer # aws # finops Comments Add Comment 2 min read Hypervisors Explained: How Virtual Machines Really Work in the Cloud Micheal Angelo Micheal Angelo Micheal Angelo Follow Jan 4 Hypervisors Explained: How Virtual Machines Really Work in the Cloud # aws # cloud # virtualization # infrastructure Comments Add Comment 3 min read Storage for Developers Dipali Kulshrestha Dipali Kulshrestha Dipali Kulshrestha Follow Jan 10 Storage for Developers # architecture # aws # developer # learning 1 reaction Comments 1 comment 2 min read Identify AWS Storage Services Ntombizakhona Mabaso Ntombizakhona Mabaso Ntombizakhona Mabaso Follow for AWS Community Builders Jan 6 Identify AWS Storage Services # aws # cloud # cloudcomputing # cloudpractitioner Comments Add Comment 3 min read Passing the AWS Machine Learning Engineer – Associate Exam (My Experience & Tips) Thu Kha Kyawe Thu Kha Kyawe Thu Kha Kyawe Follow Jan 4 Passing the AWS Machine Learning Engineer – Associate Exam (My Experience & Tips) # aws # certification Comments Add Comment 2 min read Backup Management Is Now Available in Bult.ai Bult.ai Bult.ai Bult.ai Follow Jan 5 Backup Management Is Now Available in Bult.ai # webdev # aws # googlecloud # azure Comments Add Comment 2 min read A Common AWS Signup Pitfall: Auto-Filled Name During Identity Verification Micheal Angelo Micheal Angelo Micheal Angelo Follow Jan 4 A Common AWS Signup Pitfall: Auto-Filled Name During Identity Verification # aws # beginners # cloud Comments Add Comment 2 min read 🚨 AWS 125: Guardian of the Cloud - Setting Up CloudWatch Alarms Hritik Raj Hritik Raj Hritik Raj Follow Jan 5 🚨 AWS 125: Guardian of the Cloud - Setting Up CloudWatch Alarms # aws # cloudwatch # monitoring # 100daysofcloud Comments Add Comment 3 min read Day 31: Configuring a Private RDS Instance for Application Development Thu Kha Kyawe Thu Kha Kyawe Thu Kha Kyawe Follow Jan 4 Day 31: Configuring a Private RDS Instance for Application Development # aws # 100daysofcloudaws Comments Add Comment 2 min read Day 30: Enable Internet Access for Private EC2 using NAT Instance Thu Kha Kyawe Thu Kha Kyawe Thu Kha Kyawe Follow Jan 4 Day 30: Enable Internet Access for Private EC2 using NAT Instance # aws # 100daysofcloudaws Comments Add Comment 3 min read My Cloud Practitioner Certification Journey and the Resources to Certify with Confidence Ntombizakhona Mabaso Ntombizakhona Mabaso Ntombizakhona Mabaso Follow for AWS Community Builders Jan 9 My Cloud Practitioner Certification Journey and the Resources to Certify with Confidence # aws # cloud # cloudcomputing # cloudpractitioner 1 reaction Comments Add Comment 10 min read ⚖️ AWS 124: Balancing the Load - Setting Up an Application Load Balancer (ALB) Hritik Raj Hritik Raj Hritik Raj Follow Jan 4 ⚖️ AWS 124: Balancing the Load - Setting Up an Application Load Balancer (ALB) # aws # networking # loadbalancing # 100daysofcloud Comments Add Comment 3 min read Day 32: Snapshot and Restoration of an RDS Instance Thu Kha Kyawe Thu Kha Kyawe Thu Kha Kyawe Follow Jan 4 Day 32: Snapshot and Restoration of an RDS Instance # aws # 100daysofcloudaws Comments Add Comment 2 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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Right menu digital marketing Junaid Rana Junaid Rana Junaid Rana Follow Jan 9 digital marketing # ai # programming # beginners # productivity Comments Add Comment 5 min read Everything You Need to Launch a Product That Looks Legit (Even If You’re Bad at Design) N Nash N Nash N Nash Follow Jan 5 Everything You Need to Launch a Product That Looks Legit (Even If You’re Bad at Design) # tools # programming # webdev # ai 4 reactions Comments Add Comment 4 min read Building Structured AI Videos with Soar2AI: From Prompts to Visual Storytelling Lynn Lynn Lynn Follow Jan 2 Building Structured AI Videos with Soar2AI: From Prompts to Visual Storytelling # ai # design # showcase Comments Add Comment 2 min read My Opinions on AI Santiago Rhenals Santiago Rhenals Santiago Rhenals Follow Dec 28 '25 My Opinions on AI # ai # genai Comments Add Comment 3 min read **The Future of Freedom: A Conversation with Pierre Poilievre on the Role of Government** Insights YRS Insights YRS Insights YRS Follow Dec 28 '25 **The Future of Freedom: A Conversation with Pierre Poilievre on the Role of Government** # django # python # automation # ai Comments Add Comment 4 min read The GEMS Theory in Medicine: From Raw Stones to Radiant Wisdom Thinking Healer Thinking Healer Thinking Healer Follow Dec 24 '25 The GEMS Theory in Medicine: From Raw Stones to Radiant Wisdom # ai # medicine Comments Add Comment 3 min read How Swiss Restaurants Are Adapting to Rising Costs (Without Breaking Their Operations) Kris Kris Kris Follow Dec 23 '25 How Swiss Restaurants Are Adapting to Rising Costs (Without Breaking Their Operations) # ai Comments Add Comment 2 min read Ad Analytics Strategy [2025 Guide]: From ROAS to Profit Kshitiz Kumar Kshitiz Kumar Kshitiz Kumar Follow Dec 19 '25 Ad Analytics Strategy [2025 Guide]: From ROAS to Profit # syndadanalytics # ai # marketing # advertising Comments Add Comment 10 min read Kurukshetra Battlefield: A King’s Trembling Fear — Bhagavad Gita Chapter 1 as a Story Rajguru Yadav Rajguru Yadav Rajguru Yadav Follow Dec 27 '25 Kurukshetra Battlefield: A King’s Trembling Fear — Bhagavad Gita Chapter 1 as a Story # discuss # programming # ai # beginners 10 reactions Comments Add Comment 3 min read My North Star as an AI Founder (And Why I’m Not Changing It) Jaideep Parashar Jaideep Parashar Jaideep Parashar Follow Dec 18 '25 My North Star as an AI Founder (And Why I’m Not Changing It) # webdev # ai # beginners # productivity 15 reactions Comments 3 comments 3 min read Why Working Harder Isn’t Scaling Your Agency (And What Actually Does) Vipul Gupta Vipul Gupta Vipul Gupta Follow Dec 16 '25 Why Working Harder Isn’t Scaling Your Agency (And What Actually Does) # productivity # ai # digitaltransformation # webdev Comments Add Comment 3 min read THE SHIP OF THESEUS AND THE FUTURE OF HUMAN IDENTITY Thinking Healer Thinking Healer Thinking Healer Follow Dec 10 '25 THE SHIP OF THESEUS AND THE FUTURE OF HUMAN IDENTITY # discuss # ai # watercooler Comments Add Comment 4 min read Music Is Healing: How Sound Therapy Is Tuning Up Mental and Emotional Health sia Negi sia Negi sia Negi Follow Dec 10 '25 Music Is Healing: How Sound Therapy Is Tuning Up Mental and Emotional Health # blog # ai Comments Add Comment 3 min read The US Tech Force just launched. It's title font is Canadian. And it gets worse. Peter W Peter W Peter W Follow Dec 22 '25 The US Tech Force just launched. It's title font is Canadian. And it gets worse. # news # civictech # design # ai 1 reaction Comments 1 comment 3 min read Top Free Patent Search Tools for Attorneys and IP Teams Zainab Imran Zainab Imran Zainab Imran Follow for PatentScanAI Dec 10 '25 Top Free Patent Search Tools for Attorneys and IP Teams # ai # productivity # searchtools # patents Comments Add Comment 7 min read Gen Z Is Plotting to End ‘AI Slop’ and Reboot the Internet to 2012. Your Algorithm Isn’t Ready. amrit amrit amrit Follow Dec 4 '25 Gen Z Is Plotting to End ‘AI Slop’ and Reboot the Internet to 2012. Your Algorithm Isn’t Ready. # genz # aislop # internetculture # ai Comments Add Comment 6 min read Tech Skills Anyone Can Learn in 2026 (For Free) Destiny Tch Destiny Tch Destiny Tch Follow Dec 9 '25 Tech Skills Anyone Can Learn in 2026 (For Free) # techtalks # ai # computerscience # githubcopilot Comments 1 comment 2 min read Best Courses to Learn AI for 2026 Hameed Ansari Hameed Ansari Hameed Ansari Follow Dec 8 '25 Best Courses to Learn AI for 2026 # ai # programming # productivity # beginners 5 reactions Comments Add Comment 1 min read Top 10 Must-Have Tools for Freelance Content Writers in 2026 N Nash N Nash N Nash Follow Dec 3 '25 Top 10 Must-Have Tools for Freelance Content Writers in 2026 # writing # freelance # ai # productivity 6 reactions Comments Add Comment 3 min read How we use AI to write faster—without making our articles sound like AI Polina Elizarova Polina Elizarova Polina Elizarova Follow Nov 28 '25 How we use AI to write faster—without making our articles sound like AI # ai # productivity # learning # tools 1 reaction Comments Add Comment 3 min read Getting Started with Google Patents: A Practical Guide for IP Professionals Zainab Imran Zainab Imran Zainab Imran Follow for PatentScanAI Nov 27 '25 Getting Started with Google Patents: A Practical Guide for IP Professionals # ai # searchtools # legaltech # productivity Comments Add Comment 6 min read Which Tally Version Is Best for 2025? A Practical View for Indian Businesses Candies Tech Candies Tech Candies Tech Follow Nov 25 '25 Which Tally Version Is Best for 2025? A Practical View for Indian Businesses # discuss # webdev # ai # community Comments Add Comment 2 min read Why Spirituality is Your Secret Superpower in Modern Life sia Negi sia Negi sia Negi Follow Nov 25 '25 Why Spirituality is Your Secret Superpower in Modern Life # blog # ai Comments Add Comment 3 min read Back to School Evolution: 1850-2025 Nicolas Dabene Nicolas Dabene Nicolas Dabene Follow Nov 23 '25 Back to School Evolution: 1850-2025 # prestashop # ecommerce # ai Comments Add Comment 5 min read Human vs. Machine Cognition: Brains, Minds, and Meaning Thinking Healer Thinking Healer Thinking Healer Follow Nov 24 '25 Human vs. Machine Cognition: Brains, Minds, and Meaning # help # ai # programming # security Comments Add Comment 3 min read loading... trending guides/resources The AI Stack I Use to Run My Company (And Why It Works) Kurukshetra Battlefield: A King’s Trembling Fear — Bhagavad Gita Chapter 1 as a Story Seeking tech-based ideas to address student mental health challenges A Beginner’s Guide to Channel Attribution Modeling in Marketing Music Is Healing: How Sound Therapy Is Tuning Up Mental and Emotional Health How Small Teams Can Scale Global Content Without Hiring a Translation Agency Human vs. Machine Cognition: Brains, Minds, and Meaning Ad Analytics Strategy [2025 Guide]: From ROAS to Profit **The Future of Freedom: A Conversation with Pierre Poilievre on the Role of Government** Best Courses to Learn AI for 2026 Which Tally Version Is Best for 2025? A Practical View for Indian Businesses Why Spirituality is Your Secret Superpower in Modern Life Everything You Need to Launch a Product That Looks Legit (Even If You’re Bad at Design) digital marketing How to Use AI to Stress-Test Your Spending Plan Without Spreadsheets Getting Started with Google Patents: A Practical Guide for IP Professionals Prior Art Search Tutorial: Master Multi-Platform Strategies How to Audit Your AI Skill Gaps With a One-Page Matrix Back to School Evolution: 1850-2025 How to Automate Document Translation 💎 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 Open Forem — A general discussion space for the Forem community. 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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 Open Forem Close Career Follow Hide This tag is for anything relating to careers! Job offers, workplace conflict, interviews, resumes, promotions, etc. Create Post submission guidelines All articles and discussions should relate to careers in some way. Pretty much everything on dev.to is about our careers in some way. Ideally, though, keep the tag related to getting, leaving, or maintaining a career or job. about #career A career is the field in which you work, while a job is a position held in that field. Related tags include #resume and #portfolio as resources to enhance your #career Older #career posts 1 2 3 4 5 6 7 8 9 … 75 … 833 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Working With Images That Outlive Their Stories Aaron Cole Aaron Cole Aaron Cole Follow Dec 27 '25 Working With Images That Outlive Their Stories # watercooler # career # photography Comments Add Comment 5 min read Infrastructure Workforce Development in India: A Roadmap to 2030 Incoban Insights Incoban Insights Incoban Insights Follow Dec 27 '25 Infrastructure Workforce Development in India: A Roadmap to 2030 # career # management # productivity Comments Add Comment 3 min read Clinical Project Associate: Understanding the Key Roles and Responsibilities Clinilaunch Bangalore Clinilaunch Bangalore Clinilaunch Bangalore Follow Dec 23 '25 Clinical Project Associate: Understanding the Key Roles and Responsibilities # career Comments Add Comment 5 min read Managing the Energy of Regional Food Truck Events Marcus Delgado Marcus Delgado Marcus Delgado Follow Dec 15 '25 Managing the Energy of Regional Food Truck Events # career # management # productivity Comments Add Comment 8 min read How to Search Academic Articles to Invalidate a Patent: A Practical Guide for IP Professionals Zainab Imran Zainab Imran Zainab Imran Follow for PatentScanAI Dec 15 '25 How to Search Academic Articles to Invalidate a Patent: A Practical Guide for IP Professionals # career # learning # productivity 1 reaction Comments Add Comment 8 min read Mushroom Revenue Brian Kim Brian Kim Brian Kim Follow Dec 12 '25 Mushroom Revenue # career # productivity Comments Add Comment 2 min read Mushroom Revenue Brian Kim Brian Kim Brian Kim Follow Dec 12 '25 Mushroom Revenue # discuss # career # watercooler Comments Add Comment 2 min read How Driving Lab Samples Shaped My Sense Of Purpose Calvin Mercer Calvin Mercer Calvin Mercer Follow Dec 11 '25 How Driving Lab Samples Shaped My Sense Of Purpose # watercooler # career # motivation Comments Add Comment 9 min read Keeping Flow Steady in a Busy Treatment Plant Harold Danner Harold Danner Harold Danner Follow Dec 11 '25 Keeping Flow Steady in a Busy Treatment Plant # discuss # career # watercooler Comments Add Comment 7 min read How Skill Development Can Improve Construction Quality in India Incoban Insights Incoban Insights Incoban Insights Follow Dec 11 '25 How Skill Development Can Improve Construction Quality in India # career # learning # productivity Comments Add Comment 3 min read Life Behind the Bubble Tea Counter Mira Linton Mira Linton Mira Linton Follow Dec 4 '25 Life Behind the Bubble Tea Counter # watercooler # career Comments Add Comment 7 min read Seeking Guidance: A 21-Year-Old’s Fight to Build a Future in Tech yahya karakaya yahya karakaya yahya karakaya Follow Dec 3 '25 Seeking Guidance: A 21-Year-Old’s Fight to Build a Future in Tech # webdev # career # learning # leadership Comments Add Comment 1 min read Taliban’s Silent Cage: Afghan Girls’ Futures Locked Away Skye Wright Skye Wright Skye Wright Follow Dec 1 '25 Taliban’s Silent Cage: Afghan Girls’ Futures Locked Away # discuss # career Comments Add Comment 1 min read Looking for a Blockchain Developer to Upgrade Our Web Game (EVM Integration) Elony James Elony James Elony James Follow Dec 1 '25 Looking for a Blockchain Developer to Upgrade Our Web Game (EVM Integration) # gamedev # software # webdev # career Comments Add Comment 1 min read Nitin Joshi: Navigating Market Cycles with Rationality and Discipline Delhi Financial Ledger Delhi Financial Ledger Delhi Financial Ledger Follow Dec 2 '25 Nitin Joshi: Navigating Market Cycles with Rationality and Discipline # career # motivation # productivity Comments Add Comment 4 min read Beginner’s Guide to IT Support Ticketing Systems Amit khan Amit khan Amit khan Follow Nov 27 '25 Beginner’s Guide to IT Support Ticketing Systems # beginners # career # helpedesk # productivity Comments 1 comment 3 min read ## ⏳ From Dot-Com Bubble to Digital Hype: Learning from the Past Jean Klebert de A Modesto Jean Klebert de A Modesto Jean Klebert de A Modesto Follow Nov 27 '25 ## ⏳ From Dot-Com Bubble to Digital Hype: Learning from the Past # discuss # productivity # career # beginners 3 reactions Comments Add Comment 2 min read Attracting Top Talent: Strategies for Dairy Industry Recruitment Success Alyssa Miller Alyssa Miller Alyssa Miller Follow Nov 28 '25 Attracting Top Talent: Strategies for Dairy Industry Recruitment Success # career # management Comments Add Comment 5 min read HOW TO BECOME AN INTELLIGENT MAN. arunabraham9947 arunabraham9947 arunabraham9947 Follow Nov 27 '25 HOW TO BECOME AN INTELLIGENT MAN. # career # motivation # productivity Comments Add Comment 7 min read Securing Legacy: Effective Succession Planning for Dairy Farms Alyssa Miller Alyssa Miller Alyssa Miller Follow Nov 26 '25 Securing Legacy: Effective Succession Planning for Dairy Farms # career # leadership # management Comments Add Comment 5 min read Workaholic: risque essa palavra da sua vida! Anderson Contreira Anderson Contreira Anderson Contreira Follow Nov 23 '25 Workaholic: risque essa palavra da sua vida! # career # brazil Comments Add Comment 4 min read When I Grow Up, I Want to Be a Bid Writer! Bid_solution Bid_solution Bid_solution Follow Nov 19 '25 When I Grow Up, I Want to Be a Bid Writer! # discuss # career # writing Comments Add Comment 2 min read Why Working at a Smoothie Bar Feels Like a Party Jordan Hale Jordan Hale Jordan Hale Follow Dec 2 '25 Why Working at a Smoothie Bar Feels Like a Party # discuss # career # watercooler 5 reactions Comments Add Comment 8 min read Leaders – Wake Up and Smell the Coffee Bid_solution Bid_solution Bid_solution Follow Nov 19 '25 Leaders – Wake Up and Smell the Coffee # career # leadership # management Comments Add Comment 2 min read How to start a speech like a PRO Shyam sunder Mittal Shyam sunder Mittal Shyam sunder Mittal Follow Nov 19 '25 How to start a speech like a PRO # career # leadership # learning Comments Add Comment 4 min read loading... trending guides/resources Clinical Project Associate: Understanding the Key Roles and Responsibilities Attracting Top Talent: Strategies for Dairy Industry Recruitment Success Looking for a Blockchain Developer to Upgrade Our Web Game (EVM Integration) How Skill Development Can Improve Construction Quality in India From Awkward Adolescence to Professional Maturity Accountability Counts Nitin Joshi: Navigating Market Cycles with Rationality and Discipline Starting my MBA How to start a speech like a PRO 📍Un Viaje Continuo: De Córdoba a Barcelona HOW TO BECOME AN INTELLIGENT MAN. Securing Legacy: Effective Succession Planning for Dairy Farms Mushroom Revenue How ESG-Linked Salary Is Changing Corporate Leadership How to Search Academic Articles to Invalidate a Patent: A Practical Guide for IP Professionals How to Audit Your AI Skill Gaps With a One-Page Matrix Infrastructure Workforce Development in India: A Roadmap to 2030 Three Decades of Bidding: At the Edge of Transformation Taking Responsibility Making Money: Explained! 💎 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 Open Forem — A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Home About Contact 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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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 Future Close Security Follow Hide Hopefully not just an afterthought! Create Post submission guidelines Write as you are pleased, be mindful and keep it civil. Older #security posts 1 2 3 4 5 6 7 8 9 … 75 … 560 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Smart Contract Security 101 — Reentrancy & Common AI‑Generated Mistakes Ribhav Ribhav Ribhav Follow Jan 12 Smart Contract Security 101 — Reentrancy & Common AI‑Generated Mistakes # security # crypto # blockchain # beginners Comments Add Comment 5 min read I Almost Fell for a “Last Wish” Scam : Here’s What You Need to Know Om Shree Om Shree Om Shree Follow Jan 12 I Almost Fell for a “Last Wish” Scam : Here’s What You Need to Know # discuss # scam # security # privacy 23 reactions Comments Add Comment 4 min read Navigating the AI Legal Minefield: Your Business Guide tanvir khan tanvir khan tanvir khan Follow Dec 31 '25 Navigating the AI Legal Minefield: Your Business Guide # ai # privacy # security Comments Add Comment 8 min read Tech Pulse – Weekly Tech Digest January 11, 2026 Om Shree Om Shree Om Shree Follow Jan 11 Tech Pulse – Weekly Tech Digest January 11, 2026 # ai # blockchain # security # science 15 reactions Comments Add Comment 4 min read The New CFO Toolkit: Data, AI, and Cyber Risk in U.S. Corporate Finance Md Tauhid Hossain Rubel Md Tauhid Hossain Rubel Md Tauhid Hossain Rubel Follow Dec 27 '25 The New CFO Toolkit: Data, AI, and Cyber Risk in U.S. Corporate Finance # ai # fintech # security Comments Add Comment 5 min read What emerging tech are you most excited or concerned about in 2026? Lucas Sanderson Lucas Sanderson Lucas Sanderson Follow Dec 9 '25 What emerging tech are you most excited or concerned about in 2026? # ai # productivity # blockchain # security Comments Add Comment 1 min read Protecting Nanotechnology Patents: Strategies for IP Jason Robinson Jason Robinson Jason Robinson Follow Dec 10 '25 Protecting Nanotechnology Patents: Strategies for IP # nanotech # productivity # security Comments Add Comment 5 min read Tech Pulse: Wrapping 2025, Igniting 2026 Om Shree Om Shree Om Shree Follow Jan 4 Tech Pulse: Wrapping 2025, Igniting 2026 # discuss # ai # security # science 25 reactions Comments Add Comment 3 min read Anthropic highlights risks of emergent misalignment and reward hacking in AIsystems research Saiki Sarkar Saiki Sarkar Saiki Sarkar Follow Nov 23 '25 Anthropic highlights risks of emergent misalignment and reward hacking in AIsystems research # ai # science # security Comments Add Comment 2 min read FaithTech Is Not an App Category — It’s an Infrastructure Problem Dhian Arinofa Dhian Arinofa Dhian Arinofa Follow Dec 25 '25 FaithTech Is Not an App Category — It’s an Infrastructure Problem # ai # security # career # web3 Comments Add Comment 2 min read Secure by Design: Combining QA Testing and Cybersecurity Expertise Ray Parker Ray Parker Ray Parker Follow Nov 11 '25 Secure by Design: Combining QA Testing and Cybersecurity Expertise # education # security Comments Add Comment 6 min read Google’s Private AI Compute: A New Chapter in Privacy-First AI? Michael Keller Michael Keller Michael Keller Follow Nov 13 '25 Google’s Private AI Compute: A New Chapter in Privacy-First AI? # ai # privacy # security Comments Add Comment 1 min read 6 Strategic AI Methods for Senior Developers in 2026 Devin Rosario Devin Rosario Devin Rosario Follow Nov 28 '25 6 Strategic AI Methods for Senior Developers in 2026 # ai # architecture # security # strategy Comments 1 comment 7 min read How Stargate Data Center Is Redefining High-Security Data Infrastructure? Reetie Lubana Reetie Lubana Reetie Lubana Follow Nov 6 '25 How Stargate Data Center Is Redefining High-Security Data Infrastructure? # datacenter # security # architecture # productivity Comments Add Comment 7 min read From Zero to Gemini Multi-Agint: How I built a Cognitive Firewall in 5 Days Sonia Al-Ra'ini Sonia Al-Ra'ini Sonia Al-Ra'ini Follow Dec 5 '25 From Zero to Gemini Multi-Agint: How I built a Cognitive Firewall in 5 Days # ai # security # privacy # brainhacking 15 reactions Comments 2 comments 4 min read 🗂️ Wallet-as-a-Service: Why Building Your Own Wallet Is So 2025 Emir Taner Emir Taner Emir Taner Follow Oct 31 '25 🗂️ Wallet-as-a-Service: Why Building Your Own Wallet Is So 2025 # blockchain # productivity # crypto # security 2 reactions Comments Add Comment 2 min read Can Stronger Cyber Defense Boost America’s GDP? Md Tauhid Hossain Rubel Md Tauhid Hossain Rubel Md Tauhid Hossain Rubel Follow Oct 31 '25 Can Stronger Cyber Defense Boost America’s GDP? # fintech # healthtech # security Comments Add Comment 5 min read Making AI sound like a human should be illegal Javier Hernandez Javier Hernandez Javier Hernandez Follow Oct 27 '25 Making AI sound like a human should be illegal # discuss # changemymind # ai # security Comments Add Comment 1 min read The Role of Data Analytics in Fighting Fraud and Corruption CodeSphere CodeSphere CodeSphere Follow Nov 30 '25 The Role of Data Analytics in Fighting Fraud and Corruption # ai # fintech # security 5 reactions Comments 1 comment 3 min read 🚨 How I Survived a Token Crash and What I Learned About Protecting My Capital 🚨 Emir Taner Emir Taner Emir Taner Follow Nov 4 '25 🚨 How I Survived a Token Crash and What I Learned About Protecting My Capital 🚨 # blockchain # productivity # crypto # security 2 reactions Comments 1 comment 3 min read 📰 Tech Takes: A Whirlwind Day in Innovation on November 20, 2025 Om Shree Om Shree Om Shree Follow Nov 21 '25 📰 Tech Takes: A Whirlwind Day in Innovation on November 20, 2025 # discuss # ai # security # blockchain 15 reactions Comments 4 comments 6 min read Navigating Semiconductor Compliance: Key Regulations Peter Thompson Peter Thompson Peter Thompson Follow Oct 17 '25 Navigating Semiconductor Compliance: Key Regulations # manufacturing # science # security Comments Add Comment 5 min read Superintelligence Statement Organization calls for ban on superintelligent AIdevelopment Saiki Sarkar Saiki Sarkar Saiki Sarkar Follow Oct 27 '25 Superintelligence Statement Organization calls for ban on superintelligent AIdevelopment # ai # science # security Comments Add Comment 2 min read From Retail Trader to Liquidity Provider: My Journey into Market Making 💥 Emir Taner Emir Taner Emir Taner Follow Nov 10 '25 From Retail Trader to Liquidity Provider: My Journey into Market Making 💥 # blockchain # crypto # productivity # security 3 reactions Comments 1 comment 2 min read Digital Ethics: The Dark Reality of Deepfakes Sumit Shingole (BTech CSE 2025-29) Sumit Shingole (BTech CSE 2025-29) Sumit Shingole (BTech CSE 2025-29) Follow Oct 4 '25 Digital Ethics: The Dark Reality of Deepfakes # ai # privacy # security Comments Add Comment 2 min read loading... trending guides/resources How Stargate Data Center Is Redefining High-Security Data Infrastructure? Tech Pulse – Weekly Tech Digest January 11, 2026 Google’s Private AI Compute: A New Chapter in Privacy-First AI? 📰 Major Tech News: November 1st, 2025 — Nvidia's Korean AI Surge, Energy Pressures Mount, and Vid... 📰 Tech Takes: A Whirlwind Day in Innovation on November 20, 2025 Tech Pulse: Wrapping 2025, Igniting 2026 The Role of Data Analytics in Fighting Fraud and Corruption What emerging tech are you most excited or concerned about in 2026? I Almost Fell for a “Last Wish” Scam : Here’s What You Need to Know From Zero to Gemini Multi-Agint: How I built a Cognitive Firewall in 5 Days 📰 Major Tech News: Oct 31, 2025 : Big Tech's AI Spending Surge, Nvidia's Chip Partnerships, and O... Secure by Design: Combining QA Testing and Cybersecurity Expertise The New CFO Toolkit: Data, AI, and Cyber Risk in U.S. Corporate Finance 🗂️ Wallet-as-a-Service: Why Building Your Own Wallet Is So 2025 🚨 How I Survived a Token Crash and What I Learned About Protecting My Capital 🚨 From Retail Trader to Liquidity Provider: My Journey into Market Making 💥 6 Strategic AI Methods for Senior Developers in 2026 FaithTech Is Not an App Category — It’s an Infrastructure Problem Navigating the AI Legal Minefield: Your Business Guide 📰 Major Tech News: November 4th, 2025: OpenAI's $38 Billion Amazon Pact, Nvidia's AI-Fueled Surge... 💎 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 Future — News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. 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https://dev.to/t/career/page/833#main-content | Career Page 833 - 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 Career Follow Hide This tag is for anything relating to careers! Job offers, workplace conflict, interviews, resumes, promotions, etc. Create Post submission guidelines All articles and discussions should relate to careers in some way. Pretty much everything on dev.to is about our careers in some way. Ideally, though, keep the tag related to getting, leaving, or maintaining a career or job. about #career A career is the field in which you work, while a job is a position held in that field. Related tags include #resume and #portfolio as resources to enhance your #career Older #career posts 830 831 832 833 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu 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 | 2026-01-13T08:48:52 |
https://dev.to/challenges/brightdata-n8n-2025-08-13 | Real-Time AI Agents powered by n8n and Bright Data - DEV Challenge - 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 Challenges > Real-Time AI Agents powered by n8n and Bright Data CHALLENGE RESULTS 🏆 Winners Announced! 🎊 Congrats to the Winners of the Real-Time AI Agents Challenge powered by n8n and Bright Data! Read Announcement Challenge ends soon! Submit your entry now DAYS : HOURS : MINUTES : SECONDS See prompts Real-Time AI Agents powered by n8n and Bright Data View Entries Please sign in to follow this challenge Give your AI agents the power of real-time web data! Challenge Status: Ended Ended Join our next Challenge We're thrilled to partner with n8n and Bright Data to bring the community a brand new challenge! Running through August 31 , the Real-Time AI Agents Challenge powered by n8n and Bright Data invites you to build AI Agents using cutting-edge tools that are reshaping how AI agents access and process data. ✨ Join us on August 19 at 12pm ET for a special livestream right on the DEV homepage. Our co-founder @peter will be walking through the tools for this challenge with the n8n and Bright Data teams! For anyone that can't make it, we'll make sure to include the video in our resource section below. ✨ Building with n8n's automation platform combined with Bright Data's web data infrastructure truly puts you at the forefront of AI agent development. We have one prompt for this challenge with five chances to win, we hope you give it a try! Key Dates Contest start: August 13, 2025 Submissions due: August 31, 2025 Winners announced: September 11, 2025 Badge Rewards Real-Time AI Agents Challenge Completion Badge Real-Time AI Agents Challenge Winner Badge Find Out More Ask questions and share your ideas on the Real-Time AI Agents powered by n8n and Bright Data Launch Post. View Launch Post Sponsored by n8n n8n is the automation platform built for developers and technical teams. It lets users build useful, multi-step workflows using AI and 1000+ integrations—from Slack to Postgres to OpenAI. Whether self-hosted or in the cloud, n8n gives full control over data and logic while blending low-code ease with full-code power. With 120k+ GitHub stars and a vibrant global community, n8n is the trusted path for bringing AI agents and internal automations into production. Learn More → Sponsored by Bright Data Bright Data is the global leader in limitless web data infrastructure for AI & BI. Their platform enables users to discover, access, extract, and interact with any public website delivering structured, reliable, real-time or historical data at petabyte scale. Whether you're building a single agent or a full-scale AI pipeline, Bright Data ensures your models, workflows, and business intelligence systems are powered by the freshest, most flexible data available. Learn More → Challenge Prompt Unstoppable Workflow Build an unstoppable workflow with n8n that leverages Bright Data's n8n Verified Node to create something truly useful, complex, and creative. Your agent should demonstrate how adding real-time web data helps enhance what AI can accomplish. How to Submit In order to participate, you will need to publish a post using the submission template below. All projects must: Use n8n's AI Agent node with Bright Data's verified node Be publicly accessible via n8n's chat interface or another interaction layer, OR include a screen capture/demo video Include your n8n workflow JSON in a GitHub Gist or similar format (JSON file in the associated repo) Bright Data Credits Participants will receive $250 in credits upon signing up through our dedicated sign up link . If you're not seeing the credits in your account, try adding devto as a promo code. If additional credits are required, participants can email noah@brightdata.com with the subject line "DEV Challenge - Credit Required," including the email they used to sign up and details about their use case. Important Note: Use of Data Provided by Bright Data If you receive data from Bright Data as part of this challenge, it is solely for use in your project submission. This data is not intended for reuse, resale, or redistribution at any point. Data provided for the competition will be accessed through an account created by Bright Data and credited using a dev.to promotion code. The promotion code will provide the necessary credits to complete your project as part of the challenge. Misuse of the data or credits may result in disqualification from the competition and/or revocation of access. Submission Template Judging Criteria: Utilization of Underlying Technology Accessibility and User Experience Business Value and Use Case Creativity and Usability Writing Quality (Clarity and Originality) Helpful Links & Resources Get to know n8n and Bright Data by utilizing their docs and tutorials: Get n8n : Start fast with a 14-day trial on cloud or with the free self-hosted community edition n8n Quick Start Tutorial : Getting Started with n8n Bright Data Developer Docs Bright Data Blog Bright Data Use Cases Additional Videos: AI Agents Challenge with n8n and Bright Data Building with n8n and Bright Data (Live DEMO with DEV) Connect: Follow @n8n_io on X Frequently Asked Questions Participation Can I submit to a prompt more than once? Yes, you can submit multiple submissions per prompt but you'll need to publish a separate post for each submission. Can I work on a team? Yes, you can work on teams of up to four people. If you collaborate with anyone, you'll need to list their DEV handles in your submission post so we can award a badge to your entire team! Please only publish one submission per team. DEV does not handle prize-splitting, so in the event that your submission wins the shop gift, you will need to split that amongst yourselves. Thank you for understanding! How old do I have to be to participate? Participants need to be 18+ in order to participate. If I live in X, am I eligible to participate? For eligibility rules, see our official challenge rules . Submission Can I update my submission after the submission due date? No, please do not update your submission during the judging period. Can my submission include open source code? Riffing on open source code and borrowing and improving on previous work/ideas is encouraged but it's important your changes are significant enough to ensure your submission is valid. When does riffing become plagiarism? It will depend, but transparency is important, license compatibility is important. You can use someone else's code to give you a jumpstart to demonstrate your ideas on top of someone else's base, but not just re-package the base. It should be clear to the judges what you added to the project in terms of the code and conceptual inspiration. This means, you should clearly state what you were building on and what elements are original to this new submission. When building on existing code, we expect a significant change that adds something tangible to the output. i.e. a new animation, and new sprite, a new function, a new presentation. Not just changes to the source - i.e. changing colours, changing one sprite, changing one function. What happens if my submission is considered plagiarized or invalid? Anything deemed to be plagiarism will not be eligible for prizes. Incidental plagiarism may simply result in your disqualification from the challenge (regardless of the number of other valid submissions you have published). Egregious plagiarism will result in your suspension from DEV entirely. Any non-generic, non-trivial usage of prior work, including open source code must be credited in your submission. Do submissions have to be in English? Non-english submissions are eligible for a completion badge but not eligible for prizes due to the current limitations of our judges. We will not be judging on mastery of the English language, so please don't let this deter you from submitting if you are not a native English speaker! We hope to evolve this in the future to be more accommodating. Do I need a license for my code? You are not required to license your code but we strongly recommend that you do. Here are some you may consider: MIT , Apache , BSD-2 , BSD-3 , or Commons Clause . Can I use AI? Use of AI is allowed as long as all other rules are followed. We want to give you a chance to show off your skills in realistic scenarios. If you use AI tools to help you achieve your submission, all the power to you. How do I embed my project directly into my DEV post? Our editor supports many types of embeds, including: Stackbliz, Glitch, Github, etc. You can typically use the {% embed https://... %} syntax directly in the post. Click here for more information on our markdown support. For CodePen, you will need to use this syntax: {% codepen http://... %} For CodeSandbox, you will need to use this syntax: {% codesandbox http://... %} Judging and Prizing Can there be ties? In the event of a tie in scoring between judges, the judges will select the entry that received the highest number of positive reactions on their DEV post to determine the winner. How will I know if I won? Winners will be announced in a DEV post on the winner announcement date noted in our key dates section. When will I receive my DEV badge? Both participation and winner badges will be awarded, in most cases, the same day as the winner announcement. When will I receive my prizes? The DEV Team will contact you via the email associated with your DEV profile within, at most, 10 business days of the announcement date to share the details of claiming your prizes. What steps do I need to take to receive my cash prize? The winner (including each member of a team) may be required to sign and return an affidavit of eligibility and publicity/liability release, and provide any additional tax filing information (such as a W-9, social security number or Federal tax ID number) within seven (7) business days following the date of your first email notification. Real-Time AI Agents powered by n8n and Bright Data Rules NO PURCHASE NECESSARY. Open only to 18+. Contest entry period ends August 31, 2025 at 11:59 PM PDT. Contest is void where prohibited or restricted by law or regulation. All entires must be submitted during the content period. For Official Rules, see n8n and Bright Data Real-Time AI Agents Challenge Contest Rules and General Contest Official Rules . Dismiss 💎 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. 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https://dev.to/t/career/videos | Videos - 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 All videos # career on Video NDC Conferences: Optimize Your Internal OS and Minimize Compatibility Issues at Work - Alice Meredith Scale YouTube NDC Conferences: Optimize Your Internal OS and Minimize Compatibility Issues at Work - Alice Meredith Scale YouTube NDC Conferences: Optimize Your Internal OS and Minimize Compatibility Issues at Work - Alice Meredith Scale YouTube NDC Conferences: Optimize Your Internal OS and Minimize Compatibility Issues at Work - Alice Meredith Scale YouTube NDC Conferences: Optimize Your Internal OS and Minimize Compatibility Issues at Work - Alice Meredith Scale YouTube NDC Conferences: Optimize Your Internal OS and Minimize Compatibility Issues at Work - Alice Meredith Scale YouTube NDC Conferences: Optimize Your Internal OS and Minimize Compatibility Issues at Work - Alice Meredith Scale YouTube NDC Conferences: Optimize Your Internal OS and Minimize Compatibility Issues at Work - Alice Meredith Scale YouTube NDC Conferences: "Would YOU Survive the Titanic?", with ML and .NET - Simon Painter - NDC Copenhagen 2025 Scale YouTube Devoxx: Inspiring the Next Generations Scale YouTube Devoxx: Inspiring the Next Generations Scale YouTube Devoxx: Inspiring the Next Generations Scale YouTube NDC Conferences: "Would YOU Survive the Titanic?", with ML and .NET - Simon Painter - NDC Copenhagen 2025 Scale YouTube Devoxx: Inspiring the Next Generations Scale YouTube Devoxx: Inspiring the Next Generations Scale YouTube Devoxx: Inspiring the Next Generations Scale YouTube Devoxx: Inspiring the Next Generations Scale YouTube Devoxx: Inspiring the Next Generations Scale YouTube Devoxx: Inspiring the Next Generations Scale YouTube Devoxx: Inspiring the Next Generations Scale YouTube NDC Conferences: "Would YOU Survive the Titanic?", with ML and .NET - Simon Painter - NDC Copenhagen 2025 Scale YouTube Devoxx: Inspiring the Next Generations Scale YouTube Devoxx: Inspiring the Next Generations Scale YouTube Devoxx: Inspiring the Next Generations Scale YouTube 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 | 2026-01-13T08:48:52 |
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https://dev.to/t/blockchain/videos | Videos - 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 All videos # blockchain on Video 𝐒𝐭𝐚𝐤𝐞𝐋𝐢𝐆𝐚𝐦𝐞𝐬 Soumil Mukhopadhyay 07:05 Chain Abstraction - Etherspot Pulse Demo Alexandra 09:55 Account Abstraction's Role in Decentralized Innovation | Michael Messele | Etherspot | ZebuLive 2024 Alexandra 00:54 Essential Web3 tool for fast & simple development - TransactionKit (ERC 4337 compliant) Alexandra 03:19 Access cross-chain liquidity on Honeyswap with Etherspot | Demo Alexandra 02:38 GMX trading with Etherspot - Easy as ABC Alexandra 01:03 Welcome to Solcial (Web3 Social Media Network on Solana) Vadim Voronovskiy 58:13 🎉 PyLadies Dublin Jan 2023 Meetup whykay 👩🏻💻🐈🏳️🌈 (she/her) 05:56 How Blockchain hides your Identity? Siddharth Singh Baghel 2:25:37 Solidity Programming codebangkok 07:13 Bitcoin Technology Fundamentals - Tutorial 1 – Bitcoin Addresses AMITESH RAIKWAR 07:57 Bitcoin Technology Fundamentals - Tutorial 2 – Bitcoin Network AMITESH RAIKWAR 19:33 Bitcoin Technology Fundamentals - Tutorial 3 – Bitcoin Mining AMITESH RAIKWAR 08:43 Bitcoin Technology Fundamentals - Tutorial 4 – Bitcoin Improvement Proposals AMITESH RAIKWAR 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 | 2026-01-13T08:48:52 |
https://dev.to/claudio_santos/hello-aws-builders-im-claudio-4d50 | Hello AWS Builders, I’m Cláudio - 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 Cláudio Menezes de Oliveira Santos Posted on Jan 5 Hello AWS Builders, I’m Cláudio # career # aws # cloud # ai Hello everyone. My name is Cláudio and I have around 10 years of experience in IT, focused on technical support and systems monitoring. My foundation comes from NOC environments, working proactively to keep infrastructure stable, and from supporting corporate services, especially within the Microsoft ecosystem, including Microsoft 365, Exchange Online, Microsoft Defender, and Entra ID. Recently, I have been dedicating my time to Cloud and Artificial Intelligence. I already hold the Microsoft AZ 900 certification, I am pursuing a degree in Artificial Intelligence and Machine Learning, improving my Python skills, and preparing for the next steps in my certification journey. I also have my AWS Certified Cloud Practitioner exam scheduled, because I want to strengthen my AWS fundamentals and grow consistently on the platform. I joined this community to learn from you, exchange real world experiences, and contribute with what I have learned in support and operations, especially around monitoring, observability basics, security fundamentals, and incident troubleshooting. If you are also transitioning into cloud or AI, I would love to connect and learn together. 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 Cláudio Menezes de Oliveira Santos Follow I have 10 years in IT support and NOC, work with Microsoft 365, Entra ID and Defender, already hold AZ 900, study for AWS Practitioner, and I am earning a degree in AI and Machine Learning. Joined Jan 5, 2026 Trending on DEV Community Hot The First Week at a Startup Taught Me More Than I Expected # startup # beginners # career # learning AI should not be in Code Editors # programming # ai # productivity # discuss What was your win this week??? # weeklyretro # discuss 💎 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. Made with love and Ruby on Rails . Forem © 2016 - 2026. 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https://parenting.forem.com/t/travel | Travel - Parenting 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 Parenting Close # travel Follow Hide Create Post Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu International Travel with Toddlers: Car Seat (or vest!) Considerations Jess Lee Jess Lee Jess Lee Follow Oct 14 '25 International Travel with Toddlers: Car Seat (or vest!) Considerations # travel # gear 15 reactions Comments 2 comments 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 Parenting — 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. Home About Contact 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 . Parenting © 2016 - 2026. Navigating the chaos and joy of parenting. Log in Create account | 2026-01-13T08:48:52 |
https://dev.to/t/interview/page/118 | Interview Page 118 - 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 # interview Follow Hide Create Post Older #interview posts 115 116 117 118 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu 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 | 2026-01-13T08:48:52 |
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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 Parenting Close Code of Conduct Last updated July 31, 2023 All participants of DEV Community are expected to abide by our Code of Conduct and Terms of Service , both online and during in-person events that are hosted and/or associated with DEV Community. Our Pledge In the interest of fostering an open and welcoming environment, we as moderators of DEV Community pledge to make participation in our project and our community a harassment-free experience for everyone, regardless of age, body size, disability, ethnicity, gender identity and expression, level of experience, nationality, personal appearance, race, religion, or sexual identity and orientation. 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https://www.highlight.io/docs/getting-started/server/hosting/render | Render Log Stream Star us on GitHub Star Docs Sign in Sign up Getting Started Getting Started with Highlight Fullstack Mapping Browser React.js Next.js Remix Vue.js Angular Gatsby.js SvelteKit Electron highlight.run SDK Overview Canvas & WebGL Console Messages Content-Security-Policy Identifying Users iframe Recording Monkey Patches Browser OpenTelemetry Persistent Asset Storage Privacy Proxying Highlight React.js Error Boundary Recording Network Requests and Responses Recording WebSocket Events Salesforce Lightning Web Components (LWC) Data Export Sourcemap Configuration Tracking Events Troubleshooting Upgrading Highlight Versioning Sessions & Errors Other React Native (beta) Server Go Overview chi Echo Fiber Gin GORM gqlgen Logrus Manual Tracing gorilla mux JS Overview Apollo AWS Lambda Cloudflare Workers Express.js Firebase Hono Nest.js Next.js Node.js Pino tRPC Winston Python Overview AWS Lambda Azure Functions Django FastAPI Flask Google Cloud Functions Loguru Other Frameworks Python AI / LLM Libraries Python Libraries Ruby Overview Other Frameworks Ruby on Rails Rust Overview actix-web No Framework Hosting Providers Overview Metrics in AWS Logging in AWS Logging in Azure Fly.io NATS Log Shipper Logging in GCP Heroku Log Drain Render Log Stream Logging in Trigger.dev Vercel Log Drain Elixir Overview Elixir App Java: All Frameworks PHP: All Frameworks C# .NET ASP C# .NET 4 ASP Docker / Docker Compose File Fluent Forward curl OpenTelemetry Protocol (OTLP) Syslog RFC5424 Systemd / Journald Native OpenTelemetry Overview Error Monitoring Logging Tracing Browser Instrumentation Metrics Fullstack Frameworks Overview Next.js Fullstack Overview Next.js Page Router Guide Next.js App Router Guide Edge Runtime Advanced Config Remix Walkthrough Self Host & Local Dev Overview Development deployment guide. Integrations Microsoft Teams self-hosted Hobby deployment guide. Traefik SSL Proxying. Menu Highlight Docs Welcome to highlight.io Get Started Roadmap Company Values Compliance & Security Open Source Contributing Overview GraphQL Backend Frontend (app.highlight.io) Landing Site (highlight.io) Documentation End to End SDK Example Apps Adding an SDK Application Architecture GitHub Code Spaces Code Style Good First Issues Self-hosting Self-hosted [Dev] Self-hosted [Hobby] Self-hosted [Enterprise] Telemetry Our Competitors Product Philosophy Product Features Session Replay Overview Canvas & Iframe Dev-tool Window Recording Tracking Users & Recording Events Filtering Sessions GraphQL Live Mode Performance Impact Player Session Caching Rage Clicks Request Proxying Session Search Extracting the Session URL Session Search Deep Linking Shadow Dom + Web Components Error Monitoring Overview Enhancing Errors with GitHub Error Search Filtering Errors Grouping Errors Managing Errors Manually Reporting Errors Sourcemaps General Features Overview Alerts Comments Digests Environments Search Segments Services Webhooks Logging Overview Log Alerts Log Search Tracing Overview Trace Search Dashboards Overview Dashboard Management Metrics Tutorials Service Latency Web Vitals & Page Speed User Engagement User Analytics Graphing Drilldown Event Search Dashboard Variables SQL Editor Metrics (beta) Overview Frequently Asked Questions. Integrations Integrations Overview Amplitude Integration ClickUp Integration Discord Integration Electron Support Front Integration GitHub Integration Grafana Integration Overview Setup Dashboards Alerts Height Integration Intercom Integration Jira Integration LaunchDarkly Integration Linear Integration Mixpanel Integration Nuxt Integration Pendo Integration Segment Integration Slack Integration Vercel Integration WordPress Plugin Highlight.io Changelog Overview Changelog 12 (02/17) Changelog 13 (02/24) Changelog 14 (03/03) Changelog 15 (03/11) Changelog 16 (03/19) Changelog 17 (04/07) Changelog 18 (04/26) Changelog 19 (05/22) Changelog 20 (06/06) Changelog 21 (06/21) Changelog 22 (08/07) Changelog 23 (08/22) Changelog 24 (09/11) Changelog 25 (10/03) Changelog 26 (11/08) Changelog 27 (12/22) Changelog 28 (3/6) Changelog 29 (4/2) Getting Started Getting Started with Highlight Fullstack Mapping Browser React.js Next.js Remix Vue.js Angular Gatsby.js SvelteKit Electron highlight.run SDK Overview Canvas & WebGL Console Messages Content-Security-Policy Identifying Users iframe Recording Monkey Patches Browser OpenTelemetry Persistent Asset Storage Privacy Proxying Highlight React.js Error Boundary Recording Network Requests and Responses Recording WebSocket Events Salesforce Lightning Web Components (LWC) Data Export Sourcemap Configuration Tracking Events Troubleshooting Upgrading Highlight Versioning Sessions & Errors Other React Native (beta) Server Go Overview chi Echo Fiber Gin GORM gqlgen Logrus Manual Tracing gorilla mux JS Overview Apollo AWS Lambda Cloudflare Workers Express.js Firebase Hono Nest.js Next.js Node.js Pino tRPC Winston Python Overview AWS Lambda Azure Functions Django FastAPI Flask Google Cloud Functions Loguru Other Frameworks Python AI / LLM Libraries Python Libraries Ruby Overview Other Frameworks Ruby on Rails Rust Overview actix-web No Framework Hosting Providers Overview Metrics in AWS Logging in AWS Logging in Azure Fly.io NATS Log Shipper Logging in GCP Heroku Log Drain Render Log Stream Logging in Trigger.dev Vercel Log Drain Elixir Overview Elixir App Java: All Frameworks PHP: All Frameworks C# .NET ASP C# .NET 4 ASP Docker / Docker Compose File Fluent Forward curl OpenTelemetry Protocol (OTLP) Syslog RFC5424 Systemd / Journald Native OpenTelemetry Overview Error Monitoring Logging Tracing Browser Instrumentation Metrics Fullstack Frameworks Overview Next.js Fullstack Overview Next.js Page Router Guide Next.js App Router Guide Edge Runtime Advanced Config Remix Walkthrough Self Host & Local Dev Overview Development deployment guide. Integrations Microsoft Teams self-hosted Hobby deployment guide. Traefik SSL Proxying. Docs Home SDK Client SDK API Reference Cloudflare Worker SDK API Reference Go SDK API Reference Hono SDK API Reference Java SDK API Reference Next.JS SDK API Reference Node.JS SDK API Reference Python SDK API Reference Ruby SDK API Reference Rust SDK API Reference Docs / Getting Started / Server / Hosting Providers / Render Log Stream Render Log Stream Learn how to setup Highlight log ingestion on Render as a log stream. As a prerequisite, we assume you already have an application deployed on Render. 1 Visit your Render settings and find the Log Streams tab. Visit your Dashboard , then click Settings under your account dropdown in the top right corner. Then click the Log Streams tab on the left. 2 Click Add Log Stream and configure the endpoint. Enter syslog.highlight.io:34302 for the Log Stream endpoint and your highlight project ID for the token. 3 Verify your backend logs are being recorded. 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https://dev.to/privacy#a-provide-our-services | Privacy Policy - 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 Privacy Policy Last Updated: September 01, 2023 This Privacy Policy is designed to help you understand how DEV Community Inc. (" DEV ," " we ," or " us ") collects, use, and discloses your personal information. What's With the Defined Terms? You'll notice that some words appear in quotes in this Privacy Policy. They're called "defined terms," and we use them so that we don't have to repeat the same language again and again. They mean the same thing in every instance, to help us make sure that this Privacy Policy is consistent. We've included the defined terms throughout because we want it to be easy for you to read them in context. 1. WHAT DOES THIS PRIVACY POLICY APPLY TO? 2. PERSONAL INFORMATION WE COLLECT 3. HOW WE USE YOUR INFORMATION 4. HOW WE DISCLOSE YOUR INFORMATION 5. YOUR PRIVACY CHOICES AND RIGHTS 6. INTERNATIONAL DATA TRANSFERS 7. RETENTION OF PERSONAL INFORMATION 8. SUPPLEMENTAL DISCLOSURES FOR CALIFORNIA RESIDENTS 9. SUPPLEMENTAL NOTICE FOR NEVADA RESIDENTS 10. CHILDREN'S INFORMATION 11. OTHER PROVISIONS 12. CONTACT US 1. WHAT DOES THIS PRIVACY POLICY APPLY TO? This Privacy Policy applies to personal information processed by us, including on our websites, mobile applications, and other online or offline offerings — basically anything we do. To make this Privacy Policy easier to read, our websites, mobile applications, and other offerings are all collectively called the " Services. " Beyond this Privacy Policy, your use of the Services is subject to our DEV Community Terms and our Forem Terms. The Services include both our own community forum at https://www.dev.to (the " DEV Community ") and the open source tool we provide called " Forem ," available at https://www.forem.com which allows our customers to create and operate their own online forums. We collect personal information from two categories of people: (1) our customers, who use Forem and our hosting services to run and host their own forums (we'll call them " Forem Operators "), and (2) the people who interact with DEV-hosted forums, including forums provided by Forem Operators utilizing Forem and separately our own DEV Community (we'll call them " Users "). An Important Note for Users Since we provide hosting services for Forem Operators, technically we also process your information on their behalf. That processing is governed by the contracts that we have in place with each Forem Operator, not this Privacy Policy. In other words, when you share your data on a DEV-hosted forum operated by a Forem Operator, we at DEV are basically just the "pipes" — we process the data on behalf of the Forem Operator, but don't do anything with it ourselves beyond what we're required to do under our contract (and by law). So, if you post your information on a DEV-powered forum provided by a Forem Operator, that Forem Operator's privacy policy applies, and any questions or requests relating to your data on that service should be directed to that Forem Operator, not us. Likewise, if you use our mobile application, you may also interact with forums that use DEV's open-source tools but do all their hosting and data collection themselves. For those forums, we at DEV have no access to your data, so be sure to read the privacy policy of any third-party hosted forum before posting. 2. PERSONAL INFORMATION WE COLLECT The categories of personal information we collect depend on whether you're a User or Forem Operator, how you interact with us, our Services, and the requirements of applicable law. Breaking it down, we collect three types of information: (1) information that you provide to us directly, (2) information we obtain automatically when you use our Services, and (3) information we get about you from other sources (such as third-party services and organizations). More details are below. A. Information You Provide to Us Directly We may collect the following personal information that you provide to us. Account Creation (for Forem Operators): We'll require your name and email address to get started, as well as some details about the Forem you want to run, such as: whether you're running the Forem on your own behalf or as part of an organization, and details about the community you want to support (how big is it, what topics does it cover, where do members currently communicate, how/if the community earns money, whether the community is open, invite-only or paid, any existing social media accounts, etc.) You'll need to tell us a bit about your personal coding background, and you'll have the option to provide your DEV username as well, if you are a member of the DEV.to community. Account Creation (for Users) : We collect name and email address from users that create an account on DEV Community. For other forums created by Forem Operators using Forem, the Forem Operator determines what information is required for User account creation for their respective forums. Interactive Features (for Users) . Like any other social network, both we and other Users of our Services may collect personal information that you submit or make available through our interactive features (e.g., messaging and chat features, commenting functionalities, forums, blogs, posts, and other social media pages). While we do have private messages that are only between you and the person you're messaging (as well as us and the Forem Operator, as applicable), any information you provide using the public sharing features of the Services, such as the information you post to your public profile or the topics you follow is public, including to recruiters and prospective employers, and is not subject to any of the privacy protections we mention in this Privacy Policy except where legally required. Please exercise caution before revealing any information that may identify you in the real world to others. Purchases . If you buy stuff on our shop site https://shop.dev.to/ (as either a User or Forem Operator), or otherwise if you pay us in connection with your use of the Forem service, we may collect personal information and details associated with your purchases, including payment information. Any payments made via our Services are processed by third-party payment processors, such as Stripe, Shopify, and PayPal. We do not directly collect or store any payment card information entered through our Services, but may receive information associated with your payment card information (e.g., your billing details). Your Communications with Us (Users and Forem Operators) . We may collect personal information, such as email address, phone number, or mailing address when you request information about our Services, register for our newsletter or loyalty program, request customer or technical support, apply for a job, or otherwise communicate with us. Surveys . We may contact you to participate in surveys. If you decide to participate, you may be asked to provide certain information, which may include personal information (for example, your home address). Sweepstakes or Contests . We may collect personal information you provide for any sweepstakes or contests that we offer. In some jurisdictions, we are required to publicly share information of sweepstakes and contest winners. Conferences, Trade Shows, and Other Events . We may collect personal information from individuals when we attend conferences, trade shows, and other events. Business Development and Strategic Partnerships . We may collect personal information from individuals and third parties to assess and pursue potential business opportunities. Job Applications . We may post job openings and opportunities on our Services. If you reply to one of these postings by submitting your application, CV and/or cover letter to us, we will collect and use your information to assess your qualifications. B. Information Collected Automatically We may collect personal information automatically when you use our Services: Automatic Data Collection . We may collect certain information automatically when you use our Services, such as your Internet protocol (IP) address, user settings, MAC address, cookie identifiers, mobile carrier, mobile advertising and other unique identifiers, browser or device information, location information (including approximate location derived from IP address), and Internet service provider. We may also automatically collect information regarding your use of our Services, such as pages that you visit before, during and after using our Services, information about the links you click, the types of content you interact with, the frequency and duration of your activities, and other information about how you use our Services. In addition, we may collect information that other people provide about you when they use our Services, including information about you when they tag you in their posts. Cookies, Pixel Tags/Web Beacons, and Other Technologies . We, as well as third parties that provide content, advertising, or other functionality on our Services, may use cookies, pixel tags, local storage, and other technologies (" Technologies ") to automatically collect information through your use of our Services. Cookies . Cookies are small text files placed in device browsers that store preferences and facilitate and enhance your experience. Pixel Tags/Web Beacons . A pixel tag (also known as a web beacon) is a piece of code embedded in our Services that collects information about engagement on our Services. The use of a pixel tag allows us to record, for example, that a user has visited a particular web page or clicked on a particular advertisement. We may also include web beacons in e-mails to understand whether messages have been opened, acted on, or forwarded. Our uses of these Technologies fall into the following general categories: Operationally Necessary . This includes Technologies that allow you access to our Services, applications, and tools that are required to identify irregular website behavior, prevent fraudulent activity and improve security or that allow you to make use of our functionality. Performance-Related . We may use Technologies to assess the performance of our Services, including as part of our analytic practices to help us understand how individuals use our Services ( see Analytics below ). Functionality-Related . We may use Technologies that allow us to offer you enhanced functionality when accessing or using our Services. This may include identifying you when you sign into our Services or keeping track of your specified preferences, interests, or past items viewed. Analytics . We may use Technologies and other third-party tools to process analytics information on our Services. Some of our analytics partners include Google Analytics. For more information,please visit Google Analytics' Privacy Policy . To learn more about how to opt-out of Google Analytics' use of your information, please click here . Social Media Platforms . Our Services may contain social media buttons such as Twitter, Facebook, GitHub, Instagram, and Twitch (that might include widgets such as the "share this" button or other interactive mini programs). These features may collect your IP address, which page you are visiting on our Services, and may set a cookie to enable the feature to function properly. Your interactions with these platforms are governed by the privacy policy of the company providing it. See the "Your Privacy Choices and Rights" section below to understand your choices regarding these Technologies. C. Information Collected from Other Sources We may obtain information about you from other sources, including through third-party services and organizations. For example, if you access our Services through a third-party application, such as an app store, a third-party login service (e.g., through Twitter, Apple, or GitHub), or a social networking site, we may collect whatever information about you from that third-party application that you have made available via your privacy settings. 3. HOW WE USE YOUR INFORMATION We use your information for a variety of business purposes, including to provide our Services, for administrative purposes, and to market our products and Services, as described below. A. Provide Our Services We use your information to fulfill our contract with you and provide you with our Services, such as: Managing your information and accounts; Providing access to certain areas, functionalities, and features of our Services; Answering requests for customer or technical support; Communicating with you about your account, activities on our Services, and policy changes; Processing your financial information and other payment methods for products or Services purchased; Processing applications if you apply for a job we post on our Services; and Allowing you to register for events. B. Administrative Purposes We use your information for various administrative purposes, such as: Pursuing our legitimate interests such as direct marketing, research and development (including marketing research), network and information security, and fraud prevention; Detecting security incidents, protecting against malicious, deceptive, fraudulent or illegal activity, and prosecuting those responsible for that activity; Measuring interest and engagement in our Services, including for usage-based billing purposes; Short-term, transient use, such as contextual customization of ads; Improving, optimizing, upgrading, or enhancing our Services; Developing new products and Services; Ensuring internal quality control and safety; Authenticating and verifying individual identities, including requests to exercise your rights under this policy; Debugging to identify and repair errors with our Services; Auditing relating to interactions, transactions and other compliance activities; Enforcing our agreements and policies; and Complying with our legal obligations. C. Marketing and Advertising our Products and Services We may use your personal information to tailor and provide you with content and advertisements for our Services, such as via email. If you have any questions about our marketing practices, you may contact us at any time as set forth in the "Contact Us" section below. D. Other Purposes We also use your information for other purposes as requested by you or as permitted by applicable law. Consent . We may use personal information for other purposes that are clearly disclosed to you at the time you provide personal information or with your consent. Automated Decision Making. We may engage in automated decision making, including profiling, such as to suggest topics or other Users for you to follow. DEV's processing of your personal information will not result in a decision based solely on automated processing that significantly affects you unless such a decision is necessary as part of a contract we have with you, we have your consent, or we are permitted by law to engage in such automated decision making. If you have questions about our automated decision making, you may contact us as set forth in the "Contact Us" section below. De-identified and Aggregated Information . We may use personal information and other information about you to create de-identified and/or aggregated information, such as de-identified demographic information, information about the device from which you access our Services, or other analyses we create. For example, we may collect system-wide information to ensure availability of the platform, or measure aggregate data trends to analyze and optimize our Services. Share Content with Friends or Colleagues. Our Services may offer various tools and functionalities. For example, we may allow you to provide information about your friends through our referral services. Our referral services may allow you to forward or share certain content with a friend or colleague, such as an email inviting your friend to use our Services. Please only share with us contact information of people with whom you have a relationship (e.g., relative, friend neighbor, or co-worker). 4. HOW WE DISCLOSE YOUR INFORMATION We disclose your information to third parties for a variety of business purposes, including to provide our Services, to protect us or others, or in the event of a major business transaction such as a merger, sale, or asset transfer, as described below. A. Disclosures to Provide our Services The categories of third parties with whom we may share your information are described below. Service Providers . We may share your personal information with our third-party service providers who use that information to help us provide our Services. This includes service providers that provide us with IT support, hosting, payment processing, customer service, and related services. For example, our Shop site is run by Shopify, who handle your shipping details on our behalf. Business Partners . We may share your personal information with business partners to provide you with a product or service you have requested. We may also share your personal information to business partners with whom we jointly offer products or services. Other Users . As described above in the "Personal Information We Collect" section of this Privacy Policy, our Service allows Users to share their profiles, and any posts, chats, etc. with other Users and with the general public, including to those who do not use our Services. APIs/SDKs . We may use third-party Application Program Interfaces ("APIs") and Software Development Kits ("SDKs") as part of the functionality of our Services. For more information about our use of APIs and SDKs, please contact us as set forth in the "Contact Us" section below. B . Disclosures to Protect Us or Others We may access, preserve, and disclose any information we store associated with you to external parties if we, in good faith, believe doing so is required or appropriate to: comply with law enforcement or national security requests and legal process, such as a court order or subpoena; protect your, our, or others' rights, property, or safety; enforce our policies or contracts; collect amounts owed to us; or assist with an investigation or prosecution of suspected or actual illegal activity. C. Disclosure in the Event of Merger, Sale, or Other Asset Transfers If we are involved in a merger, acquisition, financing due diligence, reorganization, bankruptcy, receivership, purchase or sale of assets, or transition of service to another provider, your information may be sold or transferred as part of such a transaction, as permitted by law and/or contract. 5. YOUR PRIVACY CHOICES AND RIGHTS Your Privacy Choices . The privacy choices you may have about your personal information are determined by applicable law and are described below. Email Communications . If you receive an unwanted email from us, you can use the unsubscribe link found at the bottom of the email to opt out of receiving future emails. Note that you will continue to receive transaction-related emails regarding products or Services you have requested. We may also send you certain non-promotional communications regarding us and our Services, and you will not be able to opt out of those communications (e.g., communications regarding our Services or updates to our Terms or this Privacy Policy). Mobile Devices . We may send you push notifications through our mobile application. You may opt out from receiving these push notifications by changing the settings on your mobile device. "Do Not Track." Do Not Track (" DNT ") is a privacy preference that users can set in certain web browsers. Please note that we do not respond to or honor DNT signals or similar mechanisms transmitted by web browsers. Cookies and Interest-Based Advertising . You may stop or restrict the placement of Technologies on your device or remove them by adjusting your preferences as your browser or device permits. However, if you adjust your preferences, our Services may not work properly. Please note that cookie-based opt-outs are not effective on mobile applications. Please note you must separately opt out in each browser and on each device. Your Privacy Rights . In accordance with applicable law, you may have the right to: Access Personal Information about you, including: (i) confirming whether we are processing your personal information; (ii) obtaining access to or a copy of your personal information; Request Correction of your personal information where it is inaccurate, incomplete or outdated. In some cases, we may provide self-service tools that enable you to update your personal information; Request Deletion, Anonymization or Blocking of your personal information when processing is based on your consent or when processing is unnecessary, excessive or noncompliant; Request Restriction of or Object to our processing of your personal information when processing is noncompliant; Withdraw Your Consent to our processing of your personal information. If you refrain from providing personal information or withdraw your consent to processing, some features of our Service may not be available; Request Data Portability and Receive an Electronic Copy of Personal Information that You Have Provided to Us; Be Informed about third parties with which your personal information has been shared; and Request the Review of Decisions Taken Exclusively Based on Automated Processing if such decisions could affect your data subject rights. If you would like to exercise any of these rights, please contact us as set forth in "Contact Us" below. We will process such requests in accordance with applicable laws. 6. INTERNATIONAL DATA TRANSFERS All information processed by us may be transferred, processed, and stored anywhere in the world, including, but not limited to, the United States or other countries, which may have data protection laws that are different from the laws where you live. We always strive to safeguard your information consistent with the requirements of applicable laws. 7. RETENTION OF PERSONAL INFORMATION We store the personal information we collect as described in this Privacy Policy for as long as you use our Services or as necessary: to fulfill the purpose or purposes for which it was collected, to provide our Services, to resolve disputes, to establish legal defenses, to conduct audits, to pursue legitimate business purposes, to enforce our agreements, and to comply with applicable laws. 8. SUPPLEMENTAL DISCLOSURES FOR CALIFORNIA RESIDENTS Refer-a-Friend and Similar Incentive Programs . As described above in the How We Use Your Personal Information section ("Share Content with Friends or Colleagues" subsection), we may offer referral programs or other incentivized data collection programs. For example, we may offer incentives to you such as discounts or promotional items or credit in connection with these programs, wherein you provide your personal information in exchange for a reward, or provide personal information regarding your friends or colleagues (such as their email address) and receive rewards when they sign up to use our Services. (The referred party may also receive rewards for signing up via your referral.) These programs are entirely voluntary and allow us to grow our business and provide additional benefits to you. The value of your data to us depends on how you ultimately use our Services, whereas the value of the referred party's data to us depends on whether the referred party ultimately becomes a User or Forem Operator and uses our Services. Said value will be reflected in the incentive offered in connection with each program. Accessibility . This Privacy Policy uses industry-standard technologies and was developed in line with the World Wide Web Consortium's Web Content Accessibility Guidelines, version 2.1* . * If you wish to print this policy, please do so from your web browser or by saving the page as a PDF. California Shine the Light . The California "Shine the Light" law permits users who are California residents to request and obtain from us once a year, free of charge, a list of the third parties to whom we have disclosed their personal information (if any) for their direct marketing purposes in the prior calendar year, as well as the type of personal information disclosed to those parties. Right for Minors to Remove Posted Content . Where required by law, California residents under the age of 18 may request to have their posted content or information removed from the publicly-viewable portions of the Services by contacting us directly as set forth in the "Contact Us" section below or by logging into their account and removing the content or information using our self-service tools. 9. SUPPLEMENTAL NOTICE FOR NEVADA RESIDENTS If you are a resident of Nevada, you have the right to opt-out of the sale of certain Personal Information to third parties who intend to license or sell that Personal Information. You can exercise this right by contacting us as set forth in the "Contact Us\" section below with the subject line "Nevada Do Not Sell Request" and providing us with your name and the email address associated with your account. Please note that we do not currently sell your Personal Information as sales are defined in Nevada Revised Statutes Chapter 603A. If you have any questions, please contact us as set forth below. 10. CHILDREN'S INFORMATION The Services are not directed to children under 13 (or other age as required by local law), and we do not knowingly collect personal information from children. If you are a parent or guardian and believe your child has uploaded personal information to our site without your consent, you may contact us as described in the "Contact Us" section below. If we become aware that a child has provided us with personal information in violation of applicable law, we will delete any personal information we have collected, unless we have a legal obligation to keep it, and terminate the child's account if applicable. 11. OTHER PROVISIONS Third-Party Websites or Applications . The Services may contain links to other websites or applications, and other websites or applications may reference or link to our Services. These third-party services are not controlled by us. We encourage our users to read the privacy policies of each website and application with which they interact. We do not endorse, screen or approve, and are not responsible for, the privacy practices or content of such other websites or applications. Providing personal information to third-party websites or applications is at your own risk. Changes to Our Privacy Policy . We may revise this Privacy Policy from time to time in our sole discretion. If there are any material changes to this Privacy Policy, we will notify you as required by applicable law. You understand and agree that you will be deemed to have accepted the updated Privacy Policy if you continue to use our Services after the new Privacy Policy takes effect. 12. CONTACT US If you have any questions about our privacy practices or this Privacy Policy, or to exercise your rights as detailed in this Privacy Policy, please contact us at: support@dev.to . 💎 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. 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https://dev.to/claudio_santos/hello-aws-builders-im-claudio-4d50#comments | Hello AWS Builders, I’m Cláudio - 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 Cláudio Menezes de Oliveira Santos Posted on Jan 5 Hello AWS Builders, I’m Cláudio # career # aws # cloud # ai Hello everyone. My name is Cláudio and I have around 10 years of experience in IT, focused on technical support and systems monitoring. My foundation comes from NOC environments, working proactively to keep infrastructure stable, and from supporting corporate services, especially within the Microsoft ecosystem, including Microsoft 365, Exchange Online, Microsoft Defender, and Entra ID. Recently, I have been dedicating my time to Cloud and Artificial Intelligence. I already hold the Microsoft AZ 900 certification, I am pursuing a degree in Artificial Intelligence and Machine Learning, improving my Python skills, and preparing for the next steps in my certification journey. I also have my AWS Certified Cloud Practitioner exam scheduled, because I want to strengthen my AWS fundamentals and grow consistently on the platform. I joined this community to learn from you, exchange real world experiences, and contribute with what I have learned in support and operations, especially around monitoring, observability basics, security fundamentals, and incident troubleshooting. If you are also transitioning into cloud or AI, I would love to connect and learn together. 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 Cláudio Menezes de Oliveira Santos Follow I have 10 years in IT support and NOC, work with Microsoft 365, Entra ID and Defender, already hold AZ 900, study for AWS Practitioner, and I am earning a degree in AI and Machine Learning. Joined Jan 5, 2026 Trending on DEV Community Hot The First Week at a Startup Taught Me More Than I Expected # startup # beginners # career # learning AI should not be in Code Editors # programming # ai # productivity # discuss What was your win this week??? # weeklyretro # discuss 💎 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. Made with love and Ruby on Rails . Forem © 2016 - 2026. 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