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https://www.highlight.io/docs/getting-started/server/fluentforward | Fluent Forward 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 / Fluent Forward Fluent Forward Set up highlight.io log ingestion via Fluent Forward (fluentd / fluentbit protocol). 1 Setup fluentd / fluent bit ingest. Route your fluentd / fluent bit to forward://otel.highlight.io:24224. Regardless of the way you are using fluentbit, configure the tag to highlight.project_id=YOUR_PROJECT_ID to route the logs to the given highlight project bin/fluent-bit -i cpu -t highlight.project_id=YOUR_PROJECT_ID -o forward://otel.highlight.io:24224 2 Running the fluent agent. You may be running a fluent agent locally or in docker . In that case, you would use the fluent-bit.conf [INPUT] name tail tag <YOUR_PROJECT_ID> path /var/log/your_log_file.log path_key file_path [INPUT] name tail tag <YOUR_PROJECT_ID> path /var/log/nginx/another_log_file.txt path_key file_path [FILTER] Name record_modifier Match * Record hostname my-hostname [OUTPUT] Name forward Match * Host otel.highlight.io Port 24224 3 (Optional) Configure Fluent Forward over TLS. If you want to transfer data over a secure TLS connection, change the [OUTPUT] to the following (using port 24284) [OUTPUT] Name forward Match * Host otel.highlight.io Port 24284 tls on tls.verify on 4 Setting up for AWS ECS? If you are setting up for AWS Elastic Container Services, check out our dedicated docs for AWS ECS. . 5 Verify your backend logs are being recorded. Visit the highlight logs portal and check that backend logs are coming in. File curl [object Object] | 2026-01-13T08:48:01 |
https://ecommercetips.org/digital-payments/#:~:text=Digital%20Payments%20Statistics%20Global%20digital%20payments%20revenue%20is,for%2024%25%20of%20global%20consumer%20spend%20by%202026. | Digital Payments Statistics in 2025 (Latest U.S. & Global Data) | Ecommerce Tips Skip to content Home Ecommerce About Contact Toggle Menu Digital Payments Statistics in 2025 (Latest U.S. & Global Data) By Noah Brandt Updated on March 11, 2025 Electronic transactions move money faster, cheaper, and more conveniently for both consumers and businesses. Digital payments statistics show that payments are becoming increasingly cashless. Digital Payments Statistics Global digital payments revenue is projected to reach $14.79 trillion by 2027. Two-thirds (2/3) of adults worldwide are now using digital payments, 89% in U.S. Ecommerce is projected to account for 24% of global consumer spend by 2026. Digital wallets account for 49% of global ecommerce sales, credit cards 21%. Top digital wallets in the U.S. are PayPal (36%), Apple Pay (20%), and Venmo (16%). 15% of digital wallet users leave their residences regularly without a physical wallet. 9 in 10 central banks are exploring central bank digital currencies ( CBDCs ). 76% of adults worldwide now have a bank account or use a mobile money provider. 1.4 billion adults worldwide are still unbanked . 1. Global digital payments revenue is projected to reach $14.79 trillion by 2027. According to the latest Statista digital payments growth statistics (2022), the total global digital payments transaction value is projected to reach $14.79 trillion by 2027. (1) The global digital payments market revenue is expected to grow 11.79% annually (CAGR) from 2023 to 2027. In 2023, the total global digital payments transaction value is projected to reach $9.47 trillion. Total Transaction Value 2023 Digital Payments Growth Rate CAGR 2027 Digital Payments Global $9.47 T 11.79% $14.79 T USA $2.04 T 14.66% $3.53 T China $3.85 T 7.80% $5.20 T *Dollars are in USD. The total U.S. digital payments transaction value is projected to reach $3.53 trillion by 2027. (2) The U.S. digital payments revenue is expected to grow 14.66% annually (CAGR) from 2023 to 2027. In 2023, the total U.S. digital payments transaction value is projected to reach $2.04 trillion. The total China digital payments transaction value is projected to reach $5.20 trillion by 2027. (3) The China digital payments revenue is expected to grow 7.80% annually (CAGR) from 2023 to 2027. In 2023, the total China digital payments transaction value is projected to reach $3.85 trillion. 2. Two-thirds (2/3) of adults worldwide are now using digital payments, 89% in U.S. According to World Bank Group global digital payments statistics (2021), 64% of adults worldwide now make/receive digital payments. (4) In developed countries, 95% of adults are using digital payments compared to 57% of adults in developing countries. Using Digital Payments Global Latest 2021 Developed Countries Developing Countries Adults 64% 95% 57% Account owners 84% 98% 80% About 84% of financial services account owners worldwide are doing digital transactions. In developed countries, 98% of account owners are using digital payments compared to 80% of adults in developing countries. About 9 in 10 Americans are now using digital payments. According to the latest McKinsey & Co U.S. digital payments statistics (2022), 89% of Americans are now using digital payments. (5) U.S. Consumers Percentage Using digital payments 89% Used two or more forms of digital payments 62% Done in-app and peer-to-peer (P2P) purchases 69% Expect to have a digital wallet within two years 60% Americans who are using two or more forms of digital payments have grown from 51% in 2021 to 62% in 2022. About 69% of users have done in-app and peer-to-peer (P2P) purchases in 2022. In addition, about 60% of Americans expect to have a digital wallet within the next two years. 3. Ecommerce is projected to account for 24% of global consumer spend by 2026. The largest segment of the global digital payments market is digital commerce. According to Insider Intelligence online payments statistics (2022), ecommerce is projected to account for 24% of global consumer spend by 2026. (6) Global 2023 2024 2025 2026 Retail Ecommerce Sales $6.310 T $6.913 T $7.528 T $8.148 T % of Total Retail Sales 20.8% 21.9% 23.0% 24.0% Global digital commerce revenue is projected to reach $8.1 trillion by 2026. In 2023, the global ecommerce revenue is projected to reach $6.3 trillion and account for 20.8% of global retail sales. Related : Ecommerce Statistics (Latest U.S. & Global Data) 4. Digital wallets account for 49% of global ecommerce sales, credit cards 21%. According to FIS Global statistics about digital payments (2022), digital wallets account for 49% of global ecommerce sales, credit cards 21%, and debit cards 13%. (7) Ecommerce Payments Global 2021 North America 2021 Digital wallet 49% 29% Credit card 21% 31% Debit card 13% 21% Bank transfer 7% 8% Buy now, pay later 3% 4% Cash on delivery 3% 2% Direct debit 1% n/a Prepay 1% 2% Other 1% 1% Prepaid card 1% 1% Postpay 1% n/a *Numbers adjusted for rounding may impact totals. The top ecommerce payment methods in North America are credit cards (31%), digital wallets (29%), and debit cards (21%). Interestingly enough, about 4% of North America and 3% globally is using the buy now, pay later (BNPL) payment type. Digital wallets account for 29% of the global point of sale (POS) sales, credit cards 24%. According to FIS Global electronic payments statistics (2022), digital wallets account for 29% of the global point of sale (POS) sales, and credit cards 24%. (7) Point of Sale (POS) Payments Global 2021 North America 2021 Digital wallet 29% 36% Credit card 24% 34% Debit card 23% 6% Cash 18% 15% Retailer/bank financing 4% 4% Prepaid card 2% 4% Buy now, pay later 1% 2% *Numbers adjusted for rounding may impact totals. The main point of sale (POS) payment methods in North America are digital wallets (36%), credit cards (34%), and debit cards (6%). Top global B2B payment methods are still ACH credits (39%) and checks (26%). According to Association for Financial Professionals (AFP) B2B payments statistics (2022), the top global B2B payment methods are ACH credits (30%), checks (22%), and domestic wire transfers (12%). (8) B2B Payments Global 2022 North America 2022 ACH credits 30% 39% Checks 22% 26% Domestic wire transfers 12% 9% Legacy International wires (SWIFT) 6% 3% ACH debits 5% 7% Same-day ACH debits 4% 3% Enhanced International Wires (SWIFT gpi) 4% 1% Physical cards 3% 3% SEPA payments 2% 2% Real-time payments (RTP) 2% 1% Virtual cards 2% 3% *Only the main payment methods. Legacy International Wires (SWIFT) makes up 6% of global B2B payments, ACH debits 5%, and same-day ACH debits 4%. The top B2B payment methods in North America are ACH credits (39%), checks (26%), and domestic wire transfers (9%). Legacy International Wires (SWIFT) makes up 3% of B2B payments in North America, ACH debits 7%, and same-day ACH debits 3%. 5. Top digital wallets in the U.S. are Paypal (36%), Apple Pay (20%), and Venmo (16%). According to Civic Science digital payments business statistics (2022), the top digital wallets in the U.S. are Paypal (36%), Apple Pay (20%), and Venmo (16%). (9) Rank Primary Digital Wallet Percentage of Users #1 PayPal 36% #2 Apple Pay 20% #3 Venmo 16% #4 Other 13% #5 Google Pay 11% #6 Samsung Pay 3% Among all digital wallet platforms in the U.S., PayPal is still the dominant player. More than one-third of digital wallet users in the U.S. use PayPal as their primary digital wallet. In addition, about 46% of the population uses PayPal to make transactions online. 6. 15% of digital wallet users leave their residences regularly without a physical wallet. According to McKinsey & Co cashless payments statistics, 15% of digital wallet users in the U.S. leave their residences regularly without a physical wallet. (10) Digital Wallet Users Percentage Consider leaving the wallet if they do not plan to purchase anything 11% Leave their residence regularly without the physical wallet 15% Multiple card owners frequently switch the default option 40% About 11% of American digital wallet users say they consider leaving the physical wallet at home only when they don’t plan to purchase anything. The data also found that 40% of digital wallet users with multiple cards frequently (every couple weeks or more) switch to an instrument other than their default option. The most common reasons for this were funds availability, a desire to isolate different purchase types on separate cards, and redemption of promotions or discounts. 7. 9 in 10 central banks are exploring central bank digital currencies (CBDCs). A CBDC is central bank-issued digital money denominated in the national unit of account, and it represents a liability of the central bank. (11) To put it simply, a CBDC is an electronic version of physical cash. According to Bank for International Settlements’ digital payments industry statistics (2022), 9 in 10 central banks are actively exploring central bank digital currencies (CBDCs). Central Banks Percentage Actively working on CBDC projects 90% In the experiments/proof-of-concept phase 62% In the development/pilot phase 26% About 62% of central banks are already conducting experiments and proofs-of-concept on CBDCs. About 26% of central banks are in the advanced stages of developing or running a pilot on CBDCs. 26% of central banks already have the legal authority to issue a CBDC. The issuance of a CBDC requires a legal framework that provides central banks with authority to do so. (11) According to Bank for International Settlements electronic payments data (2022), 26% of central banks already have the legal authority to issue a CBDC. Issuing a CBDC Percentage Uncertain 40% Have the legal authority 26% Doesn’t have the legal authority 25% Laws are being changed to allow it 10% About 10% of jurisdictions where central banks operate are changing their laws in order to provide the legal framework for CBDCs. About 25% of jurisdictions where central banks operate lack the legal authority to issue a CDBC. About 40% of central banks are currently unsure about their jurisdiction’s legal foundations in terms of CDBCs. A CBDC is different from existing cashless payment instruments, such as credit transfers, card payments, and e-money, as it represents a direct claim on a central bank rather than the liability of a private financial institution. 8. 76% of adults worldwide now have a bank account or use a mobile money provider. According to World Bank Group statistics on cashless payments (2021), 76% of adults worldwide have an account at a bank or regulated institution such as a credit union, microfinance institution, or mobile money service provider. (4) Digital Payments Accounts 2021 Growth 2011 Worldwide 76% adults 50% in 10 yrs. 51% adults The global digital payments account ownership has increased by 50% from 51% of adults in 2011 to 76% in 2021. Digital Payments Accounts 2021 Growth 2017 Developing countries 71% adults 8% in 4 yrs. 63% adults About 71% of adults in developing countries now have an account at a bank or regulated institution. Digital payments account ownership in developing economies has increased by 8% from 63% of adults in 2017 to 71% in 2021. 9. 1.4 billion adults worldwide are still unbanked. According to World Bank Group statistics on electronic payments (2021), about 1.4 billion adults worldwide are still unbanked. (4) This means they do not have an account at a financial institution or through a mobile money provider. Unbanked in 2021 Decline in 10 yrs. Unbanked in 2011 1.4 B adults 56.4% 2.5 B adults The global number of adults without financial account ownership has declined 56.4% from 2.5 billion in 2011 to 1.4 billion in 2021. As financial account ownership is nearly universal in high-income economies, practically all unbanked adults live in developing economies. Unbanked Economies Percentage of Adults Rest of the world 46% India 17% China 9% Pakistan 8% Indonesia 7% Nigeria 5% Bangladesh 4% Egypt, Arab Rep. 4% The data suggests that 54% of the world’s unbanked adults live in seven economies. About 17% of unbanked adults live in India, 9% in China, 8% in Pakistan, 7% in Indonesia, 5% in Nigeria, 4% in Bangladesh, 4% in Egypt, Arab Rep, and 46% in the rest of the world. The majority of unbanked adults continue to be women. References Statista. 2022. Digital Payments – Worldwide. Link Statista. 2022. Digital Payments – United States. Link Statista. 2022. Digital Payments – China. Link The World Bank. 2021. The Global Findex Database 2021: Financial Inclusion, Digital Payments, and Resilience in the Age of COVID-19. Link McKinsey & Company. 2022. Consumer trends in digital payments. Link Insider Intelligence. 2022. Worldwide Ecommerce Forecast Update 2022. Link FIS Global. 2022. The Global Payments Report. Link Association for Financial Professionals. 2022. Digital Payments Survey Report. Link Civic Science. 2022. PayPal Leads Among Digital Wallet Adoption, But Cash Stays Relevant. Link McKinsey & Company. 2021. New trends in US consumer digital payments. Link Bank for International Settlements. 2022. Gaining momentum – Results of the 2021 BIS survey on central bank digital currencies. Link Noah Brandt Noah is the lead editor of Ecommerce Tips and a passionate writer specializing in ecommerce and digital marketing. His writing is based on years of professional experience working in a marketing agency and building and running his third ecommerce store in the pets niche. Noah enjoys making complex ecommerce topics understandable and practical. His hobbies include writing, cooking, and running. Similar Posts 9 Best International Ecommerce Software That Actually Work February 4, 2023 One of the biggest advantages of online stores is that they’re not limited… Read More 9 Best International Ecommerce Software That Actually Work Continue How Much Does it Cost to Build a Shopify Website? (2025) March 11, 2025 Shopify is the easiest and fastest way to build an online store, period…. Read More How Much Does it Cost to Build a Shopify Website? 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AI Mock Interview Pricing AI मॉक इंटरव्यू एक AI इंटरव्यूअर के साथ कभी भी इंटरव्यू का अभ्यास करें जो यथार्थवादी प्रश्न पूछता है और तत्काल फीडबैक प्रदान करता है। यह आपकी नौकरी का विवरण और अनुभव स्तर के अनुकूल होकर आपकी प्रतिक्रियाओं को सुधारने और आत्मविश्वास बनाने में मदद करता है। AI मॉक इंटरव्यू शेड्यूलिंग या तैयारी के समय के बिना 24/7 काम करता है। Final Round AI आज़माएं - यह मुफ़्त है यथार्थवादी अभ्यास कार्रवाई योग्य प्रतिक्रिया अधिकतम प्रभाव AI इंजीनियर आत्मविश्वास बढ़ाने के लिए मॉक प्रश्नों के साथ अपने Microsoft AI इंटरव्यू की तैयारी करें। इंटरव्यू शुरू करें प्लेटफ़ॉर्म इंजीनियर आत्मविश्वास बढ़ाने के लिए मॉक प्रश्नों के साथ अपने Netflix प्लेटफ़ॉर्म इंजीनियर इंटरव्यू की तैयारी करें। इंटरव्यू शुरू करें रिसर्च इंजीनियर आत्मविश्वास बढ़ाने के लिए मॉक प्रश्नों के साथ अपने OpenAI रिसर्च इंजीनियर इंटरव्यू की तैयारी करें। इंटरव्यू शुरू करें AI इंजीनियर आत्मविश्वास बढ़ाने के लिए मॉक प्रश्नों के साथ अपने McKinsey AI इंजीनियर इंटरव्यू की तैयारी करें। इंटरव्यू शुरू करें मॉक इंटरव्यू के लिए Final Round AI को क्यों चुनें? स्मार्टर इंटरव्यू प्रिपरेशन जो वास्तव में काम करता है: असली आत्मविश्वास बनाएं AI के साथ अभ्यास करें जो कठिन प्रश्न पूछता है और दबाव में शांत रहने में आपकी मदद करता है, बिल्कुल असली इंटरव्यू की तरह। कीमती समय बचाएं कोई शेड्यूलिंग की परेशानी या कोचों का इंतजार नहीं - जब चाहें तुरंत अभ्यास करें। तेजी से नौकरी के लिए तैयार हों आपकी विशिष्ट भूमिका और उद्योग के लिए अनुकूलित प्रश्न सुनिश्चित करते हैं कि आप किसी भी चीज़ के लिए तैयार हैं। हमें अलग क्या बनाता है Final Round AI आज़माएं - यह मुफ़्त है व्यक्तिगत अनुभव आपके रिज्यूमे और लक्षित नौकरी विवरण के अनुरूप प्रश्न। हमेशा उपलब्ध बिना अपॉइंटमेंट या तैयारी के समय के 24/7 अभ्यास करें। वैश्विक पहुंच 29+ भाषाओं के लिए समर्थन, अंतरराष्ट्रीय अवसरों के लिए एकदम सही। तत्काल प्रतिक्रिया हर जवाब के बाद कार्रवाई योग्य सुझाव प्राप्त करें - सटीक जानें कि क्या सुधार करना है। मुफ्त में शुरू करें बिना किसी छिपी लागत या प्रतिबद्धता के अपना पहला मॉक इंटरव्यू मुफ्त में प्राप्त करें। 2 मिनट से कम में AI मॉक इंटरव्यू का उपयोग कैसे करें हमारा interview prep tool इंटरव्यू के लिए तैयार होना आसान बनाता है और आपको वास्तविक इंटरव्यू में सफल होने में मदद करता है। अभी अपना मुफ़्त अकाउंट बनाएं 1 साइन अप करें Final Round AI के प्लेटफ़ॉर्म पर एक मुफ़्त अकाउंट बनाएं। 2 विवरण अपलोड करें व्यक्तिगत प्रश्न प्राप्त करने के लिए अपना रिज्यूमे और जॉब विवरण जोड़ें। 3 अपनी भूमिका चुनें आपके उद्योग या नौकरी की स्थिति के आधार पर tailored AI interview questions अनलॉक करें। 4 अभ्यास करें एक AI मॉक इंटरव्यू शुरू करें, प्रश्नों का उत्तर दें और तत्काल feedback प्राप्त करें। 5 बढ़ाएँ अपनी responses को refine करने और performance को optimize करने के लिए AI insights की समीक्षा करें। अपने अगले इंटरव्यू को एक्स करने के लिए आपको जो कुछ भी चाहिए हमारा interview prep tool इंटरव्यू के लिए तैयार होना आसान बनाता है और आपको वास्तविक इंटरव्यू में सफल होने में मदद करता है। अभी अपना मुफ़्त अकाउंट बनाएं अपने शेड्यूल पर अभ्यास करें कोचों का इंतजार या अपॉइंटमेंट बुक करने की कोई जरूरत नहीं। हमारा AI मॉक इंटरव्यू टूल 24/7 काम करता है, इसलिए आप जब चाहें अभ्यास कर सकते हैं - सुबह जल्दी, लंच ब्रेक या देर रात। आपकी नौकरी के लिए बने प्रश्न आपकी भूमिका के लिए विशेष रूप से डिज़ाइन किए गए इंटरव्यू प्रश्न प्राप्त करें। चाहे आप सॉफ्टवेयर इंजीनियरिंग, मार्केटिंग या वित्त पदों के लिए आवेदन कर रहे हों, हमारी AI relevant scenarios बनाती है जिनका आप वास्तव में सामना करेंगे। कमजोरियों को ताकत में बदलें आपके उत्तरों में छोटी flaws भी आपकी संभावनाओं को नुकसान पहुंचा सकती हैं। हमारा AI interviewer आपकी मदद करता है: अजीब pauses से बचने के लिए अपनी responses में weak spots को ठीक करें compelling narratives के साथ storytelling बढ़ाएं जो बाहर खड़े हों अभ्यास और composure training के माध्यम से आत्मविश्वास बनाएं इंजीनियरों, स्नातकों और फ्रीलांसरों के लिए AI इंटरव्यू सहायता आपके करियर पथ के लिए व्यक्तिगत सहज AI एकीकरण के साथ स्मार्टर इंटरव्यू तैयारी अनलॉक करें। Final Round AI इंजीनियरिंग और तकनीक Final Round AI बैंकिंग और वित्त Final Round AI फ्रीलांसर और ठेकेदार Final Round AI फ्रीलांसर और ठेकेदार चाहे आप मार्केटिंग, कंसल्टिंग, फाइनेंस या हेल्थकेयर में इंटरव्यू दे रहे हों, इंटरव्यू कोपिलॉट आपके उद्योग के अनुकूल होता है। इसकी उन्नत इंटरव्यू AI आपकी प्रतिक्रियाओं को तैयार करने और रीयल-टाइम में मार्गदर्शन करने में मदद करती है, ताकि आप आत्मविश्वास के साथ प्रदर्शन कर सकें। मैं स्मार्टर इंटरव्यू के लिए तैयार हूं Final Round AI Vs Traditional Tools Curious how we really compare? Here's how Final Round AI stacks up against traditional coaches and other AI tools on the market. Ready to ditch outdated prep and try the smarter way? Try Final Round AI – It's Free Traditional Coaching Final Round AI Other AI Tools Personalized to Your Job Role Often generic across industries Personalized to Your Job Role Tailored to your resume + role Personalized to Your Job Role Limited customization Real-Time Feedback Delayed or after session ends Real-Time Feedback Real-time, actionable insights Real-Time Feedback Often vague or delayed Behavioral & Technical Questions But may require multiple sessions Behavioral & Technical Questions Covers both with specific formats Behavioral & Technical Questions May focus on one, not both Language Support (29+ Languages) Typically only English Language Support (29+ Languages) Global accessibility Language Support (29+ Languages) Limited language support Practice Anytime (24/7 Access) Must coordinate times Practice Anytime (24/7 Access) No scheduling required Practice Anytime (24/7 Access) Some limited access Visual Feedback & Analytics No analytics Visual Feedback & Analytics Performance insights after every round Visual Feedback & Analytics Basic or no performance data Affordability $100+ per session Affordability Free plan + optional upgrades Affordability Subscription only नौकरी चाहने वाले Final Round AI के बारे में क्या कहते हैं और टेस्टिमोनियल देखें Senior Software Engineer Inourie How AI Helped Land a Dream Job Senior Software Engineer Emily How AI Helped Land a Dream Job Senior Software Engineer Joe How AI Helped Land a Dream Job Senior Technical Program Manager Nizar How AI Helped Land a Dream Job product manager Yoon How AI Helped Land a Dream Job Senior Software Engineer Anubhav How AI Helped Land a Dream Job Senior Software Engineer Inourie How AI Helped Land a Dream Job Senior Software Engineer Emily How AI Helped Land a Dream Job Senior Software Engineer Joe How AI Helped Land a Dream Job Senior Technical Program Manager Nizar How AI Helped Land a Dream Job product manager Yoon How AI Helped Land a Dream Job Senior Software Engineer Anubhav How AI Helped Land a Dream Job Senior Software Engineer Inourie How AI Helped Land a Dream Job Senior Software Engineer Emily How AI Helped Land a Dream Job Senior Software Engineer Joe How AI Helped Land a Dream Job Senior Technical Program Manager Nizar How AI Helped Land a Dream Job product manager Yoon How AI Helped Land a Dream Job Senior Software Engineer Anubhav How AI Helped Land a Dream Job अक्सर पूछे जाने वाले प्रश्न AI मॉक इंटरव्यू क्या है और Final Round AI कैसे काम करता है? मॉक इंटरव्यू एक अभ्यास सत्र है जो वास्तविक नौकरी इंटरव्यू अनुभव का अनुकरण करता है। यह आपको सामान्य इंटरव्यू प्रश्नों के उत्तर देने, यह समझने में मदद करता है कि नियोक्ता क्या चाहते हैं, और सुधार के लिए आवश्यक क्षेत्रों की पहचान करता है। इसे गलतियाँ करने, उनसे सीखने और बिना किसी वास्तविक परिणाम के अपनी प्रतिक्रियाओं को परफेक्ट करने के लिए एक सुरक्षित स्थान के रूप में देखें। Final Round AI आपकी विशिष्ट नौकरी की भूमिका के लिए वास्तविक इंटरव्यू परिदृश्यों का अनुकरण करने वाले AI-संचालित अभ्यास के साथ इस अवधारणा को आगे बढ़ाता है। यह सिर्फ प्रश्न नहीं पूछता है; यह आपके उत्तरों, स्वर, गति और delivery पर रीयल-टाइम फीडबैक देता है। यह ऐसा है जैसे आपके पास एक स्मार्ट, निष्पक्ष कोच है जो हर सत्र के साथ बेहतर होने में आपकी मदद कर रहा है। Final Round AI के AI मॉक इंटरव्यू किसके लिए उपयुक्त हैं? यह आदर्श है छात्रों और फ्रेशर्स के लिए अपने पहले इंटरव्यू की तैयारी करने वालों के लिए, नए उद्योगों में प्रवेश करने वाले जॉब स्विचर्स के लिए, उच्च-दांव वाले इंटरव्यू की तैयारी करने वाले मिड-सीनियर पेशेवरों के लिए, कोई भी जो अपनी प्रतिक्रियाओं को structure करने के तरीके के बारे में nervous या अनिश्चित महसूस करता है। AI मॉक इंटरव्यू का उपयोग कैसे करें? अपने Final Round AI अकाउंट में लॉग इन करें, मॉक इंटरव्यू टूल का चयन करें, अपनी जॉब टाइटल चुनें या जॉब डिस्क्रिप्शन अपलोड करें, जोर से AI-जनित प्रश्नों का उत्तर देना शुरू करें, प्रत्येक प्रश्न के बाद तुरंत फीडबैक प्राप्त करें, और अंत में एक सारांश रिपोर्ट प्राप्त करें। कौन सा प्लेटफ़ॉर्म सबसे यथार्थवादी मॉक इंटरव्यू अनुभव प्रदान करता है? Final Round AI यथार्थवाद के लिए खड़ा है क्योंकि यह आपकी भूमिका और उद्योग के आधार पर वास्तविक नौकरी साक्षात्कारों का अनुकरण करता है। यह न केवल आप क्या कहते हैं, बल्कि आप इसे कैसे कहते हैं, का मूल्यांकन करता है, जिससे आपको अधिक प्राकृतिक, आत्मविश्वासपूर्ण और structured लगने में मदद मिलती है। मॉक इंटरव्यू का उद्देश्य क्या है? मुख्य उद्देश्य एक सुरक्षित वातावरण में दबाव में अभ्यास करना है। यह आपकी storytelling को परिष्कृत करने, filler words को खत्म करने और अप्रत्याशित प्रश्नों को सहजता से संभालने में मदद करता है, जो वास्तविक इंटरव्यू में सफलता की संभावनाओं को बढ़ाता है। आप मॉक इंटरव्यू से क्या सीख सकते हैं? आप सीखेंगे कि STAR या अन्य frameworks का उपयोग करके responses को कैसे structure करें, आपके उत्तरों के कौन से हिस्से अस्पष्ट या बहुत लंबे हैं, क्या आपका tone और pacing भूमिका से मेल खाता है, अपनी presence और articulation में कैसे सुधार करें। मॉक इंटरव्यू के क्या लाभ हैं? आत्मविश्वास बढ़ाता है, चिंता कम करता है, delivery और स्पष्टता में सुधार करता है, आपको स्व-मूल्यांकन करने और targeted improvements करने में मदद करता है, असली चीज़ से पहले आपको blind spots से अवगत कराता है। मैं अपने मॉक इंटरव्यू प्रदर्शन पर feedback कैसे प्राप्त कर सकता हूं? Final Round AI के साथ, आपको अपने सत्र के तुरंत बाद एक detailed performance report प्राप्त होगा। इसमें उत्तर की गुणवत्ता, tone, filler words और स्पष्टता पर feedback शामिल है, ताकि आप progress track कर सकें और अधिक effective ढंग से अभ्यास कर सकें। Final Round AI का मॉक इंटरव्यू वास्तविक नौकरी साक्षात्कारों का अनुकरण कैसे करता है? Final Round AI का मॉक इंटरव्यू वास्तविक दुनिया के साक्षात्कारों के लिए उपयोगकर्ताओं को तैयार करने में मदद करने के लिए realistic job-specific questions उत्पन्न करने, responses का विश्लेषण करने और instant feedback प्रदान करने के लिए उन्नत AI का उपयोग करता है। AI मॉक इंटरव्यू किस प्रकार के प्रश्न पूछता है? AI मॉक इंटरव्यू व्यवहार संबंधी प्रश्न (जैसे STAR method), technical questions, industry-specific questions और commonly asked HR interview questions सहित प्रश्नों की एक wide range को कवर करता है। क्या AI मॉक इंटरव्यू scoring और improvement tips प्रदान करता है? हां, AI मॉक इंटरव्यू स्पष्टता, आत्मविश्वास और प्रासंगिकता के आधार पर एक score निर्दिष्ट करता है। यह उपयोगकर्ताओं को अपने interview skills को बेहतर बनाने में मदद करने के लिए actionable improvement tips भी प्रदान करता है। Final Round AI का मॉक इंटरव्यू अन्य ऑनलाइन interview tools से कैसे अलग है? Final Round AI interview readiness में सुधार के लिए real-time scoring and analysis, real-time feedback, job-specific interview questions और personalized coaching insights प्रदान करता है। क्या मैं Final Round AI के साथ behavioral और technical interview questions का अभ्यास कर सकता हूं? हां, Final Round AI व्यापक तैयारी सुनिश्चित करने के लिए behavioral (HR, leadership, teamwork) और technical (coding, industry-specific) interview questions दोनों प्रदान करता है। क्या Final Round AI का AI मॉक इंटरव्यू मुफ़्त या भुगतान है? Final Round AI मुफ्त और प्रीमियम मॉक इंटरव्यू दोनों प्रदान करता है। मुफ्त संस्करण basic interview practice प्रदान करता है, जबकि premium version में in-depth analysis और personalized coaching शामिल है। 100k+ reviews Land Your Dream Job with Final Round AI Today Transform your interview skills with Final Round AI's AI interview practice. Start now and land your dream job with confidence. You've done the prep—now it's time to practice smarter. Get started for Free Company About Contact Us Referral Program More Products Interview Copilot AI Mock Interview AI Resume Builder More AI Tools Coding Interview Copilot AI Career Coach Resume Checker More Resources Blog Hirevue Interviews Phone Interviews More Refund Policy Privacy Policy Terms & Conditions Disclaimer: This platform provides guidance, resources, and support to enhance your job search. However, securing employment within 30 days depends on various factors beyond our control, including market conditions, individual effort, and employer decisions. We do not guarantee job placement within any specific timeframe. © 2025 Final Round AI, 188 King St, Unit 402 San Francisco, CA, 94107 मुफ्त AI मॉक इंटरव्यू - AI के साथ अभ्यास इंटरव्यू | 2026-01-13T08:48:01 |
https://neon.tech/ai | Postgres for AI — Neon This 250+ engineer team replaced shared staging with isolated database branches for safer deploys Neon Product Database Autoscaling Automatic instance sizing Branching Faster Postgres workflows Bottomless storage With copy-on-write Instant restores Recover TBs in seconds Connection pooler Built-in with pgBouncer Ecosystem Neon API Manage infra, billing, quotas Auth Add authentication Data API PostgREST-compatible Instagres No-signup flow Migration guides Step-by-step What is Neon? Serverless Postgres, by Databricks Solutions Use cases Serverless Apps Autoscale with traffic Multi-TB Scale & restore instantly Database per Tenant Data isolation without overhead Platforms Offer Postgres to your users Dev/Test Production-like environments Agents Build full-stack AI agents For teams Startups Build with Neon Security Compliance & privacy Case studies Explore customer stories Docs Pricing Company Blog About us Careers Contact Discord 20.7k Log In Sign Up Neon for AI. Designed for agents. Optimized for vectors. Backed by Postgres. Get started The database AI-native apps were waiting for Neon is a serverless Postgres platform built for modern AI workflows. It separates storage and compute, autoscales to zero, and lets agents create databases without friction. Backend for AI agents. Agents can provision, query, and manage Postgres databases via API. With quotas and autosuspend out of the box. Vector store for RAG and LLMs. With pgvector and HNSW, Neon becomes a vector store for all your data. Ready for AI-assisted coding. Neon integrates with Cursor and Copilot for seamless in-IDE database workflows. Instantly accessible. Neon can be embedded directly into agent workflows, no signup required. For developers, it’s just as easy - start building on the Free Plan in seconds. The combination of flexible resource limits and nearly instant database provisioning made Neon a no‑brainer. Lincoln Bergeson Infrastructure Engineer at Replit Add Postgres to your agent Neon is purpose-built to support AI agents at the infrastructure level, with native, API-first Postgres that doesn’t require end-user signups or manual provisioning. Read more One-second database provisioning Agents move fast, and so does Neon. Provision fresh databases in seconds for a smooth developer experience. Scale to zero and pay-as-you-go Neon only charges for true usage, so you can run fleets of short-lived databases without blowing your budget. Simple, programmable API Create, delete, scale, and monitor databases with a feature-complete API designed to manage thousands of Postgres instances. Embed directly, no signup required Agents can create and manage databases without a user ever logging into Neon. No UI, no OAuth, no friction. Time travel for your apps Branches let you snapshot the full database state instantly. Let users roll back to a previous version in one click. Built-in auth With Neon Auth, agents can build apps with secure authentication baked in - no extra setup, just more power to vibe coders. Powered by Neon. Neon’s speed of provisioning and serverless scale-to-zero is critical for us. We can serve users iterating on quick ideas efficiently while also supporting them as they scale, without making them think about database setup. Dhruv Amin Co-founder at Anything Code with AI Your AI tools can now do more than write queries: they can manage your database too. Integrate with Cursor and other AI-first IDEs Spin up a Neon database, create branches, inspect query plans, and reset data all from inside the editor. Add Neon to your editor MCP Server Purpose-built for AI devtools, Neon MCP lets agents manage data workflows from provisioning to tuning. Get started Build LLM-backed applications Neon makes Postgres a powerful vector store, perfect for RAG apps that crave simplicity. Start building Postgres for everything Combine vector search, full-text search, relational data, and SQL analytics in a single system. No glue code between databases. pgvector built in Store and search vector embeddings using pgvector, with native support for HNSW indexing and multiple distance metrics. Faster, cheaper indexing Neon’s autoscaling serverless architecture handles indexing at scale, with 75% lower compute costs. SQL-native, dev-friendly Neon supports standard SQL, integrates easily into your stack, and reduces time-to-value for production RAG systems. I did testing on vector databases, but I didn’t see a real advantage. Postgres with Pgvector covers everything I need. Marco D’Alia Software Architect behind RagRabbit Neon's AI App Starter Kit Neon's AI App Starter Kit offers resources, apps, and examples to kickstart Neon as your vector database. Learn more Postgres with pgvector Store and retrieve vector embeddings efficiently with Neon Postgres and pgvector. AI Starter Apps Access pre-built AI apps like AI chatbot, semantic search, and hybrid search. Vector Search Optimization Enhance the performance of your AI by using Neon’s vector search optimization guide. Autoscaling & Scaling Guide Scale your AI apps seamlessly with Neon’s Autoscaling and Read Replicas. Built with Neon Explore AI apps using Neon to gain valuable inspiration and learn best practices. Performance & Storage Optimize and manage your AI workloads with Neon’s storage and autoscaling solutions. The Postgres of tomorrow, available today Get Started Neon A Databricks Company Neon status loading... Made in SF and the World Copyright Ⓒ 2022 – 2026 Neon, LLC Company About Blog Careers Contact Sales Partners Security Legal Privacy Policy Terms of Service DPA Subprocessors List Privacy Guide Cookie Policy Business Information Resources Docs Changelog Support Community Guides PostgreSQL Tutorial Startups Creators Social Discord GitHub x.com LinkedIn YouTube Compliance CCPA Compliant GDPR Compliant ISO 27001 Certified ISO 27701 Certified SOC 2 Certified HIPAA Compliant Compliance Guide Neon’s Sub Contractors Sensitive Data Terms Trust Center | 2026-01-13T08:48:01 |
https://www.finalroundai.com/fr/ai-mock-interview | Get Started Loading... AI Mock Interview Pricing Entretien Blanc IA Pratiquez des entretiens à tout moment avec un intervieweur IA qui pose des questions réalistes et fournit un retour instantané. Il s'adapte à la description de poste et à votre niveau d'expérience pour vous aider à améliorer vos réponses et à gagner en confiance. L'Entretien Blanc IA fonctionne 24h/24 et 7j/7 sans besoin de planification ou de temps de préparation. Essayez Final Round AI - C'est Gratuit Pratique Réaliste Feedback Actionnable Impact Maximum Ingénieur IA Préparez votre entretien Microsoft IA avec des questions d'entraînement pour booster votre confiance. Commencer l'Entretien Ingénieur Plateforme Préparez votre entretien d'Ingénieur Plateforme chez Netflix avec des questions d'entraînement pour booster votre confiance. Commencer l'Entretien Ingénieur Recherche Préparez votre entretien d'Ingénieur Recherche chez OpenAI avec des questions d'entraînement pour booster votre confiance. Commencer l'Entretien Ingénieur IA Préparez votre entretien d'Ingénieur IA chez McKinsey avec des questions d'entraînement pour booster votre confiance. Commencer l'Entretien Pourquoi Choisir Final Round AI pour les Entretiens Blancs ? Une Préparation Plus Intelligente et Efficace : Bâtissez une Vraie Confiance Pratiquez avec une IA qui pose des questions difficiles et vous aide à rester calme sous pression, comme dans de vrais entretiens. Gagnez un Temps Précieux Finis les galères de planification ou l'attente de coachs. Entraînez-vous instantanément quand vous voulez. Soyz Prêt Rapidement Des questions personnalisées pour votre rôle et secteur spécifiques vous assurent d'être préparé à tout. Ce Qui Nous Différencie Essayez Final Round AI - C'est Gratuit Expérience Personnalisée Des questions adaptées à votre CV et à la description du poste visé. Toujours Disponible Pratiquez 24h/24 et 7j/7 sans rendez-vous ni temps de préparation. Portée Mondiale Prise en charge de 29+ langues, parfait pour les opportunités internationales. Feedback Instantané Recevez des conseils actionnables après chaque réponse – sachez exactement quoi améliorer. Gratuit pour Commencer Obtenez votre premier entretien blanc gratuitement, sans coûts cachés ni engagement. Comment Utiliser les Entretiens Blancs IA en Moins de 2 Minutes Notre outil de préparation d'entretien facilite la préparation et vous aide à réussir vos vrais entretiens. Créez Votre Compte Gratuit Maintenant 1 Inscription Créez un compte gratuit sur la plateforme Final Round AI. 2 Télécharger les Détails Ajoutez votre CV et la description de poste pour obtenir des questions personnalisées. 3 Choisissez Votre Rôle Débloquez des questions d'entretien IA sur mesure basées sur votre industrie ou poste. 4 Pratiquez Démarrez un entretien blanc IA, répondez aux questions et obtenez un feedback instantané. 5 Améliorez Consultez les insights IA pour affiner vos réponses et optimiser vos performances. Tout Ce Dont Vous Avez Besoin pour Réussir Votre Prochain Entretien Notre outil de préparation d'entretien facilite la préparation et vous aide à réussir vos vrais entretiens. Créez Votre Compte Gratuit Maintenant Pratiquez à Votre Rythme Finis l'attente de coachs ou la prise de rendez-vous. Notre outil d'entretien blanc IA fonctionne 24h/24 et 7j/7, pour que vous puissiez pratiquer quand vous voulez - tôt le matin, à la pause déjeuner ou tard le soir. Des Questions Conçues pour Votre Job Obtenez des questions d'entretien conçues spécifiquement pour votre rôle. Que vous postuliez en ingénierie logicielle, marketing ou finance, notre IA crée des scénarios pertinents que vous rencontrerez réellement. Transformez les Faiblesses en Forces Même de petits défauts dans vos réponses peuvent nuire à vos chances. Notre intervieweur IA vous aide à : Corriger les points faibles dans vos réponses pour éviter les silences gênants Améliorer le storytelling avec des récits captivants qui marquent les esprits Bâtir la confiance grâce à la pratique et l'entraînement à la maîtrise de soi Aide à l'Entretien IA pour Ingénieurs, Diplômés et Freelances Débloquez une préparation d'entretien plus intelligente avec des intégrations IA transparentes personnalisées pour votre parcours professionnel. Final Round AI Ingénierie & Tech Final Round AI Banque & Finance Final Round AI Freelances & Indépendants Final Round AI Freelances & Indépendants Que vous passiez un entretien dans le marketing, le conseil, la finance ou la santé, Interview Copilot s'adapte à votre industrie. Son IA d'entretien avancée vous aide à peaufiner vos réponses et vous guide en temps réel, pour que vous performiez en confiance. Je suis Prêt à Interviewer Plus Intelligemment Final Round AI Vs Traditional Tools Curious how we really compare? Here's how Final Round AI stacks up against traditional coaches and other AI tools on the market. Ready to ditch outdated prep and try the smarter way? Try Final Round AI – It's Free Traditional Coaching Final Round AI Other AI Tools Personalized to Your Job Role Often generic across industries Personalized to Your Job Role Tailored to your resume + role Personalized to Your Job Role Limited customization Real-Time Feedback Delayed or after session ends Real-Time Feedback Real-time, actionable insights Real-Time Feedback Often vague or delayed Behavioral & Technical Questions But may require multiple sessions Behavioral & Technical Questions Covers both with specific formats Behavioral & Technical Questions May focus on one, not both Language Support (29+ Languages) Typically only English Language Support (29+ Languages) Global accessibility Language Support (29+ Languages) Limited language support Practice Anytime (24/7 Access) Must coordinate times Practice Anytime (24/7 Access) No scheduling required Practice Anytime (24/7 Access) Some limited access Visual Feedback & Analytics No analytics Visual Feedback & Analytics Performance insights after every round Visual Feedback & Analytics Basic or no performance data Affordability $100+ per session Affordability Free plan + optional upgrades Affordability Subscription only Ce que les Candidats Disent de Final Round AI Voir Plus de Témoignages Senior Software Engineer Inourie How AI Helped Land a Dream Job Senior Software Engineer Emily How AI Helped Land a Dream Job Senior Software Engineer Joe How AI Helped Land a Dream Job Senior Technical Program Manager Nizar How AI Helped Land a Dream Job product manager Yoon How AI Helped Land a Dream Job Senior Software Engineer Anubhav How AI Helped Land a Dream Job Senior Software Engineer Inourie How AI Helped Land a Dream Job Senior Software Engineer Emily How AI Helped Land a Dream Job Senior Software Engineer Joe How AI Helped Land a Dream Job Senior Technical Program Manager Nizar How AI Helped Land a Dream Job product manager Yoon How AI Helped Land a Dream Job Senior Software Engineer Anubhav How AI Helped Land a Dream Job Senior Software Engineer Inourie How AI Helped Land a Dream Job Senior Software Engineer Emily How AI Helped Land a Dream Job Senior Software Engineer Joe How AI Helped Land a Dream Job Senior Technical Program Manager Nizar How AI Helped Land a Dream Job product manager Yoon How AI Helped Land a Dream Job Senior Software Engineer Anubhav How AI Helped Land a Dream Job Foire Aux Questions Qu'est-ce qu'un entretien blanc IA et comment fonctionne Final Round AI ? Un entretien blanc est une session de pratique qui simule un véritable entretien d'embauche. Il vous aide à répéter les réponses aux questions courantes, à comprendre ce que cherchent les employeurs et à identifier les points à améliorer. Voyez-le comme un espace sûr pour faire des erreurs, en tirer des leçons et perfectionner vos réponses sans conséquence réelle. Final Round AI pousse ce concept plus loin avec une pratique alimentée par l'IA qui simule des scénarios d'entretien réels pour votre rôle spécifique. Il ne pose pas seulement des questions ; il donne un retour en temps réel sur vos réponses, ton, rythme et delivery. C'est comme avoir un coach intelligent et impartial pour vous aider à vous améliorer à chaque session. À qui s'adressent les entretiens blancs IA de Final Round AI ? C'est idéal pour les Étudiants et jeunes diplômés préparant leurs premiers entretiens, les Personnes en reconversion entrant dans de nouvelles industries, les Professionnels mid-senior préparant des entretiens à enjeux élevés, Toute personne se sentant nerveuse ou incertaine sur la structuration de ses réponses. Comment utiliser les entretiens blancs IA ? Connectez-vous à votre compte Final Round AI, Sélectionnez l'outil Entretien Blanc, Choisissez votre intitulé de poste ou téléchargez une description de poste, Commencez à répondre à haute voix aux questions générées par l'IA, Recevez un feedback instantané après chaque question, et un rapport récapitulatif à la fin. Quelle plateforme offre l'expérience d'entretien blanc la plus réaliste ? Final Round AI se distingue par son réalisme car il simule de vrais entretiens d'embauche basés sur votre rôle et votre secteur. Il évalue non seulement ce que vous dites, mais comment vous le dites, vous aidant à paraître plus naturel, confiant et structuré. Quel est le but d'un entretien blanc ? Le but principal est de s'entraîner sous pression dans un environnement sûr. Cela vous aide à peaufiner votre storytelling, à éliminer les mots de remplissage et à gérer les questions inattendues avec fluidité, ce qui augmente vos chances de succès en entretien réel. Que peut-on apprendre d'un entretien blanc ? Vous apprendrez à Structurer vos réponses avec les méthodes STAR ou autres, Identifier les parties de vos réponses qui sont floues ou trop longues, Si votre ton et votre rythme correspondent au poste, Comment améliorer votre présence et votre articulation. Quels sont les avantages d'un entretien blanc ? Boost la confiance, Réduit l'anxiété, Améliore la delivery et la clarté, Vous aide à vous auto-évaluer et à faire des améliorations ciblées, Vous rend conscient des angles morts avant le vrai entretien. Comment obtenir un retour sur ma performance lors d'un entretien blanc ? Avec Final Round AI, vous recevrez un rapport de performance détaillé immédiatement après votre session. Il inclut un retour sur la qualité des réponses, le ton, les mots de remplissage et la clarté, pour que vous puissiez suivre vos progrès et vous entraîner plus efficacement. Comment l'entretien blanc de Final Round AI simule-t-il de vrais entretiens d'embauche ? L'entretien blanc de Final Round AI utilise une IA avancée pour générer des questions réalistes et spécifiques au poste, analyser les réponses et fournir un feedback instantané pour aider les utilisateurs à se préparer aux entretiens du monde réel. Quels types de questions l'entretien blanc IA pose-t-il ? L'entretien blanc IA couvre un large éventail de questions, including les questions comportementales (ex: méthode STAR), techniques, spécifiques à l'industrie et les questions classiques des entretiens RH. L'entretien blanc IA fournit-il une notation et des conseils d'amélioration ? Oui, l'entretien blanc IA attribue un score basé sur la clarté, la confiance et la pertinence. Il fournit également des conseils d'amélioration actionnables pour aider les utilisateurs à perfectionner leurs compétences en entretien. En quoi l'entretien blanc de Final Round AI est-il différent des autres outils d'entretien en ligne ? Final Round AI offre une notation et une analyse en temps réel, un feedback en temps réel, des questions d'entretien spécifiques au poste et des insights de coaching personnalisés pour améliorer la préparation aux entretiens. Puis-je m'entraîner sur des questions comportementales et techniques avec Final Round AI ? Oui, Final Round AI propose à la fois des questions comportementales (RH, leadership, travail d'équipe) et techniques (codage, spécifiques à l'industrie) pour une préparation complète. L'entretien blanc IA de Final Round AI est-il gratuit ou payant ? Final Round AI propose des entretiens blancs gratuits et premium. La version gratuite offre une pratique d'entretien basique, tandis que la version premium inclut une analyse approfondie et un coaching personnalisé. 100k+ reviews Land Your Dream Job with Final Round AI Today Transform your interview skills with Final Round AI's AI interview practice. Start now and land your dream job with confidence. You've done the prep—now it's time to practice smarter. Get started for Free Company About Contact Us Referral Program More Products Interview Copilot AI Mock Interview AI Resume Builder More AI Tools Coding Interview Copilot AI Career Coach Resume Checker More Resources Blog Hirevue Interviews Phone Interviews More Refund Policy Privacy Policy Terms & Conditions Disclaimer: This platform provides guidance, resources, and support to enhance your job search. However, securing employment within 30 days depends on various factors beyond our control, including market conditions, individual effort, and employer decisions. We do not guarantee job placement within any specific timeframe. © 2025 Final Round AI, 188 King St, Unit 402 San Francisco, CA, 94107 Entretien Blanc IA Gratuit - Pratiquez avec l'IA | 2026-01-13T08:48:01 |
https://explodingtopics.com/blog/data-analytics-stats | 39+ Data Analytics Statistics (2023) Topics About Newsletter Blog Blog > 39+ Data Analytics Statistics (2024) 39+ Data Analytics Statistics (2024) by Josh Howarth Last Updated: August 16, 2024 Contents: Top Data Analytics Statistics Data Analytics Market Statistics Data Analytics Opportunities and Challenges Chief Data Officer (CDO) Statistics Data Analytics Career Trends Wrap Up Share: Every step we take in the digital world generates new raw data for organizations to use. But when data is in its raw form, it’s hard for companies to gain actionable insights. That’s where data analytics comes in. Businesses use data analytics to shape strategies, streamline processes, and maximize profitability. To stay competitive in today’s digital world, organizations are striving to make data the center of every major department — from sales and finance to marketing and human resources. Becoming a data-driven business doesn’t happen overnight. As companies strive to become data-driven, data analytics has evolved into a multi-billion dollar industry offering software, services, and training to support companies from every industry. Here are the latest data analytics statistics and trends: Top Data Analytics Statistics This report examines over 30 up-to-date trends and stats. Before diving in, get started with these top statistics: The global big data analytics market is worth $307.52 billion Cloud computing is the top technology for companies investing in data and analytics 91.9% of organizations achieved measurable value from data and analytics investments in 2023 3 in 5 organizations are using data analytics to drive business innovation 56% of data leaders plan on increasing their budgets this year There could be up to 1.4 million new jobs created in data science and data analytics between 2023 and 2027 Data Analytics Market Statistics Software companies and service providers make up the bulk of the global data analytics market. It’s dominated by companies like Microsoft, Oracle, SAP, and Salesforce — each providing companies with tools to get the most out of their data. The global big data analytics market is valued at $348.21 billion ( Fortune Business Insights ) Projections have the global big data analytics market hitting $924.39 billion by 2032 — a 13% CAGR. The organizations making the largest impact in the market include Azure, SAP, and IMB. The Analytics as a Service (AaaS) market is projected to reach $132.9 billion by 2032 ( Imarci ) Subscription-based analytics solutions hold a significant share of the global analytics market. AaaS is poised to grow by 20.7% per year between its $23.3 billion 2023 valuation and $132.9 billion 2032 projection. The business analytics software market is estimated to reach approximately $177 billion in 2030 ( Allied Market Research ) In 2020, AMR valued the business analytics software market at $61.10 billion. They expect the market to nearly triple in size by the end of the decade — an 11.2% CAGR . The biggest growth market over the next decade is the Asia-Pacific region, which projects to post a 12.9% CAGR . Data Analytics Opportunities and Challenges How are organizations using data analytics to drive business strategy? This section looks at data analytics from within organizations and examines the challenges and opportunities of becoming data-driven. Chief Data Officers say Improving the way they use data and analytics is their top priority ( Deloitte ) Deloitte asked 29 CDOs about their top 3 priorities for 2023 and beyond. 68% said they wished to improve the way they used data and analytics , 61% named delivering on data strategy as a top-3 priority, and 50% said they hoped to improve the data culture in their organizations. One of the top challenges CDOs face is influencing executive committees ( Deloitte ) Getting buy-in from the C-suite is a challenge for many executives, and CDOs are no exception. 71% say influencing the executive committee is a top-3 challenge . The other two main obstacles? Limited data skills (71%) and poor data literacy (54%) . 91.9% of organizations achieved measurable value from data and analytics investments in 2023 ( NewVantage Partners ) That’s a small decrease from 2022 when 92.1% of firms achieved value from D&A investments. But the long-term trend is impressive: In 2017, less than half (48.4%) of organizations were seeing a return on investment from data and analytics. 3 in 5 organizations are using data analytics to drive business innovation ( NewVantage Partners ) 59.5% of business leaders say their companies are using data analytics to drive business innovation. Unfortunately, most companies are falling behind in other data analytics areas. Only 2 in 5 organizations are competing in data analytics and managing data as an asset . Around 1 in 4 data analytics leaders claim to have created a data-driven organization ( NewVantage Partners ) One of the top challenges analytics leaders face is creating a data-driven culture within their organizations. The core issue is with culture, not technology. 79.8% of leaders point to culture, people, process, or organization as the primary obstacle to becoming data-driven. On a more positive note, 70.9% of analytics leaders report that their organizations are receptive to change or transformation. Cloud computing is the top technology for companies investing in data and analytics ( Gartner ) Gartner asked 62 technology leaders about their organizations' data and analytics investments. 48% said they were investing in cloud computing, including IaaS, PaaS, and SaaS. Other key data analytics investment areas were artificial intelligence (35%), software (32%), Internet of Things (15%), and IT services (15%). 56% of data leaders are increasing their budgets ( Atlan ) Companies are making big investments in data analytics. Over half are increasing budgets in 2023 compared to just 8% who report decreasing their budgets . 36% of data leaders report data analytics budgets remaining the same for 2023. Data governance is the top priority for 3 in 5 data leaders ( Atlan ) In an age of pervasive cyberattacks and stricter data regulations, it’s no surprise that governance — how organizations use, store, and secure data — is the top priority for most data leaders. Other key priorities among data leaders are data quality (46%), data science (40%), self-service (34%), and DataOps (22%). Just 33% of data leaders track their teams’ ROI ( Atlan ) Just one-third of data leaders currently track their teams’ ROI: 23% track operational KPIs while 10% use quantitative and qualitative success metrics . 29% of data leaders say they’re in the early days of creating ways to measure ROI while another 29% say they use anecdotal methods to track their teams’ value. 83% of data and analytics professionals say their organizations consider data an asset ( BARC ) 74% also say their organizations are aware that data knowledge is key to successful data analytics operations. Those companies are investing — or plan on investing — in collecting and analyzing metadata. Finance and accounting departments are considered the most data-driven within organizations ( BARC ) 59% of data and analytics leaders say finance and accounting departments are among the most data-driven within their organizations. Other departments successfully utilizing data are sales and distribution (44%), marketing (29%), production (27%), logistics and supply chain (27%), and purchasing (25%). Chief Data Officer (CDO) Statistics As data takes on a more prominent role in business operations, a new role has emerged: the CDO — or Chief Data Officer. While most organizations have appointed a CDO, many are still figuring out how the role fits into the overall corporate structure. Around 4 in 5 organizations have a CDO ( NewVantage Partners ) In 2012, just 12% of organizations had a Chief Data Officer. That number rose to 55.9% in 2017, 65% in 2021, and 73.7% in 2022. Today, less than 15% of organizations don’t have an appointed CDO. 28.3% of CDOs report to the Chief Operating Officer ( NewVantage Partners ) As more organizations appoint CDOs, the debate continues over whether CDOs should report to business or technology C-Suite leaders. Here’s a breakdown of who CDOs are reporting to as of 2023: 28.3% report to the Chief Operating Officer (COO). 27.4% report to the Chief Information Officer (CIO). 15% report to the CEO. 8.8% report to the Chief Digital Officer. 3.5% report to the Chief Financial Officer (CFO). Data strategy is the primary responsibility for 48.1% of CDOs ( NewVantage Partners ) What is the CDO's primary responsibility in an organization? The most common answer is developing and executing a data strategy. In some organizations, CDOs’ primary responsibilities are analytics (16%), data governance (14.1%), or data management (12.3%). Only 2 in 5 companies fully understand the CDO role ( NewVantage Partners ) The CDO role is still evolving, and many firms are struggling to fit the role into their organizations. Nearly 3 in 5 companies don’t understand what the role does or should entail. Turnover has been a problem: 1 in 3 organizations have had 2-4 CDOs since introducing the role. Finally, only 36% of organizations say the CDO role is successful and established . 13% say the role struggles with turnover , and 3% say the CDO role has been an outright failure . Data Analytics Career Trends As the amount of corporate data grows exponentially, the demand for skilled data analysts continues to rise. Here are the latest stats and trends on this thriving career field. Organizations view big-data analytics as the technology most likely to create new jobs over the next 5 years ( World Economic Forum ) New technology typically shakes up the existing job market. It can create new roles or eliminate obsolete jobs. When it comes to data analytics tech, 58% of companies view new technology as a job creator . 3 in 5 organizations believe big data and analytics skills are becoming more important ( World Economic Forum ) As companies strive to become more data-driven and establish a “data culture,” data analytics skills are critical. Other analytics-relevant skills of increasing importance are analytical thinking (72%), technological literacy (68%), and systems thinking (60%) . There could be up to 1.4 million new jobs created in data science and data analytics between 2023 and 2027 ( World Economic Forum ) Experts predict a 30-35% growth in demand for data analysts , data scientists, big data specialists, business intelligence analysts, database and network professionals, and data engineers. Wrap Up As companies seek to become more data-driven and establish a “data culture,” their need for data analytics and data professionals will continue to rise. Some companies have clearly defined the role data analytics plays in their day-to-day operations. Others are still adjusting. One thing is certain: the ocean of data in the world is only going to keep expanding. The data analytics industry and workforce will keep expanding with it. For another deep dive, take a look at these 30+ incredible Big Data statistics . 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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 View all podcasts Adventures in .NET Follow Latest episodes Building Web Apps with Blazor with Daniel Roth - .NET 183 Adventures in .NET, Apr 2 '24 Streamlining Measurement Representations in APIs Using UnisNet Library for .NET - .NET 182 Adventures in .NET, Mar 26 '24 The Role of Algorithm Implementations and Testing in Development - .NET 181 Adventures in .NET, Mar 19 '24 To CI/CD or not to CI/CD - .NET 180 Adventures in .NET, Mar 12 '24 Voice to Code inside Visual Studio - .NET 179 Adventures in .NET, Feb 27 '24 You've been Blazored! - NET 178 Adventures in .NET, Feb 20 '24 All About Language Features - .NET 177 Adventures in .NET, Feb 13 '24 Mastering SignalR - .NET 176 Adventures in .NET, Feb 6 '24 High Performance Databases with RavenDB with Oren Eini - NET 175 Adventures in .NET, Jan 30 '24 The Powerhouse Clipboard Tool - NET 173 Adventures in .NET, Jan 16 '24 Pursuing Developer Certifications - .NET 172 Adventures in .NET, Jan 9 '24 Designing C# with Mads Torgersen - .NET 156 Adventures in .NET, Sep 12 '23 Microsoft in Uncharted Territory with Richard Campbell - .NET 155 Adventures in .NET, Sep 5 '23 Discovering Grace with Scott Arbeit - .NET 154 Adventures in .NET, Aug 22 '23 API Security Risks with OWASP - .NET 151 Adventures in .NET, Jul 19 '23 C#'s New Features with Ian Griffiths - .NET 149 Adventures in .NET, Jun 20 '23 Exception Anti-Patterns in C# with Matt Eland - .NET 146 Adventures in .NET, May 22 '23 Atlas Reailty with Beau Button - .NET 144 Adventures in .NET, May 2 '23 Getting to Know Bruce A. 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https://neon.tech/programs/creators | Neon Creator Program This 250+ engineer team replaced shared staging with isolated database branches for safer deploys Neon Product Database Autoscaling Automatic instance sizing Branching Faster Postgres workflows Bottomless storage With copy-on-write Instant restores Recover TBs in seconds Connection pooler Built-in with pgBouncer Ecosystem Neon API Manage infra, billing, quotas Auth Add authentication Data API PostgREST-compatible Instagres No-signup flow Migration guides Step-by-step What is Neon? Serverless Postgres, by Databricks Solutions Use cases Serverless Apps Autoscale with traffic Multi-TB Scale & restore instantly Database per Tenant Data isolation without overhead Platforms Offer Postgres to your users Dev/Test Production-like environments Agents Build full-stack AI agents For teams Startups Build with Neon Security Compliance & privacy Case studies Explore customer stories Docs Pricing Company Blog About us Careers Contact Discord 20.7k Log In Sign Up Neon Creator Program If you're a passionate developer using Postgres to teach, build, and create for other developers, we’d love to support you through the Neon Creator program. About The Neon Creator Program is here to support developers who are making incredible content. Members will receive a host of benefits including a sponsored Neon Scale plan, early access to new features, and more. The Neon Creator program is for any developer creating content to help educate other developers. Whether you are contributing to open source projects, writing blogs, creating videos, or hold the status of an AWS Hero or Microsoft MVP, if you're a developer using Postgres to teach, build, and create content, Neon would love to support you through this program! Benefits Free Neon Usage - Get full access to all of Neon's greatest features with a fully sponsored Scale account. Exclusive Perks - Get access to new features before they launch, feedback sessions and more. Growth Opportunities - Explore opportunities to collaborate with Neon on video, written, or talk content. Apply Apply for the Creator Program Creating technical content that teaches developers how to use Neon? Apply for credits here. Project URL * Contact Email * Apply FAQ I know someone who qualifies for this program, can I nominate them? Mostly yes! There isn't an official way to nominate someone for the Neon Creator Program, but if you know someone who'd be interested, feel free to share this link with them. Last updated on October 16, 2025 Was this page helpful? Yes No Thank you for your feedback! On this page About Benefits Apply FAQ Suggest edits Back to top Neon A Databricks Company Neon status loading... Made in SF and the World Copyright Ⓒ 2022 – 2026 Neon, LLC Company About Blog Careers Contact Sales Partners Security Legal Privacy Policy Terms of Service DPA Subprocessors List Privacy Guide Cookie Policy Business Information Resources Docs Changelog Support Community Guides PostgreSQL Tutorial Startups Creators Social Discord GitHub x.com LinkedIn YouTube Compliance CCPA Compliant GDPR Compliant ISO 27001 Certified ISO 27701 Certified SOC 2 Certified HIPAA Compliant Compliance Guide Neon’s Sub Contractors Sensitive Data Terms Trust Center | 2026-01-13T08:48:01 |
https://neon.tech/business-info | Neon Inc. - Neon This 250+ engineer team replaced shared staging with isolated database branches for safer deploys Neon Product Database Autoscaling Automatic instance sizing Branching Faster Postgres workflows Bottomless storage With copy-on-write Instant restores Recover TBs in seconds Connection pooler Built-in with pgBouncer Ecosystem Neon API Manage infra, billing, quotas Auth Add authentication Data API PostgREST-compatible Instagres No-signup flow Migration guides Step-by-step What is Neon? Serverless Postgres, by Databricks Solutions Use cases Serverless Apps Autoscale with traffic Multi-TB Scale & restore instantly Database per Tenant Data isolation without overhead Platforms Offer Postgres to your users Dev/Test Production-like environments Agents Build full-stack AI agents For teams Startups Build with Neon Security Compliance & privacy Case studies Explore customer stories Docs Pricing Company Blog About us Careers Contact Discord 20.7k Log In Sign Up Neon Inc. Private Delaware Corporation Incorporation Date 11 February 2021 Registered Address 209 Orange Street, City of Wilmington, County of New Castle, Delaware 19801 Address for correspondence 2261 Market Street STE 22601 San Francisco, CA 94114 EIN (tax ID) 86-2123646 Neon A Databricks Company Neon status loading... Made in SF and the World Copyright Ⓒ 2022 – 2026 Neon, LLC Company About Blog Careers Contact Sales Partners Security Legal Privacy Policy Terms of Service DPA Subprocessors List Privacy Guide Cookie Policy Business Information Resources Docs Changelog Support Community Guides PostgreSQL Tutorial Startups Creators Social Discord GitHub x.com LinkedIn YouTube Compliance CCPA Compliant GDPR Compliant ISO 27001 Certified ISO 27701 Certified SOC 2 Certified HIPAA Compliant Compliance Guide Neon’s Sub Contractors Sensitive Data Terms Trust Center | 2026-01-13T08:48:01 |
https://neon.tech/branching | Database Branching Workflows - Neon This 250+ engineer team replaced shared staging with isolated database branches for safer deploys Neon Product Database Autoscaling Automatic instance sizing Branching Faster Postgres workflows Bottomless storage With copy-on-write Instant restores Recover TBs in seconds Connection pooler Built-in with pgBouncer Ecosystem Neon API Manage infra, billing, quotas Auth Add authentication Data API PostgREST-compatible Instagres No-signup flow Migration guides Step-by-step What is Neon? Serverless Postgres, by Databricks Solutions Use cases Serverless Apps Autoscale with traffic Multi-TB Scale & restore instantly Database per Tenant Data isolation without overhead Platforms Offer Postgres to your users Dev/Test Production-like environments Agents Build full-stack AI agents For teams Startups Build with Neon Security Compliance & privacy Case studies Explore customer stories Docs Pricing Company Blog About us Careers Contact Discord 20.7k Log In Sign Up Mastering Database Branching Workflows Ship software faster using Neon branches as ephemeral environments. Table of contents The problem Traditional database workflows are broken 1 . 1 Rethinking the database 1 . 2 Core concepts Projects 2 . 1 Branches 2 . 2 Hierarchies 2 . 3 Architectures Identifying your use case 3 . 1 Production lives on Neon 3 . 2 You're using Neon for dev/test 3 . 3 Workflows One branch per developer 4 . 1 One branch per preview 4 . 2 One branch per test run 4 . 3 Ephemeral environments 4 . 4 Branching for agents 4 . 5 Additional resources Tooling and automation 5 . 1 Resources and next steps 5 . 2 Last updated on August 1, 2025 Was this page helpful? Yes No Thank you for your feedback! Neon A Databricks Company Neon status loading... Made in SF and the World Copyright Ⓒ 2022 – 2026 Neon, LLC Company About Blog Careers Contact Sales Partners Security Legal Privacy Policy Terms of Service DPA Subprocessors List Privacy Guide Cookie Policy Business Information Resources Docs Changelog Support Community Guides PostgreSQL Tutorial Startups Creators Social Discord GitHub x.com LinkedIn YouTube Compliance CCPA Compliant GDPR Compliant ISO 27001 Certified ISO 27701 Certified SOC 2 Certified HIPAA Compliant Compliance Guide Neon’s Sub Contractors Sensitive Data Terms Trust Center | 2026-01-13T08:48:01 |
https://www.youtube.com/channel/UCeK3QjG5xCKgLedHAPugAdQ | APIs You Won't Hate - YouTube 정보 보도자료 저작권 문의하기 크리에이터 광고 개발자 약관 개인정보처리방침 정책 및 안전 YouTube 작동의 원리 새로운 기능 테스트하기 © 2026 Google LLC, Sundar Pichai, 1600 Amphitheatre Parkway, Mountain View CA 94043, USA, 0807-882-594 (무료), yt-support-solutions-kr@google.com, 호스팅: Google LLC, 사업자정보 , 불법촬영물 신고 크리에이터들이 유튜브 상에 게시, 태그 또는 추천한 상품들은 판매자들의 약관에 따라 판매됩니다. 유튜브는 이러한 제품들을 판매하지 않으며, 그에 대한 책임을 지지 않습니다. | 2026-01-13T08:48:01 |
https://dev.to/help/bugs-vulnerabilities-and-feature-requests#main-content | Bugs, Vulnerabilities and Feature Requests - DEV Help - 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 DEV Help The latest help documentation, tips and tricks from the DEV Community. Help > Bugs, Vulnerabilities and Feature Requests Bugs, Vulnerabilities and Feature Requests In this article Reporting vulnerabilities Reporting bugs and sharing feature requests Help us improve DEV for everyone. Reporting vulnerabilities This page details our process for reporting security vulnerabilities and offers a link to our form. We have a bounty program and reward those who participate in reporting vulnerabilities to us; just make sure to read the page in full and follow our instructions to ensure you qualify. Reporting bugs and sharing feature requests DEV is open source and all of our code can be found in the Forem GitHub repo here . To report a bug, please create an issue using this template . To share a feature request, please create a discussion using this template . 💎 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 | 2026-01-13T08:48:01 |
https://dev.to/help/fun-stuff#Meme-Monday | Fun Stuff - DEV Help - 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 DEV Help The latest help documentation, tips and tricks from the DEV Community. Help > Fun Stuff Fun Stuff In this article Sloan: The DEV Mascot Caption This!, Meme Monday & More! Caption This! Meme Monday Music Monday Explore for extra enjoyment! Sloan: The DEV Mascot Why is Sloan the Sloth the official DEV Moderator, you ask? Sloths might not seem like your typical software development assistant, but Sloan defies expectations! Here's why: Moderates and Posts Content: Sloan actively moderates and posts content on DEV, ensuring a vibrant and welcoming community. Welcomes New Members: Sloan greets and welcomes new members to the DEV community in our Weekly Welcome thread, fostering a sense of belonging. Answers Your Questions: Have a question you'd like to ask anonymously? Sloan's got you covered! Submit your question to Sloan's Inbox, and they'll post it on your behalf. Visit Sloan's Inbox Follow Sloan! Caption This!, Meme Monday & More! Caption This! Every week, we host a "Caption This" challenge! We share a mysterious picture without context, and it's your chance to work your captioning magic and bring it to life. Unleash your creativity and craft the perfect caption for these quirky images! Meme Monday Meme Monday is our weekly thread where you can join in the laughter by sharing your favorite developer memes. Each week, we select the best one to kick off the next week as the post image, sparking another round of fun and creativity. Music Monday Share what music you're listening to each week on the Music Monday thread , - check back each week for different themes and discover weird and wonderful bands and artists shared by the community! 💎 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 | 2026-01-13T08:48:01 |
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https://neon.tech/subprocessors | List of Neon’s Sub-processors - Neon This 250+ engineer team replaced shared staging with isolated database branches for safer deploys Neon Product Database Autoscaling Automatic instance sizing Branching Faster Postgres workflows Bottomless storage With copy-on-write Instant restores Recover TBs in seconds Connection pooler Built-in with pgBouncer Ecosystem Neon API Manage infra, billing, quotas Auth Add authentication Data API PostgREST-compatible Instagres No-signup flow Migration guides Step-by-step What is Neon? Serverless Postgres, by Databricks Solutions Use cases Serverless Apps Autoscale with traffic Multi-TB Scale & restore instantly Database per Tenant Data isolation without overhead Platforms Offer Postgres to your users Dev/Test Production-like environments Agents Build full-stack AI agents For teams Startups Build with Neon Security Compliance & privacy Case studies Explore customer stories Docs Pricing Company Blog About us Careers Contact Discord 20.7k Log In Sign Up List of Neon’s Sub-processors Last updated: 12 May 2025 To support the delivery of our Services, Neon Inc. may engage and use data processors with access to certain Customer Data. This page provides important information about the identity, location, and role of each Sub-processor. This Sub-Processor page is incorporated into the DPA and Terms of Service or MSA entered into between Customer and Neon (whichever shall be applicable). Updates to this page Due to the nature of our global business and our ongoing efforts to delight our customers, our business needs and services providers may change from time to time. For example, we may deprecate a service provider to consolidate and minimize our use of service providers. Similarly, we may add a service provider if we believe that doing so will enhance our ability to deliver our Services. You may subscribe to notifications by email if we add or replace any Sub-Processors by clicking here: Subscribe to updates We will only use the information you provide on this form to process your request for notices about our sub-processor list under our DPA and otherwise to provide you the Neon Services you subscribe to. For more information on how Neon protects your information, check out our Privacy Policy . Neon may use the following Sub-processors to deliver the Services to you: Vendor Name Location Purpose Zendesk United States Customer service software Productboard Inc. United States Product Analytics Stripe United States Credit Card Processing DocuSign United States Document Management Grafana United States Infrastructure service provider Google Workspace United States Internal and External Communications Document Management System Google Analytics United States Analytics Typeform United States Feedback forms Intuit Inc (Quickbooks) United States Billing Amazon Web Services United States Infrastructure service provider Hubspot United States and EU Customer relationship management, analytics & marketing Notion United States Internal Communications Orb United States Billing Segment United States Customer Data Platform and analytics Sentry United States Infrastructure service provider Slack United States Internal Messenger Snowflake United States Data Analytics Zapier United States Integration for Feedback Grain United States Video recording Madkudu United States Marketing Microsoft Azure United States Infrastructure service provider Peaberry Software, Inc. (trading as Customer.io) United States Marketing Linear Orbit, Inc. United States Product Development Posthog United States Analytics Render United States Cloud Infrastructure provider Safebase United States Trust Center Motif Land Inc. (trading as Markprompt) United States AI Agent for Customer Support Avalara United States Compliance Clay Labs United States Marketing Clickhouse Inc. United States Infrastructure service provider Yess.ai United States Marketing Shadowfax Inc. United States AI Data Engineer Neon A Databricks Company Neon status loading... Made in SF and the World Copyright Ⓒ 2022 – 2026 Neon, LLC Company About Blog Careers Contact Sales Partners Security Legal Privacy Policy Terms of Service DPA Subprocessors List Privacy Guide Cookie Policy Business Information Resources Docs Changelog Support Community Guides PostgreSQL Tutorial Startups Creators Social Discord GitHub x.com LinkedIn YouTube Compliance CCPA Compliant GDPR Compliant ISO 27001 Certified ISO 27701 Certified SOC 2 Certified HIPAA Compliant Compliance Guide Neon’s Sub Contractors Sensitive Data Terms Trust Center | 2026-01-13T08:48:01 |
https://cursor.com/privacy | Skip to content Cursor Features Enterprise Pricing Resources ↓ Changelog Blog Docs ↗ Community Learn ↗ Workshops Forum ↗ Careers Features Enterprise Pricing Resources → Sign in Download Terms of Service Privacy Policy Privacy Policy Last updated Oct 6, 2025 Table of Contents ↑ Introduction 1. Personal data we collect 2. How we use personal data 3. How we share personal data 4. Retention 5. Security 6. Your rights and choices 7. Jurisdiction-Specific Disclosures 8. Privacy policy changes 9. Contacting us Note: For information about how we collect and use training information to develop our models that power the Service, and your choices with respect to that information, please see our Privacy Overview. # Introduction We at Anysphere, Inc. (“ Anysphere ”, “ we ” or “ us ”) are strongly committed to respecting your privacy and keeping secure any information you share with us. This privacy policy (“ Privacy Policy ”) explains how we collect, use, disclose, and process your personal data when you use Anysphere's software, platform, APIs, Documentation, and related tools, including at the website at www.cursor.com , and all related software made available by Anysphere to build, deploy, host, and manage software projects (“ Service ”). It also tells you how you can access and update your personal information and describes the data protection rights that may be available under your country's or state's laws. Please read this Privacy Policy carefully. By accessing or using the Service, you acknowledge you have been informed of and consent to our practices with regard to your personal information and data. Please note that this Privacy Policy does not apply where Anysphere acts as a data processor and processes personal data on behalf of commercial customers using our commercial services, for example, if your employer has provisioned a Cursor account for you to use at work. Our use of that data is governed by our customer agreements covering access to and use of those offerings. # 1. Personal data we collect We collect the following categories of personal data: A. Personal data you provide to us directly We collect personal data if you create an account to use our Service or communicate with us. This includes: Account Information: Anysphere collects identifiers, such as your name and email address, when you sign up for an Anysphere account or to receive information about our Service. Payment Information: We collect your payment information if you seek to access any paid Anysphere products and services. Inputs and Suggestions: The Service allows you to submit content (" Inputs "), which generate responses (" Suggestions ") based on your Inputs. If you include personal data or reference external content in your Inputs, we will collect that information and it may be reproduced in the Suggestions we provide. Communication Information: If you communicate with us, we collect your name, contact information, and the contents of any messages you send. Feedback: While using the Service, you may provide feedback, including ideas and suggestions for improvement or rating a Suggestion in response to an Input (" Feedback "). If you provide Feedback on the Service, we may store the entire exchange as part of your Feedback. B. Personal data we receive from your use of the Service When you use the Service, we also receive certain technical data automatically. This includes: Device Information. Your device or browser automatically sends us information about when and how you install, access, or use our Service. This information may include your device type, browser information, operating system information, and mobile network or ISP. This information may depend on your settings and the type of device you use to access the Service. Log Information. We collect information about how our Service is performing, including your IP address, browser type and settings, error logs, and other ways that you interact with the Service. Usage Data. We collect information about your use of the Service, such as the dates and times of access, browsing history, search, information about the links you click, pages you view, and other information about how you use the Service, and technology on the devices you use to access the Service. Cookies & Similar Technologies. We and our service providers utilize cookies, pixels, scripts, or similar technologies to operate and manage the Service and improve your experience. These technologies help us to recognize you, customize or personalize your experience, market additional products or services to you, and analyze and optimize your use of the Service, for example to help maintain your preferences. For more details about how we use these technologies, please visit our Cookie Policy . Location Information. For security and performance reasons, for example to detect unusual login activity or provide more useful Suggestions, we may determine the geographic location from which your device accesses our Service using information such as your IP address. C. Information We Do Not Collect Anysphere does not knowingly collect sensitive or special category personal information, such as genetic data, biometric data for the purposes of uniquely identifying a natural person, health information, or religious information. Additionally, Anysphere does not knowingly collect information from or direct any of our Service or content to children under the age of 18. If we learn or have reason to suspect that a user is under the age of 18, we will investigate and, if appropriate, delete the personal data and/or the account. # 2. How we use personal data We may use personal data for the following purposes: To provide and maintain the Service, including optional features that enhance functionality and user experience. To create, manage, and administer your account, including facilitating payments and responding to inquiries. To improve and develop the Service and conduct research, including debugging and identifying or repairing issues that impair functionality. To communicate with you, including sending updates, information about the Service, and events. To prevent, detect, and investigate fraud, abuse, security incidents, and violations of our Terms of Service . To comply with legal obligations and protect the rights, safety, privacy, and property of users, Anysphere, or third parties. To investigate and resolve disputes or security issues. To enforce our Terms of Service and other applicable agreements. We do not use Inputs or Suggestions to train our models, or permit third parties to use them for training, unless: (1) they are flagged for security review (in which case we may analyze them to improve our ability to detect and enforce our Terms of Service ), (2) you explicitly report them to us (for example, as Feedback), or (3) you’ve explicitly agreed to their use for such training purposes. You can find instructions in the Service on how to manage your preferences regarding the use of Inputs and Suggestions for training. We may aggregate or de-identify personal data so that it no longer identifies you, and use that information for the purposes described above, such as analyzing how the Service is used, improving or adding features, and conducting research. We will maintain de-identified information in its de-identified form and will not attempt to reidentify it, except as required by law. # 3. How we share personal data We may disclose your personal data in the following circumstances: Service Providers and Business Partners: We may disclose personal data to third-party vendors and service providers who support our business operations and help us deliver and improve the Service. This includes third-party hosting, cloud infrastructure, model, analytics, customer support, safety monitoring, communications, payment processing, compliance services, and IT providers. These parties process personal data only as necessary to perform services on our behalf, consistent with our and your instructions and applicable law. Business Transfers: In the event of a merger, acquisition, restructuring, bankruptcy, or other corporate transaction, personal data may be disclosed to counterparties and advisers as part of due diligence or transferred as part of the transaction. Legal Compliance and Protection of Rights: We may disclose personal data to government authorities or other third parties if we believe doing so is necessary to: (i) comply with applicable laws, regulations, or legal processes, (ii) respond to lawful requests or investigations, (iii) protect the safety, rights, or property of any person, (iv) prevent fraud, security incidents, or other unlawful activity, (v) enforce our Terms of Service or other legal rights, or (vi) protect Anysphere against legal liability. Affiliates: We may share personal data with affiliates, meaning an entity that controls, is controlled by, or is under common control with, us. They may use personal data in a manner consistent with this Privacy Policy. Third-Party Services and Integrations: The Service may include integrations with or links to third-party websites, applications, or services. If you choose to interact with these third parties, your personal data may be disclosed to them directly and governed by their own terms and privacy policies. Our linking or integrating with a third party does not imply endorsement or affiliation. Business Account Administrators: If you create an account using an email associated with an organization (e.g., your employer), we may disclose account-related information (such as your email address and account status) to that organization. If you're part of a business or enterprise account, administrators may access and manage your use of the Service. Other Users and Third Parties You Share Information With: Certain features of the Service may allow you to share Inputs, Suggestions, or other content with other users or third-party applications. Any information you voluntarily share with those parties is subject to their respective terms and privacy policies. With Your Consent: We may disclose personal data when you give us permission to do so, including through features of the Service that are designed to share information. Subprocessors: For commercial uses of the Service where Anysphere acts as a data processor, you can review the third parties we engage on at trust.cursor.com/subprocessors . # 4. Retention Anysphere retains your personal data only for as long as necessary to operate the Service effectively and to support legitimate business needs such as legal compliance, safety, dispute resolution, and enforcement of our agreements. The appropriate retention period varies depending on the purpose for which the personal data was collected, its sensitivity, potential risks associated with its use or exposure, and any applicable legal requirements. Your settings may also influence how long we keep certain types of data. For instance, some temporary interactions with the Service may not appear in your history and could be stored for a limited duration for purposes related to safety and system monitoring. When personal data is no longer needed, Anysphere and its service providers will follow procedures to delete, erase, de-identify, or anonymize it in compliance with applicable laws. # 5. Security We implement commercially reasonable technical and organizational measures designed to protect personal data from loss, misuse, and unauthorized access, disclosure, alteration, or destruction. However, please remember that no method of transmission over the Internet or method of electronic storage is completely secure. You should use caution when deciding what information to share with the Service. We are not responsible for any circumvention of privacy settings or security features on the Service or on third-party websites linked through the Service. # 6. Your rights and choices Depending on where you live and the laws that apply in your country of residence, you may have certain rights in relation to your personal data. These may include the right to access, delete, correct, or transfer your personal data; to object to or restrict how we process it; or to withdraw your consent where processing is based on consent. You may also have the right to lodge a complaint with your local data protection authority. To exercise any of these rights, you or your authorized agent may contact us at hi@cursor.com . We may request information to verify your identity before processing your request. If we deny your request, you may appeal by emailing the same address. Anysphere will not discriminate against you for exercising any privacy rights available under applicable law. The rights available to you may include: Right to know what categories of personal data we collect, the purposes for which we use it, and the types of third parties with whom we share it. Access and portability, meaning you can request a copy of the personal data we hold about you and, where applicable, ask us to provide it in a portable format. Deletion of personal data collected from you in connection with your use of the Service, subject to certain exceptions. Correction of inaccurate personal data we maintain about you. Please note that while we’ll make reasonable efforts to address correction requests, due to the nature of our models, we cannot guarantee the accuracy of Suggestions generated by the Service. Objection to certain types of processing. Where applicable, we will stop processing unless we have legitimate legal grounds to continue. Restriction of our processing of your personal data in limited circumstances, such as while a correction request is pending. Withdrawal of consent, where the legal basis for our processing is based on your consent. Withdrawal does not affect the lawfulness of prior processing. No automated decisions: Anysphere does not make decisions based solely on automated processing that impact your legal rights or has similarly significant effects (e.g. your healthcare or financial circumstances). No sale or targeted advertising: We do not “sell” or “share” personal data for cross-contextual behavioral advertising, and we do not process personal data for “targeted advertising” purposes (as those terms are defined under applicable US state privacy laws). We also do not process sensitive personal data for the purposes of inferring characteristics about a consumer. Anysphere processes your personal data for the purposes described in this Privacy Policy on servers located in various jurisdictions, including in the United States. While data protection laws vary by country, we apply the protections outlined in this policy to your personal data regardless of where it is processed, and we only transfer data in accordance with legally valid transfer mechanisms. For users in the European Economic Area, (“EEA”), when you access our Service, your personal data may be transferred to our United States servers to other countries outside the EEA and the UK. Where information is transferred outside the EEA or the UK, we require an adequate level of data protection. # 7. Jurisdiction-Specific Disclosures Some jurisdictions require specific disclosures regarding how we handle your personal data. The table below supplements this Privacy Policy by providing additional details about the purpose of data collection, type of data collected, and legal basis. For more information, see “Personal data we collect,” “How we use personal data,” and “Retention” above. # 8. Privacy policy changes We may update this Privacy Policy from time to time. When we do, we will publish an updated version and effective date at the top of this page, unless another type of notice is legally required. Your continued use of this site after any change in this Privacy Policy will constitute your acceptance of such change. # 9. Contacting us We encourage you to contact us at hi@cursor.com if you have any questions about this Privacy Policy. Product Features Enterprise Web Agents Bugbot CLI Pricing Resources Download Changelog Docs ↗ Learn ↗ Forum ↗ Status ↗ Company Careers Blog Community Workshops Students Brand Legal Terms of Service Privacy Policy Data Use Security Connect X ↗ LinkedIn ↗ YouTube ↗ © 2026 Cursor 🛡 SOC 2 Certified 🌐 English ↓ English ✓ 简体中文 日本語 繁體中文 Skip to content Cursor Features Enterprise Pricing Resources ↓ Changelog Blog Docs ↗ Community Learn ↗ Workshops Forum ↗ Careers Features Enterprise Pricing Resources → Sign in Download Terms of Service Privacy Policy Privacy Policy Last updated Oct 6, 2025 Table of Contents ↑ Introduction 1. Personal data we collect 2. How we use personal data 3. How we share personal data 4. Retention 5. Security 6. Your rights and choices 7. Jurisdiction-Specific Disclosures 8. Privacy policy changes 9. Contacting us Note: For information about how we collect and use training information to develop our models that power the Service, and your choices with respect to that information, please see our Privacy Overview. # Introduction We at Anysphere, Inc. (“ Anysphere ”, “ we ” or “ us ”) are strongly committed to respecting your privacy and keeping secure any information you share with us. This privacy policy (“ Privacy Policy ”) explains how we collect, use, disclose, and process your personal data when you use Anysphere's software, platform, APIs, Documentation, and related tools, including at the website at www.cursor.com , and all related software made available by Anysphere to build, deploy, host, and manage software projects (“ Service ”). It also tells you how you can access and update your personal information and describes the data protection rights that may be available under your country's or state's laws. Please read this Privacy Policy carefully. By accessing or using the Service, you acknowledge you have been informed of and consent to our practices with regard to your personal information and data. Please note that this Privacy Policy does not apply where Anysphere acts as a data processor and processes personal data on behalf of commercial customers using our commercial services, for example, if your employer has provisioned a Cursor account for you to use at work. Our use of that data is governed by our customer agreements covering access to and use of those offerings. # 1. Personal data we collect We collect the following categories of personal data: A. Personal data you provide to us directly We collect personal data if you create an account to use our Service or communicate with us. This includes: Account Information: Anysphere collects identifiers, such as your name and email address, when you sign up for an Anysphere account or to receive information about our Service. Payment Information: We collect your payment information if you seek to access any paid Anysphere products and services. Inputs and Suggestions: The Service allows you to submit content (" Inputs "), which generate responses (" Suggestions ") based on your Inputs. If you include personal data or reference external content in your Inputs, we will collect that information and it may be reproduced in the Suggestions we provide. Communication Information: If you communicate with us, we collect your name, contact information, and the contents of any messages you send. Feedback: While using the Service, you may provide feedback, including ideas and suggestions for improvement or rating a Suggestion in response to an Input (" Feedback "). If you provide Feedback on the Service, we may store the entire exchange as part of your Feedback. B. Personal data we receive from your use of the Service When you use the Service, we also receive certain technical data automatically. This includes: Device Information. Your device or browser automatically sends us information about when and how you install, access, or use our Service. This information may include your device type, browser information, operating system information, and mobile network or ISP. This information may depend on your settings and the type of device you use to access the Service. Log Information. We collect information about how our Service is performing, including your IP address, browser type and settings, error logs, and other ways that you interact with the Service. Usage Data. We collect information about your use of the Service, such as the dates and times of access, browsing history, search, information about the links you click, pages you view, and other information about how you use the Service, and technology on the devices you use to access the Service. Cookies & Similar Technologies. We and our service providers utilize cookies, pixels, scripts, or similar technologies to operate and manage the Service and improve your experience. These technologies help us to recognize you, customize or personalize your experience, market additional products or services to you, and analyze and optimize your use of the Service, for example to help maintain your preferences. For more details about how we use these technologies, please visit our Cookie Policy . Location Information. For security and performance reasons, for example to detect unusual login activity or provide more useful Suggestions, we may determine the geographic location from which your device accesses our Service using information such as your IP address. C. Information We Do Not Collect Anysphere does not knowingly collect sensitive or special category personal information, such as genetic data, biometric data for the purposes of uniquely identifying a natural person, health information, or religious information. Additionally, Anysphere does not knowingly collect information from or direct any of our Service or content to children under the age of 18. If we learn or have reason to suspect that a user is under the age of 18, we will investigate and, if appropriate, delete the personal data and/or the account. # 2. How we use personal data We may use personal data for the following purposes: To provide and maintain the Service, including optional features that enhance functionality and user experience. To create, manage, and administer your account, including facilitating payments and responding to inquiries. To improve and develop the Service and conduct research, including debugging and identifying or repairing issues that impair functionality. To communicate with you, including sending updates, information about the Service, and events. To prevent, detect, and investigate fraud, abuse, security incidents, and violations of our Terms of Service . To comply with legal obligations and protect the rights, safety, privacy, and property of users, Anysphere, or third parties. To investigate and resolve disputes or security issues. To enforce our Terms of Service and other applicable agreements. We do not use Inputs or Suggestions to train our models, or permit third parties to use them for training, unless: (1) they are flagged for security review (in which case we may analyze them to improve our ability to detect and enforce our Terms of Service ), (2) you explicitly report them to us (for example, as Feedback), or (3) you’ve explicitly agreed to their use for such training purposes. You can find instructions in the Service on how to manage your preferences regarding the use of Inputs and Suggestions for training. We may aggregate or de-identify personal data so that it no longer identifies you, and use that information for the purposes described above, such as analyzing how the Service is used, improving or adding features, and conducting research. We will maintain de-identified information in its de-identified form and will not attempt to reidentify it, except as required by law. # 3. How we share personal data We may disclose your personal data in the following circumstances: Service Providers and Business Partners: We may disclose personal data to third-party vendors and service providers who support our business operations and help us deliver and improve the Service. This includes third-party hosting, cloud infrastructure, model, analytics, customer support, safety monitoring, communications, payment processing, compliance services, and IT providers. These parties process personal data only as necessary to perform services on our behalf, consistent with our and your instructions and applicable law. Business Transfers: In the event of a merger, acquisition, restructuring, bankruptcy, or other corporate transaction, personal data may be disclosed to counterparties and advisers as part of due diligence or transferred as part of the transaction. Legal Compliance and Protection of Rights: We may disclose personal data to government authorities or other third parties if we believe doing so is necessary to: (i) comply with applicable laws, regulations, or legal processes, (ii) respond to lawful requests or investigations, (iii) protect the safety, rights, or property of any person, (iv) prevent fraud, security incidents, or other unlawful activity, (v) enforce our Terms of Service or other legal rights, or (vi) protect Anysphere against legal liability. Affiliates: We may share personal data with affiliates, meaning an entity that controls, is controlled by, or is under common control with, us. They may use personal data in a manner consistent with this Privacy Policy. Third-Party Services and Integrations: The Service may include integrations with or links to third-party websites, applications, or services. If you choose to interact with these third parties, your personal data may be disclosed to them directly and governed by their own terms and privacy policies. Our linking or integrating with a third party does not imply endorsement or affiliation. Business Account Administrators: If you create an account using an email associated with an organization (e.g., your employer), we may disclose account-related information (such as your email address and account status) to that organization. If you're part of a business or enterprise account, administrators may access and manage your use of the Service. Other Users and Third Parties You Share Information With: Certain features of the Service may allow you to share Inputs, Suggestions, or other content with other users or third-party applications. Any information you voluntarily share with those parties is subject to their respective terms and privacy policies. With Your Consent: We may disclose personal data when you give us permission to do so, including through features of the Service that are designed to share information. Subprocessors: For commercial uses of the Service where Anysphere acts as a data processor, you can review the third parties we engage on at trust.cursor.com/subprocessors . # 4. Retention Anysphere retains your personal data only for as long as necessary to operate the Service effectively and to support legitimate business needs such as legal compliance, safety, dispute resolution, and enforcement of our agreements. The appropriate retention period varies depending on the purpose for which the personal data was collected, its sensitivity, potential risks associated with its use or exposure, and any applicable legal requirements. Your settings may also influence how long we keep certain types of data. For instance, some temporary interactions with the Service may not appear in your history and could be stored for a limited duration for purposes related to safety and system monitoring. When personal data is no longer needed, Anysphere and its service providers will follow procedures to delete, erase, de-identify, or anonymize it in compliance with applicable laws. # 5. Security We implement commercially reasonable technical and organizational measures designed to protect personal data from loss, misuse, and unauthorized access, disclosure, alteration, or destruction. However, please remember that no method of transmission over the Internet or method of electronic storage is completely secure. You should use caution when deciding what information to share with the Service. We are not responsible for any circumvention of privacy settings or security features on the Service or on third-party websites linked through the Service. # 6. Your rights and choices Depending on where you live and the laws that apply in your country of residence, you may have certain rights in relation to your personal data. These may include the right to access, delete, correct, or transfer your personal data; to object to or restrict how we process it; or to withdraw your consent where processing is based on consent. You may also have the right to lodge a complaint with your local data protection authority. To exercise any of these rights, you or your authorized agent may contact us at hi@cursor.com . We may request information to verify your identity before processing your request. If we deny your request, you may appeal by emailing the same address. Anysphere will not discriminate against you for exercising any privacy rights available under applicable law. The rights available to you may include: Right to know what categories of personal data we collect, the purposes for which we use it, and the types of third parties with whom we share it. Access and portability, meaning you can request a copy of the personal data we hold about you and, where applicable, ask us to provide it in a portable format. Deletion of personal data collected from you in connection with your use of the Service, subject to certain exceptions. Correction of inaccurate personal data we maintain about you. Please note that while we’ll make reasonable efforts to address correction requests, due to the nature of our models, we cannot guarantee the accuracy of Suggestions generated by the Service. Objection to certain types of processing. Where applicable, we will stop processing unless we have legitimate legal grounds to continue. Restriction of our processing of your personal data in limited circumstances, such as while a correction request is pending. Withdrawal of consent, where the legal basis for our processing is based on your consent. Withdrawal does not affect the lawfulness of prior processing. No automated decisions: Anysphere does not make decisions based solely on automated processing that impact your legal rights or has similarly significant effects (e.g. your healthcare or financial circumstances). No sale or targeted advertising: We do not “sell” or “share” personal data for cross-contextual behavioral advertising, and we do not process personal data for “targeted advertising” purposes (as those terms are defined under applicable US state privacy laws). We also do not process sensitive personal data for the purposes of inferring characteristics about a consumer. Anysphere processes your personal data for the purposes described in this Privacy Policy on servers located in various jurisdictions, including in the United States. While data protection laws vary by country, we apply the protections outlined in this policy to your personal data regardless of where it is processed, and we only transfer data in accordance with legally valid transfer mechanisms. For users in the European Economic Area, (“EEA”), when you access our Service, your personal data may be transferred to our United States servers to other countries outside the EEA and the UK. Where information is transferred outside the EEA or the UK, we require an adequate level of data protection. # 7. Jurisdiction-Specific Disclosures Some jurisdictions require specific disclosures regarding how we handle your personal data. The table below supplements this Privacy Policy by providing additional details about the purpose of data collection, type of data collected, and legal basis. For more information, see “Personal data we collect,” “How we use personal data,” and “Retention” above. # 8. Privacy policy changes We may update this Privacy Policy from time to time. When we do, we will publish an updated version and effective date at the top of this page, unless another type of notice is legally required. Your continued use of this site after any change in this Privacy Policy will constitute your acceptance of such change. # 9. Contacting us We encourage you to contact us at hi@cursor.com if you have any questions about this Privacy Policy. Product Features Enterprise Web Agents Bugbot CLI Pricing Resources Download Changelog Docs ↗ Learn ↗ Forum ↗ Status ↗ Company Careers Blog Community Workshops Students Brand Legal Terms of Service Privacy Policy Data Use Security Connect X ↗ LinkedIn ↗ YouTube ↗ © 2026 Cursor 🛡 SOC 2 Certified 🌐 English ↓ English ✓ 简体中文 日本語 繁體中文 Privacy Policy · Cursor | 2026-01-13T08:48:01 |
https://neon.tech/docs/introduction/autoscaling | Autoscaling - Neon Docs This 250+ engineer team replaced shared staging with isolated database branches for safer deploys Neon Docs Search ... Ask AI Log In Sign Up Get started About Connect Connect to Neon Clients & tools Troubleshooting Develop Frontend & Frameworks Frameworks Languages ORMs Backend Data API Neon Auth Postgres RLS AI AI for Agents AI App Starter Kit Tools & Workflows API, CLI & SDKs Local development Integrations (3rd party) Workflows & CI/CD Templates Examples repo Manage Neon platform Plans and billing Neon on Azure Security & compliance Postgres Extensions Postgres guides Compatibility Version support Upgrade PostgreSQL Tutorial Resources Status Support Changelog Roadmap Early access Community Glossary RSS feeds Platform integration Search ... Ask AI About Neon Architecture Architecture overview Compute lifecycle Serverless Autoscaling Overview Autoscaling architecture Autoscaling algorithm Configure autoscaling Scale to zero Scale to zero Scale to zero guide Branching Get started with branching About branching Branching workflows Branch archiving Branch expiration Schema-only branches Reset from parent Read replicas Overview Create and manage Use cases Read-only access Ad-hoc queries Analytics queries Scale applications With ORMs Prisma Logical replication Getting started Concepts In Neon Commands Schema changes Tips Data recovery Backup & restore Restore window Instant restore Time Travel Time Travel tutorial Schema diff Schema diff tutorial Data protection IP Allow Private Networking Protected branches High availability High availability / Overview Autoscaling An introduction to Neon's autoscaling Neon's Autoscaling feature dynamically adjusts the amount of compute resources allocated to a Neon compute in response to the current load, eliminating the need for manual intervention or restarts. The following visualization shows how Neon’s autoscaling works throughout a typical day. The compute resources scale up or down based on demand, ensuring that your database has the necessary compute resources when it needs them, while conserving resources during off-peak times. To dive deeper into how Neon's autoscaling algorithm operates, visit Understanding Neon’s autoscaling algorithm . Autoscaling benefits Neon's Autoscaling feature offers the following benefits: On-demand scaling: Autoscaling helps with workloads that experience variations over time, such as applications with time-based changes in demand or occasional spikes. Cost-effectiveness : Autoscaling optimizes resource utilization, ensuring that you only use required resources, rather than over-provisioning to handle peak loads. Resource and cost control : Autoscaling operates within a user-defined range, ensuring that your compute resources and associated costs do not scale indefinitely. No manual intervention or restarts : After you enable autoscaling and set scaling limits, no manual intervention or restarts are required, allowing you to focus on your applications. Configuring autoscaling You can enable autoscaling for any compute instance, whether it's a primary compute or a read replica. Simply open the Edit compute drawer ( learn how ) for your compute and set the autoscaling range. This range defines the minimum and maximum compute sizes within which your compute will automatically scale. For example, you might set the minimum to 2 CU (8 GB of RAM) and the maximum to 8 CU (32 GB of RAM). Your compute resources will dynamically adjust within these limits, never dropping below the minimum or exceeding the maximum, regardless of demand. We recommend regularly monitoring your usage from the Monitoring Dashboard to determine if adjustments to this range are needed. For full details about enabling and configuring autoscaling, see Enabling autoscaling . Previous Serverless Next Autoscaling architecture Last updated on December 3, 2025 Was this page helpful? Yes No Thank you for your feedback! On this page Autoscaling benefits Configuring autoscaling Copy page as markdown Edit this page on GitHub Open in ChatGPT Neon Docs Neon A Databricks Company Neon status loading... Made in SF and the World Copyright Ⓒ 2022 – 2026 Neon, LLC Company About Blog Careers Contact Sales Partners Security Legal Privacy Policy Terms of Service DPA Subprocessors List Privacy Guide Cookie Policy Business Information Resources Docs Changelog Support Community Guides PostgreSQL Tutorial Startups Creators Social Discord GitHub x.com LinkedIn YouTube Compliance CCPA Compliant GDPR Compliant ISO 27001 Certified ISO 27701 Certified SOC 2 Certified HIPAA Compliant Compliance Guide Neon’s Sub Contractors Sensitive Data Terms Trust Center | 2026-01-13T08:48:01 |
https://neon.tech/use-cases/ai-agents | Neon for AI Agent Platforms This 250+ engineer team replaced shared staging with isolated database branches for safer deploys Neon Product Database Autoscaling Automatic instance sizing Branching Faster Postgres workflows Bottomless storage With copy-on-write Instant restores Recover TBs in seconds Connection pooler Built-in with pgBouncer Ecosystem Neon API Manage infra, billing, quotas Auth Add authentication Data API PostgREST-compatible Instagres No-signup flow Migration guides Step-by-step What is Neon? Serverless Postgres, by Databricks Solutions Use cases Serverless Apps Autoscale with traffic Multi-TB Scale & restore instantly Database per Tenant Data isolation without overhead Platforms Offer Postgres to your users Dev/Test Production-like environments Agents Build full-stack AI agents For teams Startups Build with Neon Security Compliance & privacy Case studies Explore customer stories Docs Pricing Company Blog About us Careers Contact Discord 20.7k Log In Sign Up Neon for AI Agent Platforms Build full-stack agents on a serverless Postgres backend 80% of Neon databases are deployed by agents. Platforms like Replit Agent run their backend on Neon because it fits how agents operate: a serverless Postgres data layer that’s instant, branchable, and invisible to end users. Powered by Neon. Apply for the Agent Plan Building an agent that needs databases? Let us know and we'll follow up promptly. Project URL * Contact Email * Apply Learn more about the Neon Agent Plan > " The combination of flexible resource limits and nearly instant database provisioning made Neon a no-brainer. " Lincoln Bergeson — Infrastructure Engineer at Replit The Neon Stack For Agents The Neon architecture aligns with how agents work: Serverless Postgres at the core. Neon’s backend is powered by a serverless Postgres engine built on separated compute and storage. It provisions instantly, scales automatically, and idles to zero when not in use - perfect for the bursty, on-demand workloads that agents create. With integrated services for full-stack backends. Around that core, Neon includes Auth and a PostgREST-compatible Data API, so agents and developers can assemble complete, production-ready backends without stitching multiple services together. All API-first and programmable. Every capability - provisioning, quotas, branching, and fleet management - is exposed through the Neon API, giving developers and agents precise control over their environments and usage at scale. And version-aware by design. Neon’s copy-on-write storage makes time travel effortless. Branching, snapshots, and point-in-time recovery enable undo, checkpoints, and safe experimentation across millions of databases. Serverless Postgres, API-first At the core of Neon is a serverless Postgres architecture that separates compute from storage . Each database runs on ephemeral computes while the data itself lives on durable, high-performance storage. This architecture makes it possible for agents to provision databases instantly on demand, operate them at massive scale, and still keep costs under control. Tens of thousands of projects can spin up and idle as users create apps, all programmatically, without intervention from you. Tested at scale A popular developer platform managed over 300k Postgres instances on Neon with only a single engineer. That’s how simple and efficient it is. Instant Autoscaling and Scale-to-Zero Traditional database management falls apart when every agent action can trigger new infrastructure. Neon serverless model handles this complexity automatically: Compute scales up and down in real time based on workload Scale-to-zero ensures that idle databases cost you nothing while remaining instantly accessible This combination gives agent builders a sustainable model for large fleets: you can create thousands of databases without worrying about resource exhaustion or runaway bills. " The speed of provisioning and serverless scale-to-zero of Neon is critical for us " Dhruv Amin — Co-founder at Anything Auth That Speaks Postgres Every app needs authentication, and agents shouldn’t have to reinvent it. Neon Auth lets you build secure, multi-tenant systems without extra glue code . It issues JWTs that your agent or front-end can use directly in database queries or through the Neon Data API . Each token maps to a Postgres role, enforcing granular access at the data level. And because Neon Auth supports standard JWKS configuration, you can also plug in external providers. " Our AI agent can now create, manage, and debug the entire stack, not just code. " Martin Skow Røed — CTO and co-founder of Databutton A PostgREST-Compatible Data API, Built In Giving your agents direct access to the database is simple with the Neon Data API . It exposes each database (and every branch) as a REST endpoint you can query over HTTPS. Fully PostgREST-compatible. Under the hood, Neon’s Data API is a Rust-based re-implementation of PostgREST that runs natively in our proxy fleet . It’s lean, multi-tenant, and designed to scale across thousands of databases efficiently. Every Neon branch has its own API endpoint, perfect for preview environments, checkpoints, or dev branches. Building Checkpoints with Snapshots and Branching Vibe coders experiment constantly, going back and forward between versions - and sometimes breaking things. Neon’s branching and snapshots API turn this into a feature, not a risk. Branching, built on our copy-on-write storage, enables instant point-in-time recovery for any database. Developers and agents can migrate schemas or revert mistakes without complex restores. The Snapshots API builds on this foundation to create agent-friendly, restorable checkpoints . Agents can capture a moment-in-time version of the database (schema and data) and later roll back or compare states. Quotas, Fleet Control, and Dedicated Pricing We’ve been backing agent platforms since the start, and our API has evolved to support the needs of large fleets operated by small engineering teams. The Neon API lets you manage not only infra but also setting quotas, tracking compute/storage usage per project, billing limits, and much more . Combined with usage-based pricing and agent-specific plans, it gives platform builders fine-grained control over cost, scale, and growth. Pricing designed for agent platforms We know what it takes to scale agent platforms. The Agent Plan gives you everything you need, from early launch to millions of active databases. Documentation & Case Studies to Get Started To get inspired, explore how others are building and scaling their agents on top of Neon: Replit Retool Anything Databutton Vapi Dyad xpander.ai For instructions on using the Neon API to provision and manage backends on behalf of your users, see Neon for Platforms Documentation . Don't hesitate to contact us as well. To learn more about the Agent Plan, see the details on this page or fill out the application form directly, at the top of this page . Prefer a claimable flow? You can also allow your end-users to deploy a Neon database in seconds, use it immediately via connection string, claim it later. Explore this route See a case study Last updated on July 26, 2025 Was this page helpful? Yes No Thank you for your feedback! On this page The Neon Stack For Agents Serverless Postgres, API-first Instant Autoscaling and Scale-to-Zero Auth That Speaks Postgres A PostgREST-Compatible Data API, Built In Building Checkpoints with Snapshots and Branching Quotas, Fleet Control, and Dedicated Pricing Documentation & Case Studies to Get Started Suggest edits Back to top Neon A Databricks Company Neon status loading... Made in SF and the World Copyright Ⓒ 2022 – 2026 Neon, LLC Company About Blog Careers Contact Sales Partners Security Legal Privacy Policy Terms of Service DPA Subprocessors List Privacy Guide Cookie Policy Business Information Resources Docs Changelog Support Community Guides PostgreSQL Tutorial Startups Creators Social Discord GitHub x.com LinkedIn YouTube Compliance CCPA Compliant GDPR Compliant ISO 27001 Certified ISO 27701 Certified SOC 2 Certified HIPAA Compliant Compliance Guide Neon’s Sub Contractors Sensitive Data Terms Trust Center | 2026-01-13T08:48:01 |
https://neon.tech/docs/connect/connection-pooling | Connection pooling - Neon Docs This 250+ engineer team replaced shared staging with isolated database branches for safer deploys Neon Docs Search ... Ask AI Log In Sign Up Get started About Connect Connect to Neon Clients & tools Troubleshooting Develop Frontend & Frameworks Frameworks Languages ORMs Backend Data API Neon Auth Postgres RLS AI AI for Agents AI App Starter Kit Tools & Workflows API, CLI & SDKs Local development Integrations (3rd party) Workflows & CI/CD Templates Examples repo Manage Neon platform Plans and billing Neon on Azure Security & compliance Postgres Extensions Postgres guides Compatibility Version support Upgrade PostgreSQL Tutorial Resources Status Support Changelog Roadmap Early access Community Glossary RSS feeds Platform integration Search ... Ask AI Connect to Neon Connect to Neon Drivers and connection types Connect from any app Neon serverless driver Neon SQL Editor Passwordless auth Securing connections Connection pooling Latency benchmarks / Connect to Neon / Connection pooling Connection pooling Learn how connection pooling works in Neon Neon uses PgBouncer to support connection pooling, enabling up to 10,000 concurrent connections. PgBouncer is a lightweight connection pooler for Postgres. How to use connection pooling To use connection pooling with Neon, use a pooled connection string instead of a regular connection string. A pooled connection string adds the -pooler option to your endpoint ID, as shown below: postgresql://alex:AbC123dEf@ep-cool-darkness-123456-pooler.us-east-2.aws.neon.tech/dbname?sslmode=require&channel_binding=require The Connect to your database modal , which you can access by clicking the Connect button on your Project Dashboard , provides Connection pooling toggle that adds the -pooler option to a connection string for you. You can copy a pooled connection string from the Dashboard or manually add the -pooler option to the endpoint ID in an existing connection string. info The -pooler option routes the connection to a connection pooling port at the Neon Proxy. Connection limits without connection pooling Each Postgres connection creates a new process in the operating system, which consumes resources. Postgres limits the number of open connections for this reason. The Postgres connection limit is defined by the Postgres max_connections parameter. In Neon, max_connections is set according to your compute size or autoscaling configuration — you can find the formula here: Parameter settings that differ by compute size . Compute size (CU) RAM max_connections 0.25 1 GB 104 0.50 2 GB 209 1 4 GB 419 2 8 GB 839 3 12 GB 1258 4 16 GB 1678 5 20 GB 2098 6 24 GB 2517 7 28 GB 2937 8 32 GB 3357 9 36 GB 4000 10 40 GB 4000 11 44 GB 4000 12 48 GB 4000 13 52 GB 4000 14 56 GB 4000 15 60 GB 4000 16 64 GB 4000 18 72 GB 4000 20 80 GB 4000 22 88 GB 4000 24 96 GB 4000 26 104 GB 4000 28 112 GB 4000 30 120 GB 4000 32 128 GB 4000 34 136 GB 4000 36 144 GB 4000 38 152 GB 4000 40 160 GB 4000 42 168 GB 4000 44 176 GB 4000 46 184 GB 4000 48 192 GB 4000 50 200 GB 4000 52 208 GB 4000 54 216 GB 4000 56 224 GB 4000 You can check the max_connections limit for your compute by running the following query from the Neon SQL Editor or a client connected to Neon: SHOW max_connections; note Seven connections are reserved for the Neon-managed Postgres superuser account. For example, for a 0.25 compute size, 7/112 connections are reserved, so you would only have 105 available connections. If you are running queries from the Neon SQL Editor, that will also use a connection. To view connections that are currently open, you can run the following query: SELECT usename FROM pg_stat_activity WHERE datname = '<database_name>' ; Even with the largest compute size, the max_connections limit may not be sufficient for some applications, such as those that use serverless functions. To increase the number of connections that Neon supports, you can use connection pooling . All Neon plans, including the Free plan , support connection pooling. Connection pooling Some applications open numerous connections, with most eventually becoming inactive. This behavior can often be attributed to database driver limitations, running many instances of an application, or applications with serverless functions. With regular Postgres, new connections are rejected when reaching the max_connections limit. To overcome this limitation, Neon supports connection pooling using PgBouncer , which allows Neon to support up to 10,000 concurrent connections. Connection pooling, however, is not a magic bullet: As the name implies, connections share a pool of connections to Postgres — a pool of connections sitting in front of a limited number of direct connections to Postgres. To ensure that direct access to Postgres is still possible for administrative tasks or similar, the pooler is configured to only open up a certain number of direct Postgres connections for each user to each database. This number of direct Postgres connections is determined by the PgBouncer default_pool_size setting, which is in turn determined by your compute's max_connections setting. For example, if default_pool_size is 100 , there can be only 100 active connections from role alex to any particular database through the pooler. All other connections by alex to that database will have to wait for one of those 100 active connections to complete their transactions before the next connection's work is started. At the same time, role dana will also be able to connect to the same database through the pooler and have up to 100 concurrent active transactions across the same number of connections. Similarly, even if role alex has 100 concurrently active transactions through the pooler to the same database, that role can still start up to 100 concurrent transactions to a different database when connected through the pooler. The max_connections setting still applies for direct Postgres connections. important You will not be able to get interactive results from all 10,000 connections at the same time. Connections to the pooler endpoint still consume connections on the main Postgres endpoint: PgBouncer forwards operations from a role's connections through its own pool of connections to Postgres, and adaptively adds more connections to Postgres as needed by other concurrently active role connections. The 10,000 connection limit is therefore most useful for "serverless" applications and application-side connection pools that have many open connections but infrequent and short transactions . Monitor your connection pool activity Track pooled connections on the Monitoring page in the Neon Console. PgBouncer metrics are also exported via the OpenTelemetry and Datadog integrations. Pool lifecycle and compute restarts Connection pools, when combined with proper health-checks and lifecycle management, significantly reduce user-facing disruptions during compute restarts (such as during maintenance or updates). Here's how pools help maintain a smooth user experience: Automatic reconnection : Most production connection pools automatically detect stale connections and replace them with new ones. When a compute restart occurs, the pool discards dead connections and establishes fresh ones transparently. Health-checks and validation : Connection pools can be configured with health-check queries (like pool_pre_ping in SQLAlchemy, validation queries in HikariCP, or connection checks in other poolers) that test connections before handing them to your application. This ensures your application never receives a broken connection. Connection lifecycle tuning : Configuring settings like maxLifetime (in HikariCP) or idleTimeoutMillis (in node-postgres ) ensures that connections are periodically refreshed. This prevents long-lived connections from becoming stale and reduces the likelihood of connection errors. Retry logic integration : When combined with retry logic and exponential backoff , connection pools provide a robust foundation for handling brief interruptions. The pool handles connection-level failures while your retry logic handles query-level transient errors. For complete guidance on building resilient applications with connection pooling, retry logic, and transient error handling, see Building resilient applications with Postgres . PgBouncer PgBouncer is an open-source connection pooler for Postgres. When an application needs to connect to a database, PgBouncer provides a connection from the pool. Connections in the pool are routed to a smaller number of actual Postgres connections. When a connection is no longer required, it is returned to the pool and is available to be used again. Maintaining a pool of available connections improves performance by reducing the number of connections that need to be created and torn down to service incoming requests. Connection pooling also helps avoid rejected connections. When all connections in the pool are being used, PgBouncer queues a new request until a connection from the pool becomes available. Neon PgBouncer configuration settings Neon's PgBouncer configuration is shown below. The settings are not user-configurable, but if you are a Neon Scale plan user and require a different setting, please contact Neon Support . For example, Neon sometimes raises the default_pool_size setting for users who support a large number of concurrent connections and repeatedly hit PgBouncer's pool size limit. [pgbouncer] pool_mode= transaction max_client_conn= 10000 default_pool_size= 0.9 * max_connections max_prepared_statements= 1000 query_wait_timeout= 120 where max_connections is a Postgres setting. The following list describes each setting. For a full explanation of each parameter, please refer to the official PgBouncer documentation . pool_mode=transaction : The pooling mode PgBouncer uses, set to transaction pooling. max_client_conn=10000 : Maximum number of client connections allowed. default_pool_size : Default number of server connections to allow per user/database pair. The formula is 0.9 * max_connections . For max_connections details, see Parameter settings . max_prepared_statements=1000 : Maximum number of prepared statements a connection is allowed to have at the same time. 0 means prepared statements are disabled. query_wait_timeout=120 : Maximum time queries are allowed to spend waiting for execution. Neon uses the default setting of 120 seconds. Connection pooling in transaction mode As mentioned above, Neon uses PgBouncer in transaction mode ( pool_mode=transaction ), which limits some functionality in Postgres. Functionality NOT supported in transaction mode includes: SET / RESET LISTEN WITH HOLD CURSOR PREPARE / DEALLOCATE PRESERVE / DELETE ROWS temp tables LOAD statement Session-level advisory locks These session-level features are not supported transaction mode because: In this mode, database connections are allocated from the pool on a per-transaction basis Session states are not persisted across transactions Avoid using SET statements over a pooled connection Due to the transaction mode limitation described above, users often encounter issues when running SET statements over a pooled connection. For example, if you set the Postgres search_path session variable using a SET search_path statement over a pooled connection, the setting is only valid for the duration of the transaction. As a result, a session variable like search_path will not remain set for subsequent transactions. This particular search_path issue often shows up as a relation does not exist error. To avoid this error, you can: Use a direct connection string when you need to set the search path and have it persist across multiple transactions. Explicitly specify the schema in your queries so that you don’t need to set the search path. Use an ALTER ROLE your_role_name SET search_path TO <schema1>, <schema2>, <schema3>; command to set a persistent search path for the role executing queries. See the ALTER ROLE . Similar issues can occur when attempting to use pg_dump over a pooled connection. A pg_dump operation typically executes several SET statements during data ingestion, and these settings will not persist over a pool connection. For these reasons, we recommend using pg_dump only over a direct connection. For the official list of limitations, refer to the " SQL feature map for pooling modes " section in the pgbouncer.org Features documentation. When to use direct connections While connection pooling is beneficial for most applications, certain operations require a direct (non-pooled) connection to Postgres: Schema migrations We recommend using a direct connection string when performing migrations using Object Relational Mappers (ORMs) and similar schema migration tools. With the exception of recent versions of Prisma ORM, which support using a pooled connection string with Neon , using a pooled connection string for migrations is likely not supported or prone to errors. Before attempting to perform migrations over a pooled connection string, please refer to your tool's documentation to determine if pooled connections are supported. Logical replication Logical replication typically requires a persistent connection and is not compatible with connection poolers like PgBouncer. When configuring logical replication subscribers (such as Fivetran, Airbyte, or other CDC tools), always use a direct connection string. Make sure your connection string does not include -pooler in the hostname. For more information, see Logical replication . Optimize queries with PgBouncer and prepared statements Protocol-level prepared statements are supported with Neon and PgBouncer as of the PgBouncer 1.22.0 release . Using prepared statements can help boost query performance while providing an added layer of protection against potential SQL injection attacks. Understanding prepared statements A prepared statement in Postgres allows for the optimization of an SQL query by defining its structure once and executing it multiple times with varied parameters. Here's an SQL-level example to illustrate. Note that direct SQL-level PREPARE and EXECUTE are not supported with PgBouncer (see below ), so you can't use this query from the SQL Editor. It is meant to give you a clear idea of how a prepared statement works. Refer to the protocol-level samples below to see how this SQL-level example translates to different protocol-level examples. PREPARE fetch_plan ( TEXT ) AS SELECT * FROM users WHERE username = $ 1 ; EXECUTE fetch_plan( 'alice' ); fetch_plan here is the prepared statement's name, and $1 acts as a parameter placeholder. The benefits of using prepared statements include: Performance : Parsing the SQL and creating the execution plan happens just once, speeding up subsequent executions. This performance benefit would be most noticeable on databases with heavy and repeated traffic. Security : By sending data values separately from the query, prepared statements reduce the risk of SQL injection attacks. You can learn more about prepared statements in the PostgreSQL documentation. See PREPARE . Use prepared statements with PgBouncer Since pgBouncer supports protocol-level prepared statements only, you must rely on PostgreSQL client libraries instead (direct SQL-level PREPARE and EXECUTE are not supported). Fortunately, most PostgreSQL client libraries support prepared statements. Here are a couple of examples showing how to use prepared statements with Javascript and Python client libraries: pg psycopg2 const query = { // give the query a unique name name : 'fetch-plan' , text : 'SELECT * FROM users WHERE username = $1' , values : [ 'alice' ] , }; client .query (query); Need help? Join our Discord Server to ask questions or see what others are doing with Neon. For paid plan support options, see Support . Previous Securing connections Next Latency benchmarks Last updated on January 9, 2026 Was this page helpful? Yes No Thank you for your feedback! On this page How to use connection pooling Connection limits without connection pooling Connection pooling PgBouncer Neon PgBouncer configuration settings Connection pooling in transaction mode When to use direct connections Optimize queries with PgBouncer and prepared statements Need help? Copy page as markdown Edit this page on GitHub Open in ChatGPT Neon Docs Neon A Databricks Company Neon status loading... Made in SF and the World Copyright Ⓒ 2022 – 2026 Neon, LLC Company About Blog Careers Contact Sales Partners Security Legal Privacy Policy Terms of Service DPA Subprocessors List Privacy Guide Cookie Policy Business Information Resources Docs Changelog Support Community Guides PostgreSQL Tutorial Startups Creators Social Discord GitHub x.com LinkedIn YouTube Compliance CCPA Compliant GDPR Compliant ISO 27001 Certified ISO 27701 Certified SOC 2 Certified HIPAA Compliant Compliance Guide Neon’s Sub Contractors Sensitive Data Terms Trust Center | 2026-01-13T08:48:01 |
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https://dev.to/podcast-on-api-design-and-development-strategies/successful-developer-relations-programs-best-practices-feat-ash-ryan-arnwine-from-nylas#main-content | Successful Developer Relations Programs & Best Practices feat. Ash Ryan Arnwine from Nylas - 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 API Intersection Follow Successful Developer Relations Programs & Best Practices feat. Ash Ryan Arnwine from Nylas May 31 '23 play Discover the 4 Cs of successful DevRel programs and their best practices with this API Intersection Podcast interview with Ash Arnwine from Stoplight. This week on API Intersection podcast , we interview Ash Arnwine , Director of Developer Relations at Nylas , who helped us discover the 4 C's of successful DevRel programs and their best practices. Ash's Devrel program is unique in that both developer advocacy and the documentation team report to the Devrel program. His team faces the challenges of scaling the platform's high-touch integration process as they work to create more of a self-serve platform. His DevRel team is also tasked with the importance of brand recognition and building credibility with developers through content creation and community engagement. We spoke with Ash about what it takes to create a solid DevRel team and how to start building a world-class program. _____ To subscribe to the podcast, visit https://stoplight.io/podcast --- API Intersection Podcast listeners are invited to sign up for Stoplight and save up to $650! Use code INTERSECTION10 to get 10% off a new subscription to Stoplight Platform Starter or Pro. Offer good for annual or monthly payment option for first-time subscribers. 10% off an annual plan ($650 savings for Pro and $94.80 for Starter) or 10% off your first month ($9.99 for Starter and $39 for Pro). Episode source Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Your browser does not support the audio element. 1x initializing... × 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:48:01 |
https://neon.tech/case-studies | Case Studies — Neon This 250+ engineer team replaced shared staging with isolated database branches for safer deploys Neon Product Database Autoscaling Automatic instance sizing Branching Faster Postgres workflows Bottomless storage With copy-on-write Instant restores Recover TBs in seconds Connection pooler Built-in with pgBouncer Ecosystem Neon API Manage infra, billing, quotas Auth Add authentication Data API PostgREST-compatible Instagres No-signup flow Migration guides Step-by-step What is Neon? Serverless Postgres, by Databricks Solutions Use cases Serverless Apps Autoscale with traffic Multi-TB Scale & restore instantly Database per Tenant Data isolation without overhead Platforms Offer Postgres to your users Dev/Test Production-like environments Agents Build full-stack AI agents For teams Startups Build with Neon Security Compliance & privacy Case studies Explore customer stories Docs Pricing Company Blog About us Careers Contact Discord 20.7k Log In Sign Up Explore success stories “What first attracted us to Neon was the efficient scaling. What kept us interested were all the thoughtful developer-experience wins” Ben Halpern — DEV Co-Founder Read story “Neon’s branching gave us true database isolation. Now every sandbox gets its own isolated Postgres DB whenever required” Joe Horsnell — Principal Platform Engineer at Bitso Read story “We’ve been able to manage 300K+ Postgres databases via the Neon API. It saved us a tremendous amount of time and engineering effort” Himanshu Bhandoh — Software Engineer at Retool Read story “The combination of flexible resource limits and nearly instant database provisioning made Neon a no-brainer” Lincoln Bergeson — Infrastructure Engineer Read story All success stories Powering ambitious product teams of all shapes and sizes All Startups Fast-moving teams AI & Agents Platforms Backend “We’re a small team, but we’re scaling quickly and doing a lot. We’re shipping multiple times a day— to do that, we need to test stuff quickly and merge to main very quickly as well. Neon branches are a game changer for this.” Avi Romanoff, Founder at Magic Circle Read story Ready to get started with Neon? Interested in increasing your free tier limits or learning about pricing? Complete the form below to get in touch Contact sales Neon A Databricks Company Neon status loading... Made in SF and the World Copyright Ⓒ 2022 – 2026 Neon, LLC Company About Blog Careers Contact Sales Partners Security Legal Privacy Policy Terms of Service DPA Subprocessors List Privacy Guide Cookie Policy Business Information Resources Docs Changelog Support Community Guides PostgreSQL Tutorial Startups Creators Social Discord GitHub x.com LinkedIn YouTube Compliance CCPA Compliant GDPR Compliant ISO 27001 Certified ISO 27701 Certified SOC 2 Certified HIPAA Compliant Compliance Guide Neon’s Sub Contractors Sensitive Data Terms Trust Center | 2026-01-13T08:48:01 |
https://neon.tech/privacy-guide | Privacy Guide - Neon This 250+ engineer team replaced shared staging with isolated database branches for safer deploys Neon Product Database Autoscaling Automatic instance sizing Branching Faster Postgres workflows Bottomless storage With copy-on-write Instant restores Recover TBs in seconds Connection pooler Built-in with pgBouncer Ecosystem Neon API Manage infra, billing, quotas Auth Add authentication Data API PostgREST-compatible Instagres No-signup flow Migration guides Step-by-step What is Neon? Serverless Postgres, by Databricks Solutions Use cases Serverless Apps Autoscale with traffic Multi-TB Scale & restore instantly Database per Tenant Data isolation without overhead Platforms Offer Postgres to your users Dev/Test Production-like environments Agents Build full-stack AI agents For teams Startups Build with Neon Security Compliance & privacy Case studies Explore customer stories Docs Pricing Company Blog About us Careers Contact Discord 20.7k Log In Sign Up Privacy Guide Last Updated : 05 October 2023 At Neon, we are committed to protecting your privacy and ensuring the responsible processing of personal data. This guide offers a straightforward overview, designed to help you quickly grasp our approach to your data. It is our commitment to clarity and transparency, ensuring you always feel informed and in control. This guide is intended as a general overview of data processing practices and should be supplemented with a review of our Privacy Policy that covers specific data processing activities and legal requirements applicable to your company and users. When we refer to our Services in this Privacy Guide, we are referring to all of our products and services, including our Platform, websites, and software. 1. What Information We Collect and Process a. Information You Provide to Neon When you interact with the Neon Services and related services, we collect Personal Data and other information from you. This information may include your email address, first and last name, job title, and similar business details. b. Information We Collect When You Use the Platform If you create an Account, we collect basic information such as your name, email address. We may also generate and use aggregate, anonymized Usage Data to improve and develop our services. Third-party integrations connected to your Neon Account may access Customer Data and Personal Data, subject to your permissions. c. Information We Process on Behalf of Customers We process Customer Data on behalf of our customers, which may include Customer Personal Data. Customer Data is controlled and managed by our customers, who are responsible for its accuracy and compliance with relevant regulations. Neon may access your personal and customer information only when it’s essential to enhance, protect, and update our services or to tackle any technical or security concerns. We do not permit the transfer or upload of Sensitive Information. That’s stuff like medical records, biometric identifiers (such as fingerprints and voice prints), and credit card numbers. d. Information We Collect From Other Sources We may receive information from our partners, co-marketing partnerships, third-party service providers, and publicly available sources. This information may be combined with data we collect from you to improve our records and provide personalized content. 2. How We Use Personal Data We use Personal Data for various purposes, including but not limited to: Facilitating contractual and pre-contractual business relationships. Complying with legal obligations, including GDPR and AML/KYC requirements. Communicating with you about the services, account management, and security incidents. Providing and personalizing our services based on your needs. Developing new services and improving existing ones. Conducting research, analysis, and market research. Securing and protecting our platform and users. Marketing and promoting our services. Other purposes with your consent. 3. Data Security We will maintain sufficient administrative, physical, and technical safeguards for the protection of the security, confidentiality, and integrity of the Customer Data. Review our security page for further details. 4. Data Sharing: We do not sell your personal data to third parties. Your data may be shared with trusted third-party service providers for purposes such as providing our Services, hosting, analytics, and customer support. You can sign up to get notifications for when we update our sub-processor list by following the sign-up process on our sub-processor page. 5. International Data Transfers Neon complies with the EU-U.S. Data Privacy Framework, UK Extension, and Swiss-U.S. Data Privacy Framework. We also implement the Standard Contractual Clauses (approved by the European Commission and Swiss authorities) and UK Addendum to the Standard Contractual Clauses (approved by the UK authorities) where required. You have rights to access and control your data, and we resolve complaints promptly. If you have concerns, contact us at privacy@neon.tech or seek dispute resolution through a U.S.-based provider. We may disclose data as required by law, including national security or law enforcement requests. 6. Data Retention and User Control: We retain personal data only for as long as necessary to fulfill the purposes for which it was collected. You have the right to access, correct, or delete your personal data. You can manage your data preferences through your account settings. We provide options for opting out of certain data processing activities, such as marketing communications. 7. Compliance: We adhere to data protection laws and regulations applicable in your jurisdiction, including GDPR, CCPA, and others. Our data protection practices are regularly audited and updated to ensure compliance. 8. Transparency: Our Privacy Policy outlines our data processing practices, including the purposes, legal basis, and your rights regarding personal data. We provide clear information on data collection, use, and sharing. 9. Contact Us: If you have questions or concerns about your personal data or our privacy practices, please contact our Privacy Team at privacy@neon.tech . We value your trust and are committed to protecting your personal data while providing our services. Our privacy practices are designed to ensure transparency, security, and respect for your data privacy rights. Neon A Databricks Company Neon status loading... Made in SF and the World Copyright Ⓒ 2022 – 2026 Neon, LLC Company About Blog Careers Contact Sales Partners Security Legal Privacy Policy Terms of Service DPA Subprocessors List Privacy Guide Cookie Policy Business Information Resources Docs Changelog Support Community Guides PostgreSQL Tutorial Startups Creators Social Discord GitHub x.com LinkedIn YouTube Compliance CCPA Compliant GDPR Compliant ISO 27001 Certified ISO 27701 Certified SOC 2 Certified HIPAA Compliant Compliance Guide Neon’s Sub Contractors Sensitive Data Terms Trust Center | 2026-01-13T08:48:01 |
https://cursor.com/blog/tab-rl | Skip to content Cursor Features Enterprise Pricing Resources ↓ Changelog Blog Docs ↗ Community Learn ↗ Workshops Forum ↗ Careers Features Enterprise Pricing Resources → Sign in Download Blog / research Improving Cursor Tab with online RL Sep 12, 2025 by Jacob Jackson, Phillip Kravtsov & Shomil Jain in research Table of Contents ↑ The problem of noisy suggestions The policy gradient The importance of on-policy data A new Tab model At Cursor, our goal is to make developers an order of magnitude more productive. An important part of that goal is Cursor Tab, our system that predicts your next action across your codebase. Whenever you type a character or move your cursor within the editor, our Tab model tries to predict what you’ll do next, and if it has sufficient confidence, we’ll display its prediction as a suggestion that you can accept by pressing Tab. Our Tab model runs on every user action, handling over 400 million requests per day. As a result, we have a lot of data about which suggestions users accept and reject. This post describes how we use this data to improve Tab using online reinforcement learning. Our approach is unusual because it involves rolling out new models to users frequently throughout the day and using that data for training. Most other LLM providers train on static datasets or use paid labelers, and only roll out a new model to users as part of a named model release every few months. # The problem of noisy suggestions We try to keep the accept rate of Tab suggestions high. If the accept rate is low, it means we’re showing too many incorrect suggestions, which is distracting and disrupts the flow of coding. Achieving a high accept rate isn’t just about making the model smarter, but also knowing when to suggest and when not to. Sometimes there simply isn’t enough information to know what action the user is going to take: even if the model had perfect knowledge and reasoning ability, it wouldn’t know what the user will do. In these situations, we shouldn’t suggest anything. To increase the accept rate of the model’s suggestions, one simple approach is to train a separate model to predict whether the suggestion will be accepted. In 2022, Parth Thakkar found that GitHub Copilot used this approach , deriving a “contextual filter score” using a logistic regression model taking 11 features as inputs, including the programming language, whether the previous suggestion was accepted or rejected, the trailing characters before the user’s cursor, and other features. It’s unknown what signal this model was trained to predict, but our best guess is that it’s predicting the likelihood that the user will accept a suggestion if one is shown. When the score is lower than 15%, the suggestion is skipped and nothing is shown. This solution is viable, but we wanted a more general mechanism that reused the powerful representation of the code learned by the Tab model. Instead of filtering out bad suggestions, we wanted to alter the Tab model to avoid producing bad suggestions in the first place. Therefore, we opted to use policy gradient methods instead. # The policy gradient Policy gradient methods are a general way to optimize a “policy” (in this case, the Tab model) to increase a “reward”. The reward is a number that we assign to every action taken by the policy. By using a policy gradient algorithm, we can update the policy so that it gets a higher average reward in the future. These algorithms work by allowing the policy to behave randomly, observing which actions lead to high or low reward, and then positively reinforcing the actions that led to high reward, while negatively reinforcing the actions that led to low reward. To use policy gradient methods to improve Tab, we defined a reward that encourages accepted suggestions while discouraging showing suggestions to the user that aren’t accepted. Let’s say we want the model to show a suggestion if its chance of being accepted is at least 25%. Then we could assign a reward of 0.75 for accepted suggestions, a reward of -0.25 for rejected suggestions, and a reward of 0 if no suggestion is shown. If the accept chance is p , then the expected reward if the suggestion is shown is 0.75 p-0.25 (1-p), which is positive exactly when p > 0.25. So a policy acting to maximize reward will suggest when it estimates the accept chance is at least 25% and show nothing otherwise. In practice, we use a more complicated reward that accounts for the size of the suggestion as well as the possibility of jumping to other locations in the code and showing more suggestions, but this illustrates the core idea: rather than explicitly modeling the accept rate, we learn a policy that targets a particular accept rate. Presumably, the model learns in its internal representations a model of the acceptance probability (or at least a model of whether it exceeds 25%), but we leave that up to the optimizer. # The importance of on-policy data To obtain the policy update, we rely on a remarkable fact called the Policy Gradient Theorem, which states that if a policy π ( a ∣ s , θ ) specifies a distribution over actions a in states (i.e. the state of the user’s codebase) s ∼ P ( s ) parameterized by θ , and the reward is J ( θ ) = E s ∼ P , a ∼ π [ R ( s , a )] , then the gradient of the reward is given by: ∇ θ J ( θ ) = E s ∼ P ( s ) , a ∼ π ( a ∣ s , θ ) [ ∇ θ lo g π ( a ∣ s , θ ) ⋅ R ( s , a ) ] This is useful because it’s tractable to estimate the right-hand side: we can obtain samples of states and actions s ∼ P , a ∼ π by sampling from the suggestions shown on user requests, we can compute π ( a ∣ s , θ ) using a framework like PyTorch, and we can compute R ( s , a ) by looking at whether the user accepted the suggestion. So we can use this equation to get an unbiased estimate of ∇ J ( θ ) , allowing us to improve the policy through stochastic gradient descent. However, this only works if the actions are sampled from the policy being optimized. Once we’ve updated the policy, we no longer have samples from the policy being optimized — we only have samples from the previous policy. To get fresh “on-policy” samples, we need to deploy the new model to users and see how it behaves. That meant we needed good infrastructure in order to quickly deploy a new checkpoint and minimize the time taken between a suggestion being shown to a user and that data making its way to the next step of our training process. Currently, it takes us 1.5 to 2 hours to roll out a checkpoint and collect the data for the next step. While this is fast relative to what is typical in the AI industry, there is still room to make it much faster. # A new Tab model Using the methods described here, we’ve trained a new Tab model that is now the default in Cursor. This model makes 21% fewer suggestions than the previous model while having a 28% higher accept rate for the suggestions it makes. We hope this improves your coding experience and plan to develop these methods further in the future. Filed under: research Author s : Jacob Jackson, Phillip Kravtsov & Shomil Jain ← Previous post 1.5x faster MoE training with custom MXFP8 kernels Next post → Improving Java support in Cursor Product Features Enterprise Web Agents Bugbot CLI Pricing Resources Download Changelog Docs ↗ Learn ↗ Forum ↗ Status ↗ Company Careers Blog Community Workshops Students Brand Legal Terms of Service Privacy Policy Data Use Security Connect X ↗ LinkedIn ↗ YouTube ↗ © 2026 Cursor 🛡 SOC 2 Certified 🌐 English ↓ English ✓ 简体中文 日本語 繁體中文 Skip to content Cursor Features Enterprise Pricing Resources ↓ Changelog Blog Docs ↗ Community Learn ↗ Workshops Forum ↗ Careers Features Enterprise Pricing Resources → Sign in Download Blog / research Improving Cursor Tab with online RL Sep 12, 2025 by Jacob Jackson, Phillip Kravtsov & Shomil Jain in research Table of Contents ↑ The problem of noisy suggestions The policy gradient The importance of on-policy data A new Tab model At Cursor, our goal is to make developers an order of magnitude more productive. An important part of that goal is Cursor Tab, our system that predicts your next action across your codebase. Whenever you type a character or move your cursor within the editor, our Tab model tries to predict what you’ll do next, and if it has sufficient confidence, we’ll display its prediction as a suggestion that you can accept by pressing Tab. Our Tab model runs on every user action, handling over 400 million requests per day. As a result, we have a lot of data about which suggestions users accept and reject. This post describes how we use this data to improve Tab using online reinforcement learning. Our approach is unusual because it involves rolling out new models to users frequently throughout the day and using that data for training. Most other LLM providers train on static datasets or use paid labelers, and only roll out a new model to users as part of a named model release every few months. # The problem of noisy suggestions We try to keep the accept rate of Tab suggestions high. If the accept rate is low, it means we’re showing too many incorrect suggestions, which is distracting and disrupts the flow of coding. Achieving a high accept rate isn’t just about making the model smarter, but also knowing when to suggest and when not to. Sometimes there simply isn’t enough information to know what action the user is going to take: even if the model had perfect knowledge and reasoning ability, it wouldn’t know what the user will do. In these situations, we shouldn’t suggest anything. To increase the accept rate of the model’s suggestions, one simple approach is to train a separate model to predict whether the suggestion will be accepted. In 2022, Parth Thakkar found that GitHub Copilot used this approach , deriving a “contextual filter score” using a logistic regression model taking 11 features as inputs, including the programming language, whether the previous suggestion was accepted or rejected, the trailing characters before the user’s cursor, and other features. It’s unknown what signal this model was trained to predict, but our best guess is that it’s predicting the likelihood that the user will accept a suggestion if one is shown. When the score is lower than 15%, the suggestion is skipped and nothing is shown. This solution is viable, but we wanted a more general mechanism that reused the powerful representation of the code learned by the Tab model. Instead of filtering out bad suggestions, we wanted to alter the Tab model to avoid producing bad suggestions in the first place. Therefore, we opted to use policy gradient methods instead. # The policy gradient Policy gradient methods are a general way to optimize a “policy” (in this case, the Tab model) to increase a “reward”. The reward is a number that we assign to every action taken by the policy. By using a policy gradient algorithm, we can update the policy so that it gets a higher average reward in the future. These algorithms work by allowing the policy to behave randomly, observing which actions lead to high or low reward, and then positively reinforcing the actions that led to high reward, while negatively reinforcing the actions that led to low reward. To use policy gradient methods to improve Tab, we defined a reward that encourages accepted suggestions while discouraging showing suggestions to the user that aren’t accepted. Let’s say we want the model to show a suggestion if its chance of being accepted is at least 25%. Then we could assign a reward of 0.75 for accepted suggestions, a reward of -0.25 for rejected suggestions, and a reward of 0 if no suggestion is shown. If the accept chance is p , then the expected reward if the suggestion is shown is 0.75 p-0.25 (1-p), which is positive exactly when p > 0.25. So a policy acting to maximize reward will suggest when it estimates the accept chance is at least 25% and show nothing otherwise. In practice, we use a more complicated reward that accounts for the size of the suggestion as well as the possibility of jumping to other locations in the code and showing more suggestions, but this illustrates the core idea: rather than explicitly modeling the accept rate, we learn a policy that targets a particular accept rate. Presumably, the model learns in its internal representations a model of the acceptance probability (or at least a model of whether it exceeds 25%), but we leave that up to the optimizer. # The importance of on-policy data To obtain the policy update, we rely on a remarkable fact called the Policy Gradient Theorem, which states that if a policy π ( a ∣ s , θ ) specifies a distribution over actions a in states (i.e. the state of the user’s codebase) s ∼ P ( s ) parameterized by θ , and the reward is J ( θ ) = E s ∼ P , a ∼ π [ R ( s , a )] , then the gradient of the reward is given by: ∇ θ J ( θ ) = E s ∼ P ( s ) , a ∼ π ( a ∣ s , θ ) [ ∇ θ lo g π ( a ∣ s , θ ) ⋅ R ( s , a ) ] This is useful because it’s tractable to estimate the right-hand side: we can obtain samples of states and actions s ∼ P , a ∼ π by sampling from the suggestions shown on user requests, we can compute π ( a ∣ s , θ ) using a framework like PyTorch, and we can compute R ( s , a ) by looking at whether the user accepted the suggestion. So we can use this equation to get an unbiased estimate of ∇ J ( θ ) , allowing us to improve the policy through stochastic gradient descent. However, this only works if the actions are sampled from the policy being optimized. Once we’ve updated the policy, we no longer have samples from the policy being optimized — we only have samples from the previous policy. To get fresh “on-policy” samples, we need to deploy the new model to users and see how it behaves. That meant we needed good infrastructure in order to quickly deploy a new checkpoint and minimize the time taken between a suggestion being shown to a user and that data making its way to the next step of our training process. Currently, it takes us 1.5 to 2 hours to roll out a checkpoint and collect the data for the next step. While this is fast relative to what is typical in the AI industry, there is still room to make it much faster. # A new Tab model Using the methods described here, we’ve trained a new Tab model that is now the default in Cursor. This model makes 21% fewer suggestions than the previous model while having a 28% higher accept rate for the suggestions it makes. We hope this improves your coding experience and plan to develop these methods further in the future. Filed under: research Author s : Jacob Jackson, Phillip Kravtsov & Shomil Jain ← Previous post 1.5x faster MoE training with custom MXFP8 kernels Next post → Improving Java support in Cursor Product Features Enterprise Web Agents Bugbot CLI Pricing Resources Download Changelog Docs ↗ Learn ↗ Forum ↗ Status ↗ Company Careers Blog Community Workshops Students Brand Legal Terms of Service Privacy Policy Data Use Security Connect X ↗ LinkedIn ↗ YouTube ↗ © 2026 Cursor 🛡 SOC 2 Certified 🌐 English ↓ English ✓ 简体中文 日本語 繁體中文 Improving Cursor Tab with online RL · Cursor | 2026-01-13T08:48:01 |
https://dev.to/sofia_carter_d7be84dec7e4 | Sofia Carter - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Follow User actions Sofia Carter 404 bio not found Joined Joined on Nov 4, 2025 More info about @sofia_carter_d7be84dec7e4 Post 0 posts published Comment 1 comment written Tag 0 tags followed Want to connect with Sofia Carter? Create an account to connect with Sofia Carter. You can also sign in below to proceed if you already have an account. Create Account Already have an account? Sign in loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:48:01 |
https://dev.to/devteam | The DEV Team - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Follow Organization actions The DEV Team The hardworking team behind DEV ❤️ The team behind this very platform. 😄 Location NYC Joined Joined on Feb 3, 2016 Twitter logo GitHub logo External link icon Support email yo@dev.to Meet the team Our stack Rails on the backend, Preact on the frontend. Hosted on Heroku. Most traffic routes through Fastly. Post 2659 posts published Member 8 members What was your win this week??? Jess Lee Jess Lee Jess Lee Follow Jan 9 What was your win this week??? # discuss # weeklyretro 24 reactions Comments 39 comments 1 min read Congrats to the AI Agents Intensive Course Writing Challenge Winners! Jess Lee Jess Lee Jess Lee Follow Jan 8 Congrats to the AI Agents Intensive Course Writing Challenge Winners! # googleaichallenge # devchallenge # ai # agents 25 reactions Comments 3 comments 2 min read Join the Algolia Agent Studio Challenge: $3,000 in Prizes! Jess Lee Jess Lee Jess Lee Follow Jan 7 Join the Algolia Agent Studio Challenge: $3,000 in Prizes! # algoliachallenge # devchallenge # agents # webdev 94 reactions Comments 11 comments 5 min read Welcome Thread - v359 Sloan the DEV Moderator Sloan the DEV Moderator Sloan the DEV Moderator Follow Jan 7 Welcome Thread - v359 # welcome 12 reactions Comments 111 comments 1 min read Top 7 Featured DEV Posts of the Week Jess Lee Jess Lee Jess Lee Follow Jan 6 Top 7 Featured DEV Posts of the Week # discuss # top7 24 reactions Comments 13 comments 2 min read Do you have any New Year resolutions or goals? Jess Lee Jess Lee Jess Lee Follow Jan 5 Do you have any New Year resolutions or goals? # discuss # career # accountability 26 reactions Comments 56 comments 1 min read Happy New Year! What was your win this week?! Jess Lee Jess Lee Jess Lee Follow Jan 2 Happy New Year! What was your win this week?! # discuss # weeklyretro 26 reactions Comments 33 comments 1 min read Congrats to the Xano AI-Powered Backend Challenge Winners! Jess Lee Jess Lee Jess Lee Follow Jan 1 Congrats to the Xano AI-Powered Backend Challenge Winners! # xanochallenge # backend # api # ai 23 reactions Comments 4 comments 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 | 2026-01-13T08:48:01 |
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https://neon.tech/docs/import/migrate-intro | Neon data migration guides - Neon Docs This 250+ engineer team replaced shared staging with isolated database branches for safer deploys Neon Docs Search ... Ask AI Log In Sign Up Get started About Connect Connect to Neon Clients & tools Troubleshooting Develop Frontend & Frameworks Frameworks Languages ORMs Backend Data API Neon Auth Postgres RLS AI AI for Agents AI App Starter Kit Tools & Workflows API, CLI & SDKs Local development Integrations (3rd party) Workflows & CI/CD Templates Examples repo Manage Neon platform Plans and billing Neon on Azure Security & compliance Postgres Extensions Postgres guides Compatibility Version support Upgrade PostgreSQL Tutorial Resources Status Support Changelog Roadmap Early access Community Glossary RSS feeds Platform integration Search ... Ask AI Neon Docs Why Neon? Our mission Developer experience Production ready Use cases Start with Neon 1 - Basics 2 - Connect 3 - Branching 4 - Ready for production Migrate to Neon Overview Utilities Import Data Assistant pg_dump / pg_restore pgcopydb Migrate from RDS AlloyDB Azure Cloud SQL Digital Ocean Firebase Heroku MSSQL SQLite MySQL Render Supabase Migrate from a Neon project Schema-only Logical replication Postgres Neon to Neon Supabase RDS AlloyDB Azure Cloud SQL Migration services AWS DMS CSV Sample data / Overview Neon data migration guides Learn how to migrate data to Neon Postgres from different database providers and sources This guide helps you choose the best migration method based on your database size, downtime tolerance, source database type, and technical requirements. Quick guidance If you can't afford downtime, use Logical Replication . For databases under 10GB with some downtime flexibility, Import Data Assistant is the easiest option. For larger databases where downtime is acceptable, choose between pg_dump/restore (simplest) or pgcopydb (fastest). Migration methods Method Best For Database Size Downtime Technical Skill Key Benefit Import Data Assistant Quick migrations Under 10GB Minimal (minutes–hours) Low Easiest - fully automated pg_dump/restore Standard migrations Any size Required Medium Reliable and well-tested pgcopydb Large databases 10GB+ Required Medium Parallel processing - fast Logical Replication Production workloads Any size Near-zero High Minimal downtime pgloader Non-Postgres sources Any size Required Medium Handles MySQL, MSSQL, SQLite AWS DMS Multi-source or custom transformations Any size Minimal (minutes–hours) High Advanced transformation rules Provider-specific guides For step-by-step instructions tailored to specific databases or providers, see MySQL , MSSQL , SQLite , Heroku , Supabase , Render , Azure , Digital Ocean , Firebase , or another Neon project . Logical replication guides For near-zero downtime migrations using logical replication, see guides for AWS RDS , Google Cloud SQL , AlloyDB , Azure , Supabase , PostgreSQL , or Neon to Neon . Other imports Import data from CSV — Import data from CSV files using psql Import sample data — Try Neon with sample datasets Migrate schema only — Migrate just the schema without data Need help? Join our Discord Server to ask questions or see what others are doing with Neon. For paid plan support options, see Support . Previous 4 - Ready for production Next Import Data Assistant Last updated on January 9, 2026 Was this page helpful? Yes No Thank you for your feedback! On this page Migration methods Provider-specific guides Logical replication guides Other imports Need help? Copy page as markdown Edit this page on GitHub Open in ChatGPT Neon Docs Neon A Databricks Company Neon status loading... Made in SF and the World Copyright Ⓒ 2022 – 2026 Neon, LLC Company About Blog Careers Contact Sales Partners Security Legal Privacy Policy Terms of Service DPA Subprocessors List Privacy Guide Cookie Policy Business Information Resources Docs Changelog Support Community Guides PostgreSQL Tutorial Startups Creators Social Discord GitHub x.com LinkedIn YouTube Compliance CCPA Compliant GDPR Compliant ISO 27001 Certified ISO 27701 Certified SOC 2 Certified HIPAA Compliant Compliance Guide Neon’s Sub Contractors Sensitive Data Terms Trust Center | 2026-01-13T08:48:01 |
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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 DEV Help The latest help documentation, tips and tricks from the DEV Community. Help > Reacting, Commenting and Engaging Reacting, Commenting and Engaging In this article Reactions Comments Active Engagement The DEV Community Newsletter & DEV Digest Writing Challenges & Content Campaigns (see also: Badges) Discussionsdiscuss Common Questions Q: How does comment threading work? Connect with the community, and discover advanced strategies for boosting engagement. Reactions Reactions allow you to express how you feel about articles on DEV and show your appreciation for the authors. You will find the reaction buttons at the top left corner of an article. Here's what (we think) they mean: ❤️ Love it. Default reaction showing appreciation for the article or author. 🦄 Exceptional. 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You can respond to flattened-out threads by replying to the last comment in the overall thread. 💎 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 | 2026-01-13T08:48:01 |
https://neon.tech/use-cases/database-per-tenant | One Database per User, Zero Complexity This 250+ engineer team replaced shared staging with isolated database branches for safer deploys Neon Product Database Autoscaling Automatic instance sizing Branching Faster Postgres workflows Bottomless storage With copy-on-write Instant restores Recover TBs in seconds Connection pooler Built-in with pgBouncer Ecosystem Neon API Manage infra, billing, quotas Auth Add authentication Data API PostgREST-compatible Instagres No-signup flow Migration guides Step-by-step What is Neon? Serverless Postgres, by Databricks Solutions Use cases Serverless Apps Autoscale with traffic Multi-TB Scale & restore instantly Database per Tenant Data isolation without overhead Platforms Offer Postgres to your users Dev/Test Production-like environments Agents Build full-stack AI agents For teams Startups Build with Neon Security Compliance & privacy Case studies Explore customer stories Docs Pricing Company Blog About us Careers Contact Discord 20.7k Log In Sign Up One Database per User, Zero Complexity Give every end-user a dedicated Postgres database with full isolation. Meet compliance requirements, eliminate noisy neighbors, and scale without friction. Summary Neon makes it easy to isolate each tenant in their own Postgres database with instance-level isolation, without the cost or complexity this architecture requires on other services (like AWS RDS). No more noisy neighbors - Every customer runs on a separate Neon project, ensuring stable performance and reducing cross-tenant risk. Simplified compliance - Meet strict data privacy and residency requirements with per-tenant isolation and regional project placement. Scale each tenant independently - Neon autoscales compute and storage per customer, without over-provisioning—and scales you down, too. Instant per-customer recovery - If there’s an issue (or a customer request), you can instantly roll back any tenant’s database without affecting the rest of your fleet. API-first management - Provision, scale, and manage all your Neon projects programmatically—one engineer can manage thousands of tenants. Sign up using this link to claim $100 off your first invoice, and follow this guide to get started. Why database-per-user? One of the first design decisions you’ll face when building an application with Postgres is how to organize your multitenancy. For certain use cases, adopting a database-per-tenant approach is the most beneficial: Meet strict data privacy requirements - If you’re operating a B2B SaaS platform with customers in regulated industries, they may require maximum data isolation at the instance level. A database-per-tenant approach allows you to meet these stringent data privacy demands by offering each customer their own isolated database. Comply with regional data regulations - In cases where data regulations require customer data to be stored within specific regions, creating separate databases in each region provides a straightforward path to compliance. Simplify management - If your customers require isolated workflows like backups, PITR, or migrations, database-per-tenant makes these easier to manage without cross-tenant risk. Avoiding noisy neighbors - When customers share an instance, a spike in usage from one tenant can degrade performance for others. Isolating tenants ensures consistent performance. Scaling database-per-user architectures in AWS is not a good idea Managed Postgres services like Amazon RDS weren’t designed for high-volume, database-per-tenant use cases. While you can technically isolate each customer with their own database, doing so at scale becomes operationally and financially unsustainable. There are two common paths teams take—both with major drawbacks: 1. Cramming thousands of databases into a single RDS instance Many teams try to save money by putting all their tenants into one large RDS instance. But this leads to: Single point of failure - If that instance goes down, all of your customers are impacted. Noisy neighbors - Resource-hungry tenants can degrade performance for others sharing the same compute. Complex maintenance - Backups, PITR, monitoring, and upgrades become harder to manage when they're tied to a massive shared instance. Rigid scaling - You can’t scale individual tenants—you have to scale the entire instance, often overpaying for idle capacity. 2. Spinning up one RDS instance per tenant This approach gives you the isolation you’re looking for, but it comes at a steep cost—both in dollars and engineering time. The truth is, RDS was never designed for this kind of architecture: Expensive and wasteful - Each RDS instance has a baseline cost, even when idle. Multiply that across hundreds or thousands of tenants, and your bill quickly becomes unsustainable. Storage also doesn’t scale down: once it grows, you’re stuck paying for it. No dynamic scaling - RDS instances don’t autoscale. Resizing compute often requires manual intervention—and in many cases, downtime. High operational burden - You’ll soon need a dedicated team just to handle instance provisioning, monitoring, patching, and scaling logistics. Even basic tasks become complex at scale. Slow setups - Spinning up a new RDS instance can take minutes, not seconds—far from ideal from the end-user experience. Our customers require their data to live in an isolated database, but implementing this in RDS was cumbersome and expensive Joey Teunissen - CTO at Opusflow Postgres the way multi-tenant SaaS was meant to work Neon reimagines Postgres for modern SaaS. With serverless infrastructure, autoscaling, and scale-to-zero, Neon eliminates the overhead that typically makes database-per-tenant architectures so hard to manage. Each customer lives in their own isolated project, and everything—from provisioning to recovery—is API-driven. You get true instance-level isolation without the cost or complexity of managing thousands of traditional Postgres instances. One project per customer A Neon project is the logical equivalent of an "instance", but without the operational heaviness. Each customer's data is completely isolated You can run independent PITRs for a single tenant without affecting your entire fleet You can deploy projects in specific regions to meet local compliance requirements You avoid noisy neighbors entirely—no resource contention between tenants Scale each tenant independently In RDS, you’d have to choose an instance size and disk allocation up front—and scale manually as usage changes. With Neon, compute autoscales on demand, and storage grows and shrinks automatically. You don’t need to provision compute or storage in advance. Every tenant gets their own resources, and those resources scale automatically based on usage. No manual resizing, no idle waste. No more over-provisioning - Your busiest customers get more power when they need it. Everyone else runs lean—or not at all. Scale to zero when idle - If a tenant isn’t using their database, Neon pauses compute and you pay nothing until they return. Fine-grained control - Set compute limits, quotas, and performance policies per tenant to match their plan or use case. info Keep reading about how compute autoscaling works in Neon. Rollback a single customer in seconds In most managed Postgres services like RDS, restoring a database is a slow, manual process. It typically involves spinning up a new instance from a snapshot, waiting several minutes (or longer), and restoring all databases that lived inside that instance—whether or not they were affected. Neon takes a completely different approach. Thanks to our copy-on-write storage engine, Neon lets you restore databases to any previous moment instantly —with no downtime, no data duplication, and no need to preconfigure backups. You can restore just one customer’s database (project) to any point in time—within seconds. You don’t affect other tenants, because recovery operations are fully isolated. You don’t have to spin up new infrastructure—recovery happens in place, with zero operational overhead. This is especially valuable in B2B SaaS platforms, where customers may request a rollback to a specific date due to data errors, user mistakes, or compliance requirements. With Neon, you can fulfill these requests in seconds—without escalation, without disruption, and without touching the rest of your fleet. info Learn more about how instant restore works in Neon. API-first management Neon was built to help you manage thousands of Postgres databases like they’re one. Every operation—provisioning, configuring, scaling, restoring, deleting—is available via our public API. This enables you to fully automate your database lifecycle and manage a massive tenant fleet with minimal engineering effort. Provision at scale - Create new databases for customers programmatically, in milliseconds, with no infrastructure to manage or pre-allocate. Track usage and enforce limits - Set per-project quotas for storage, compute, and active time to align with your pricing tiers or customer plans. Control costs at the tenant level - Monitor usage and apply automated limits or alerts before tenants exceed plan thresholds. Billing aligned to actual usage - Neon’s pricing is based on consumption—not provisioned capacity—so you only pay for what each tenant uses. One engineer can manage thousands of tenants - With the right automation in place, there's no need for a large DevOps team. Info Explore the Neon API documentation and start building. Data compliance and security When you're building a multi-tenant SaaS platform—especially in regulated industries—data privacy and compliance aren’t optional. With Neon, instance-level isolation is built into the architecture, making it easier to meet the strictest customer and regulatory requirements. True data isolation - Each customer lives in their own Neon project, with completely separate compute and storage. There's no risk of cross-tenant data access or resource contention. Regional project placement - Deploy tenant data in specific geographic regions to meet data residency requirements like GDPR, HIPAA, or industry-specific regulations. Access control at the project level - Assign unique credentials and connection strings per tenant, and manage access on a per-project basis. Audit-friendly recovery workflows - Instant, per-tenant PITR enables precise rollback to any point in time—helping you meet data retention and recovery SLAs. Enterprise-level security - All Neon projects use TLS for connections, and built-in encryption is applied to data at rest and in transit. Info Review our security page for details on compliance, SLAs, and our full security commitments. Development environments To take advantage of database branching workflows for dev/test whithin a project-per-tenant design, create a separate Neon project as your single non-prod environment . The methodology: Load your testing data to the main branch. This main branch acts as the primary source for all dev/test environments (they can be hundreds). To instantly create ephemeral environments, derive child branches from the main branch. These branches are fully isolated resource-wise and already include an up-to-date copy of the testing dataset. They can then be synced with the main branch with just one click. Once the work is complete, ephemeral dev/test environments (child branches) can be deleted automatically via your CI/CD. Info Read more about how to do dev/test environments in Neon using branches. Start building Sign up today and claim $100 in credits when you upgrade. Claim offer Last updated on August 23, 2024 Was this page helpful? Yes No Thank you for your feedback! On this page Why database-per-user? Scaling database-per-user architectures in AWS is not a good idea 1. Cramming thousands of databases into a single RDS instance 2. Spinning up one RDS instance per tenant Postgres the way multi-tenant SaaS was meant to work One project per customer Scale each tenant independently Rollback a single customer in seconds API-first management Data compliance and security Development environments Suggest edits Back to top Neon A Databricks Company Neon status loading... Made in SF and the World Copyright Ⓒ 2022 – 2026 Neon, LLC Company About Blog Careers Contact Sales Partners Security Legal Privacy Policy Terms of Service DPA Subprocessors List Privacy Guide Cookie Policy Business Information Resources Docs Changelog Support Community Guides PostgreSQL Tutorial Startups Creators Social Discord GitHub x.com LinkedIn YouTube Compliance CCPA Compliant GDPR Compliant ISO 27001 Certified ISO 27701 Certified SOC 2 Certified HIPAA Compliant Compliance Guide Neon’s Sub Contractors Sensitive Data Terms Trust Center | 2026-01-13T08:48:01 |
https://aws.amazon.com/blogs/developer/end-of-support-for-windows-powershell-2/ | End-of-support for Windows PowerShell 2 | AWS Developer Tools Blog Skip to Main Content Filter: All English Contact us AWS Marketplace Support My account Search Filter: All Sign in to console Create account AWS Blogs Home Blogs Editions AWS Developer Tools Blog End-of-support for Windows PowerShell 2 by Norm Johanson on 01 JUN 2020 in .NET , AWS SDK for .NET , AWS Tools for PowerShell Permalink Share Following the end of support of Windows Server 2008 R2, in March 2020 we announced that we require Windows PowerShell 3.0+ and .NET Framework 4.5+ as prerequisite for all new releases of AWSPowerShell. As of June 1st, 2020 we no longer release new AWSPowerShell versions compatible with Windows PowerShell 2. The existing versions of AWSPowerShell that are compatible with Windows PowerShell 2 and .NET Framework 3.5 will continue to be available for download from PowerShell Gallery, but will not be updated or supported. Norm Johanson Norm Johanson has been a software developer for more than 25 years developing all types of applications. Since 2010 he has been working for AWS focusing on the .NET developer experience at AWS. You can find him on Twitter @socketnorm and GitHub @normj. Resources Developer Resources & Community Open Source Repos Twitch Live Coding Labs on Github Follow Instagram Reddit Twitter Facebook LinkedIn Twitch Email Updates {"data":{"items":[{"fields":{"footer":"{\n \"createAccountButtonLabel\": \"Create an AWS account\",\n \"createAccountButtonURL\": \"https://portal.aws.amazon.com/gp/aws/developer/registration/index.html?nc1=f_ct&src=footer_signup\",\n \"backToTopText\": \"Back to top\",\n \"eoeText\": \"Amazon is an Equal Opportunity Employer: Minority / Women / Disability / Veteran / Gender Identity / Sexual Orientation / Age.\",\n \"copyrightText\": \"© 2025, Amazon Web Services, Inc. or its affiliates. All rights reserved.\",\n \"items\": [\n {\n \"name\": \"Learn\",\n \"linkURL\": \"\",\n \"items\": [\n {\n \"heading\": \"What Is AWS?\",\n \"linkURL\": \"/what-is-aws/?nc1=f_cc\"\n },\n {\n \"heading\": \"What Is Cloud Computing?\",\n \"linkURL\": \"/what-is-cloud-computing/?nc1=f_cc\"\n },\n {\n \"heading\": \"What Is Agentic AI?\",\n \"linkURL\": \"/what-is/agentic-ai/?nc1=f_cc\"\n },\n {\n \"heading\": \"Cloud Computing Concepts Hub\",\n \"linkURL\": \"/what-is/?nc1=f_cc\"\n },\n {\n \"heading\": \"AWS Cloud Security\",\n \"linkURL\": \"/security/?nc1=f_cc\"\n },\n {\n \"heading\": \"What's New\",\n \"linkURL\": \"/new/?nc1=f_cc\"\n },\n {\n \"heading\": \"Blogs\",\n \"linkURL\": \"/blogs/?nc1=f_cc\"\n },\n {\n \"heading\": \"Press Releases\",\n \"linkURL\": \"https://press.aboutamazon.com/press-releases/aws\"\n }\n ]\n },\n {\n \"name\": \"Resources\",\n \"linkURL\": \"\",\n \"items\": [\n {\n \"heading\": \"Getting Started\",\n \"linkURL\": \"/getting-started/?nc1=f_cc\"\n },\n {\n \"heading\": \"Training\",\n \"linkURL\": \"/training/?nc1=f_cc\"\n },\n {\n \"heading\": \"AWS Trust Center\",\n \"linkURL\": \"/trust-center/?nc1=f_cc\"\n },\n {\n \"heading\": \"AWS Solutions Library\",\n \"linkURL\": \"/solutions/?nc1=f_cc\"\n },\n {\n \"heading\": \"Architecture Center\",\n \"linkURL\": \"/architecture/?nc1=f_cc\"\n },\n {\n \"heading\": \"Product and Technical FAQs\",\n \"linkURL\": \"/faqs/?nc1=f_dr\"\n },\n {\n \"heading\": \"Analyst Reports\",\n \"linkURL\": \"/resources/analyst-reports/?nc1=f_cc\"\n },\n {\n \"heading\": \"AWS Partners\",\n \"linkURL\": \"/partners/work-with-partners/?nc1=f_dr\"\n }\n ]\n },\n {\n \"name\": \"Developers\",\n \"linkURL\": \"\",\n \"items\": [\n {\n \"heading\": \"Builder Center\",\n \"linkURL\": \"/developer/?nc1=f_dr\"\n },\n {\n \"heading\": \"SDKs & Tools\",\n \"linkURL\": \"/developer/tools/?nc1=f_dr\"\n },\n {\n \"heading\": \".NET on AWS\",\n \"linkURL\": \"/developer/language/net/?nc1=f_dr\"\n },\n {\n \"heading\": \"Python on AWS\",\n \"linkURL\": \"/developer/language/python/?nc1=f_dr\"\n },\n {\n \"heading\": \"Java on AWS\",\n \"linkURL\": \"/developer/language/java/?nc1=f_dr\"\n },\n {\n \"heading\": \"PHP on AWS\",\n \"linkURL\": \"/developer/language/php/?nc1=f_cc\"\n },\n {\n \"heading\": \"JavaScript on AWS\",\n \"linkURL\": \"/developer/language/javascript/?nc1=f_dr\"\n }\n ]\n },\n {\n \"name\": \"Help\",\n \"linkURL\": \"\",\n \"items\": [\n {\n \"heading\": \"Contact Us\",\n \"linkURL\": \"/contact-us/?nc1=f_m\"\n },\n {\n \"heading\": \"File a Support Ticket\",\n \"linkURL\": \"https://console.aws.amazon.com/support/home/?nc1=f_dr\"\n },\n {\n \"heading\": \"AWS re:Post\",\n \"linkURL\": \"https://repost.aws/?nc1=f_dr\"\n },\n {\n \"heading\": \"Knowledge Center\",\n \"linkURL\": \"https://repost.aws/knowledge-center/?nc1=f_dr\"\n },\n {\n \"heading\": \"AWS Support Overview\",\n \"linkURL\": \"/premiumsupport/?nc1=f_dr\"\n },\n {\n \"heading\": \"Get Expert Help\",\n \"linkURL\": \"https://iq.aws.amazon.c | 2026-01-13T08:48:01 |
https://www.finalroundai.com/ru/ai-mock-interview | Get Started Loading... AI Mock Interview Pricing ИИ-собеседование Практикуйтесь в собеседованиях в любое время с ИИ-интервьюером, который задает реалистичные вопросы и предоставляет мгновенную обратную связь. Он адаптируется к описанию вашей вакансии и уровню опыта, чтобы помочь вам улучшить ответы и обрести уверенность. ИИ-собеседование работает 24/7 без необходимости планирования или времени на подготовку. Попробуйте Final Round AI - Это Бесплатно Реалистичная практика Полезные советы Максимальный эффект Инженер ИИ Подготовьтесь к собеседованию по ИИ в Microsoft с пробными вопросами для повышения уверенности. Начать собеседование Инженер платформы Подготовьтесь к собеседованию на должность инженера платформы в Netflix с пробными вопросами для повышения уверенности. Начать собеседование Инженер-исследователь Подготовьтесь к собеседованию на должность инженера-исследователя в OpenAI с пробными вопросами для повышения уверенности. 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Наш инструмент ИИ-собеседования работает 24/7, so вы можете практиковаться, когда хотите — рано утром, в обеденный перерыв или поздно ночью. Вопросы, созданные для вашей работы Получайте вопросы для собеседования, разработанные specifically для вашей роли. Готовитесь ли вы к позициям в software engineering, маркетинге или финансах, наш ИИ создает relevant сценарии, с которыми вы действительно столкнетесь. Превратите слабости в сильные стороны Даже небольшие flaws в ваших ответах могут повредить вашим шансам. Наш ИИ-интервьюер помогает вам: Исправить слабые места в ваших ответах, чтобы избежать неловких пауз Улучшить повествование с помощью убедительных stories, которые выделяются Построить уверенность через практику и тренировку хладнокровия Помощь с ИИ-собеседованием для инженеров, выпускников и фрилансеров Откройте для себя более умную подготовку к собеседованиям с seamless интеграциями ИИ, персонализированными под ваш карьерный путь. Final Round AI Инженерия & Технологии Final Round AI Банкинг & Финансы Final Round AI Фрилансеры & Подрядчики Final Round AI Фрилансеры & Подрядчики Проходите ли вы собеседование в сфере маркетинга, консалтинга, финансов или здравоохранения, Interview Copilot адаптируется к вашей отрасли. Его продвинутый ИИ для собеседований помогает адаптировать ваши ответы и направлять вас в реальном времени, чтобы вы могли выступать уверенно. Я Готов к Более Умным Собеседованиям Final Round AI Vs Traditional Tools Curious how we really compare? Here's how Final Round AI stacks up against traditional coaches and other AI tools on the market. Ready to ditch outdated prep and try the smarter way? Try Final Round AI – It's Free Traditional Coaching Final Round AI Other AI Tools Personalized to Your Job Role Often generic across industries Personalized to Your Job Role Tailored to your resume + role Personalized to Your Job Role Limited customization Real-Time Feedback Delayed or after session ends Real-Time Feedback Real-time, actionable insights Real-Time Feedback Often vague or delayed Behavioral & Technical Questions But may require multiple sessions Behavioral & Technical Questions Covers both with specific formats Behavioral & Technical Questions May focus on one, not both Language Support (29+ Languages) Typically only English Language Support (29+ Languages) Global accessibility Language Support (29+ Languages) Limited language support Practice Anytime (24/7 Access) Must coordinate times Practice Anytime (24/7 Access) No scheduling required Practice Anytime (24/7 Access) Some limited access Visual Feedback & Analytics No analytics Visual Feedback & Analytics Performance insights after every round Visual Feedback & Analytics Basic or no performance data Affordability $100+ per session Affordability Free plan + optional upgrades Affordability Subscription only Что соискатели говорят о Final Round AI Смотреть больше отзывов Senior Software Engineer Inourie How AI Helped Land a Dream Job Senior Software Engineer Emily How AI Helped Land a Dream Job Senior Software Engineer Joe How AI Helped Land a Dream Job Senior Technical Program Manager Nizar How AI Helped Land a Dream Job product manager Yoon How AI Helped Land a Dream Job Senior Software Engineer Anubhav How AI Helped Land a Dream Job Senior Software Engineer Inourie How AI Helped Land a Dream Job Senior Software Engineer Emily How AI Helped Land a Dream Job Senior Software Engineer Joe How AI Helped Land a Dream Job Senior Technical Program Manager Nizar How AI Helped Land a Dream Job product manager Yoon How AI Helped Land a Dream Job Senior Software Engineer Anubhav How AI Helped Land a Dream Job Senior Software Engineer Inourie How AI Helped Land a Dream Job Senior Software Engineer Emily How AI Helped Land a Dream Job Senior Software Engineer Joe How AI Helped Land a Dream Job Senior Technical Program Manager Nizar How AI Helped Land a Dream Job product manager Yoon How AI Helped Land a Dream Job Senior Software Engineer Anubhav How AI Helped Land a Dream Job Часто задаваемые вопросы Что такое ИИ-собеседование и как работает Final Round AI? Пробное собеседование — это тренировочная сессия, которая имитирует реальный опыт собеседования при приеме на работу. Это помогает вам репетировать ответы на распространенные вопросы собеседования, понимать, что ищут работодатели, и определять области, которые нуждаются в доработке. Consider это безопасным пространством для совершения ошибок, обучения на них и оттачивания ваших ответов без каких-либо реальных последствий. Final Round AI выводит эту концепцию на новый уровень с практикой на основе ИИ, которая имитирует реальные сценарии собеседования для вашей конкретной должности. Она не только задает вопросы; она дает обратную связь в реальном времени о ваших ответах, тоне, темпе и подаче. Это все равно что иметь умного, беспристрастного коуча, который помогает вам становиться лучше с каждым занятием. Кому следует использовать ИИ-собеседования от Final Round AI? Это идеально для Студентов и новичков, готовящихся к своим первым собеседованиям, Людей, меняющих работу и переходящих в новые отрасли, Специалистов среднего и высшего звена, готовящихся к собеседованиям с высокими ставками, Любого, кто нервничает или не уверен, как структурировать свои ответы. Как использовать ИИ-собеседования? Войдите в свою учетную запись Final Round AI, Выберите инструмент Пробное собеседование, Выберите свою должность или загрузите описание вакансии, Начните отвечать на вопросы, сгенерированные ИИ, вслух, Получайте обратную связь мгновенно после каждого вопроса и итоговый отчет в конце. Какая платформа предлагает самый реалистичный опыт пробного собеседования? Final Round AI выделяется реализмом, потому что она имитирует реальные собеседования на основе вашей роли и отрасли. Она оценивает не только то, что вы говорите, но и то, как вы это говорите, помогая вам звучать более естественно, уверенно и структурированно. Какова цель пробного собеседования? Основная цель — практиковаться под давлением в безопасной обстановке. Это помогает вам отточить свое повествование, исключить слова-паразиты (такие как 'ээ', 'ну') и плавно справляться с неожиданными вопросами, все это увеличивает ваши шансы на успех в реальных собеседованиях. Чему можно научиться на пробном собеседовании? Вы узнаете, как структурировать ответы с использованием таких frameworks, как STAR или других, Какие части ваших ответов неясны или слишком длинны, Соответствуют ли ваш тон и темп должности, Как улучшить свое присутствие и артикуляцию. Каковы преимущества пробного собеседования? Повышает уверенность, Снижает тревожность, Улучшает подачу и ясность, Помогает вам самооцениваться и вносить целевые улучшения, Позволяет осознать слепые зоны до реального собеседования. Как я могу получить обратную связь о своих результатах пробного собеседования? С Final Round AI вы получите подробный отчет о производительности immediately после вашей сессии. Он включает обратную связь о качестве ответа, тоне, словах-паразитах и ясности, so вы можете отслеживать прогресс и практиковаться более эффективно. Как пробное собеседование Final Round AI имитирует реальные собеседования? Пробное собеседование Final Round AI использует передовой ИИ для генерации реалистичных вопросов, specific для вакансии, анализа ответов и предоставления мгновенной обратной связи, чтобы помочь пользователям подготовиться к собеседованиям в реальном мире. Какие типы вопросов задает ИИ-собеседование? ИИ-собеседование охватывает широкий спектр вопросов, включая поведенческие вопросы (например, метод STAR), технические вопросы, отраслевые вопросы и часто задаваемые вопросы на собеседованиях с HR. Предоставляет ли ИИ-собеседование оценку и советы по улучшению? Да, ИИ-собеседование присваивает оценку на основе ясности, уверенности и релевантности. Оно также предоставляет действенные советы по улучшению, чтобы помочь пользователям улучшить свои навыки прохождения собеседований. Чем пробное собеседование Final Round AI отличается от других онлайн-инструментов для собеседований? Final Round AI предлагает оценку и анализ в реальном времени, обратную связь в реальном времени, вопросы для собеседования, specific для вакансии, и персонализированные coaching insights для улучшения готовности к собеседованиям. Могу ли я практиковать поведенческие и технические вопросы собеседования с Final Round AI? Да, Final Round AI предлагает как поведенческие (HR, лидерство, teamwork), так и технические (кодирование, отраслевые) вопросы для собеседования, чтобы обеспечить всестороннюю подготовку. Является ли ИИ-собеседование Final Round AI бесплатным или платным? Final Round AI предлагает как бесплатные, так и платные пробные собеседования. Бесплатная версия предоставляет базовую практику собеседований, в то время как премиум-версия включает углубленный анализ и персонализированный коучинг. 100k+ reviews Land Your Dream Job with Final Round AI Today Transform your interview skills with Final Round AI's AI interview practice. Start now and land your dream job with confidence. You've done the prep—now it's time to practice smarter. Get started for Free Company About Contact Us Referral Program More Products Interview Copilot AI Mock Interview AI Resume Builder More AI Tools Coding Interview Copilot AI Career Coach Resume Checker More Resources Blog Hirevue Interviews Phone Interviews More Refund Policy Privacy Policy Terms & Conditions Disclaimer: This platform provides guidance, resources, and support to enhance your job search. However, securing employment within 30 days depends on various factors beyond our control, including market conditions, individual effort, and employer decisions. We do not guarantee job placement within any specific timeframe. © 2025 Final Round AI, 188 King St, Unit 402 San Francisco, CA, 94107 Бесплатное ИИ-собеседование - Практика собеседований с ИИ | 2026-01-13T08:48:01 |
http://poewiki.net | The Path of Exile Wiki Path of Exile Wiki From Path of Exile Wiki Jump to navigation Jump to search The Path of Exile Wiki This is the official Path of Exile wiki, maintained by the community and hosted by Grinding Gear Games . Sign up to become an editor and join us on our Discord server . 16,202 articles 132,358 pages 45 active editors 1,605,454 edits Path of Exile: Keepers of the Flame Click to load content Path of Exile: Keepers of the Flame was released along with the start of Keepers league on October 31st at 7:00pm UTC. Contribute to the community by helping update the wiki . Project: Path of Exile 2 Wiki Check out our sister wiki project, the Path of Exile 2 Wiki ! Path of Exile 2 is now in Early Access! Join our Discord server and contribute your edits and suggestions to the PoE2 wiki. Latest version 3.27.0f December 12, 2025 History News Jan 09 Weekend Stash Tab Sale Nov 24 Concept Art - Keepers of the Flame League and Kirac’s Vault Pass Nov 23 Keepers of the Flame Uber Boss Kill Event Winners Nov 19 Keepers of the Flame Uber Boss Kill Event Highlights Equipment Equipment is crucial to an exile 's survival and combat effectiveness. Weapons Off‑hand Armour Jewellery Itemisation Magic and rare items have random affixes that determine their modifiers . Unique items have a fixed list of modifiers and distinct names and artwork. Crafting Currency items serve various functions, most notably in trading and crafting equipment , gems , jewels , maps , and strongboxes . The Crafting Bench , harvest crafting and beastcrafting offer additional options for crafting items. Vendors Vendors barter their items in exchange for currency . Selling items to a vendor utilizes the vendor recipe system to determine which items he will offer in return. Sets of divination cards can be exchanged for certain items. Exiles The seven character classes are distinguished by: Start location on the passive skill tree Ascendancy classes Quest rewards Base attributes Appearance and voice The world Convicts from Oriath are exiled to the forsaken continent of Wraeclast . The storyline is divided into ten acts . • Complete storyline quests • Challenge the Lord's Labyrinth • Delve into the Azurite Mine • Clear missions from masters • Build a personal hideout • Defeat the Pantheon • Discover the Rogue Harbour • Explore the Atlas of Worlds Leagues Leagues have their own economies and character ladders. Challenge leagues run for a limited time. Characters who die in hardcore leagues are moved to Standard league. Races and tournaments are scheduled events in which players compete for prizes. Skills Skill gems are socketed into equipment to grant new skills . Attacks Spells Curses Warcries Auras Minions Totems Traps Support gems are linked with skill gems to enhance their effects. Passive skills improve all manner of attributes and stats . Jewels placed onto the passive skill tree provide additional bonuses. Game mechanics Understanding the game mechanics is important for successful character builds . Attributes Life Mana Accuracy Defences Resistances Block Dodge Movement Speed Charges Buffs Melee Projectile Area of Effect Dual Wielding Damage Types Damage Conversion Damage Reflection Critical Strike Stun Knockback Status Ailments Rarity Quality Item Level Modifiers Sockets Drop Rate Experience Partying Retrieved from " https://www.poewiki.net/index.php?title=Path_of_Exile_Wiki&oldid=1580908 " Category : Path of Exile Wiki Hidden category: Pages with RSS feeds Navigation menu Personal tools Create account Log in Namespaces Main Page Discussion English Views Read View source History More Navigation Main page Community portal Recent changes Random article Wiki Discord PoE Links Official Trade Forums Websites Apps PoE2 Wiki Tools What links here Related changes Special pages Printable version Permanent link Page information Page values This page was last edited on 1 November 2025, at 16:12. Content is available under Creative Commons Attribution-NonCommercial 3.0 Unported unless otherwise noted. Privacy policy About Path of Exile Wiki Disclaimers | 2026-01-13T08:48:01 |
https://design.forem.com/t/nocode | Nocode - 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 # nocode Follow Hide Discussing tools and platforms for building without writing code Create Post Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu How to Write Branching Dialogue Without Code (and Stay in Your Creative Flow) Mitch Mitch Mitch Follow Oct 15 '25 How to Write Branching Dialogue Without Code (and Stay in Your Creative Flow) # tools # resources # nocode # designprocess Comments Add Comment 5 min read Jesse Showalter: Framer's Game-Changing On-Page Editor Revealed Design YouTube Design YouTube Design YouTube Follow Aug 6 '25 Jesse Showalter: Framer's Game-Changing On-Page Editor Revealed # webdesign # design # nocode # tools Comments Add Comment 1 min read How to Vibe Code a Web Scraper for Non-Coders Tim Edwards Tim Edwards Tim Edwards Follow Aug 22 '25 How to Vibe Code a Web Scraper for Non-Coders # webscraping # nocode Comments 1 comment 3 min read Jesse Showalter: Figma to Replit | MVP in 10 minutes Design YouTube Design YouTube Design YouTube Follow Jul 30 '25 Jesse Showalter: Figma to Replit | MVP in 10 minutes # design # nocode # tools # webdesign 3 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 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 | 2026-01-13T08:48:01 |
https://dev.to/ngxp/s3e3-katarina-skroumpelou-giving-mental-health-a-piece-of-your-mind-devlife#main-content | S3E3 | Katarina Skroumpelou Giving Mental Health a Piece of Your Mind | Dev.Life - 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 Angular Experience Follow S3E3 | Katarina Skroumpelou Giving Mental Health a Piece of Your Mind | Dev.Life Sep 26 '22 play In this episode of the Dev.Life we invited Katerina Skroumpelou back on the show to discuss a recent blog article she published about dealing with mental health and depression as a developer or tech professional. Katerina shares her experiences for how she’s coped with these challenges in her own life and how she’s been able to push through it all to make a successful career filled with many great accomplishments. LINKS: https://pakotinia.medium.com/tainted-moments-or-hello-vecna-my-old-friend-cc5336d274d2 https://twitter.com/psybercity https://988lifeline.org/ CONNECT WITH US: Katerina Skroumpelou @psybercity Brooke Avery @JediBravery Erik Slack @erik_slack Episode source Personal Trusted User Create template Templates let you quickly answer FAQs or store snippets for re-use. Submit Preview Dismiss Your browser does not support the audio element. 1x initializing... × 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:48:01 |
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https://hmpljs.forem.com/youyoujianghe | LEI ZHANG - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Follow User actions LEI ZHANG 404 bio not found Joined Joined on Aug 24, 2023 twitter website More info about @youyoujianghe Badges Two Year Club This badge celebrates the longevity of those who have been a registered member of the DEV Community for at least two years. Got it Close One Year Club This badge celebrates the longevity of those who have been a registered member of the DEV Community for at least one year. Got it Close 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 Post 1 post published Comment 3 comments written Tag 0 tags followed Pin Pinned how to creat a vedio？ LEI ZHANG LEI ZHANG LEI ZHANG Follow Aug 24 '23 how to creat a vedio？ 5 reactions Comments Add Comment 1 min read Want to connect with LEI ZHANG? Create an account to connect with LEI ZHANG. You can also sign in below to proceed if you already have an account. Create Account Already have an account? Sign in loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:48:01 |
https://ruul.io/blog?7c89d873_page=1 | Blog | For Freelancers, Creators, and Indie Professionals Product Payment Requests Get paid anywhere. Sell Services Make your services buyable Sell Products Create once sell forever Subscriptions Get paid on repeat Ruul Space Your personel storefront. One link for everything you offer. Learn more Pricing Resources Partner Programs Referral Program Get 1% for life. Seriously. Affiliate Program Bring users, get paid Partners Let’s grow together. More Blog About us Support Brand Kit For Customers Log in Sign up For Businesses Login Sign up grow 13 Best Fiverr Alternatives Freelancers Need to Know Read POPULAR ARTICLES Best 13 Motivational Apps and Techniques You Need As You Work Solo Lack of motivation as an independent? See these motivation apps and techniques. How to Accept Online Payments: A Comprehensive Guide for Businesses and Freelancers Learn how to set up and manage secure online payment systems for your business or freelance work. 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https://youtu.be/jMtfHwahMXg | Baron 70%+ Quantity Feared - YouTube 정보 보도자료 저작권 문의하기 크리에이터 광고 개발자 약관 개인정보처리방침 정책 및 안전 YouTube 작동의 원리 새로운 기능 테스트하기 © 2026 Google LLC, Sundar Pichai, 1600 Amphitheatre Parkway, Mountain View CA 94043, USA, 0807-882-594 (무료), yt-support-solutions-kr@google.com, 호스팅: Google LLC, 사업자정보 , 불법촬영물 신고 크리에이터들이 유튜브 상에 게시, 태그 또는 추천한 상품들은 판매자들의 약관에 따라 판매됩니다. 유튜브는 이러한 제품들을 판매하지 않으며, 그에 대한 책임을 지지 않습니다. var ytInitialData = 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마음에 드시나요?"},"content":{"simpleText":"로그인하여 의견을 알려주세요."},"button":{"buttonRenderer":{"style":"STYLE_MONO_FILLED","size":"SIZE_DEFAULT","isDisabled":false,"text":{"simpleText":"로그인"},"navigationEndpoint":{"clickTrackingParams":"CJQCEPqGBCITCNHq7uKQiJIDFfhAOAUdfagLxcoBBM_x5ec=","commandMetadata":{"webCommandMetadata":{"url":"https://accounts.google.com/ServiceLogin?service=youtube\u0026uilel=3\u0026passive=true\u0026continue=https%3A%2F%2Fwww.youtube.com%2Fsignin%3Faction_handle_signin%3Dtrue%26app%3Ddesktop%26hl%3Dko\u0026hl=ko\u0026ec=66426","webPageType":"WEB_PAGE_TYPE_UNKNOWN","rootVe":83769}},"signInEndpoint":{"nextEndpoint":{"clickTrackingParams":"CJQCEPqGBCITCNHq7uKQiJIDFfhAOAUdfagLxcoBBM_x5ec=","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/like/like"}},"likeEndpoint":{"status":"LIKE","target":{"videoId":"jMtfHwahMXg"},"likeParams":"Cg0KC2pNdGZId2FoTVhnIAAyCwi-jZjLBhCEwOVw"}},"idamTag":"66426"}},"trackingParams":"CJQCEPqGBCITCNHq7uKQiJIDFfhAOAUdfagLxQ=="}}}}}}}]}},"accessibilityText":"이 동영상에 좋아요 표시","style":"BUTTON_VIEW_MODEL_STYLE_MONO","trackingParams":"CJMCEKVBIhMI0eru4pCIkgMV-EA4BR19qAvF","isFullWidth":false,"type":"BUTTON_VIEW_MODEL_TYPE_TONAL","buttonSize":"BUTTON_VIEW_MODEL_SIZE_DEFAULT","accessibilityId":"id.video.like.button","tooltip":"이 동영상이 마음에 듭니다."}},"toggledButtonViewModel":{"buttonViewModel":{"iconName":"LIKE","title":"1","onTap":{"serialCommand":{"commands":[{"logGestureCommand":{"gestureType":"GESTURE_EVENT_TYPE_LOG_GENERIC_CLICK","trackingParams":"CJICEKVBIhMI0eru4pCIkgMV-EA4BR19qAvF"}},{"innertubeCommand":{"clickTrackingParams":"CJICEKVBIhMI0eru4pCIkgMV-EA4BR19qAvFygEEz_Hl5w==","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/like/removelike"}},"likeEndpoint":{"status":"INDIFFERENT","target":{"videoId":"jMtfHwahMXg"},"removeLikeParams":"Cg0KC2pNdGZId2FoTVhnGAAqCwi-jZjLBhC8ieZw"}}}]}},"accessibilityText":"이 동영상에 좋아요 표시","style":"BUTTON_VIEW_MODEL_STYLE_MONO","trackingParams":"CJICEKVBIhMI0eru4pCIkgMV-EA4BR19qAvF","isFullWidth":false,"type":"BUTTON_VIEW_MODEL_TYPE_TONAL","buttonSize":"BUTTON_VIEW_MODEL_SIZE_DEFAULT","accessibilityId":"id.video.like.button","tooltip":"좋아요 취소"}},"identifier":"watch-like","trackingParams":"CIgCEMyrARgAIhMI0eru4pCIkgMV-EA4BR19qAvF","isTogglingDisabled":true}},"likeStatusEntityKey":"EgtqTXRmSHdhaE1YZyA-KAE%3D","likeStatusEntity":{"key":"EgtqTXRmSHdhaE1YZyA-KAE%3D","likeStatus":"INDIFFERENT"}}},"dislikeButtonViewModel":{"dislikeButtonViewModel":{"toggleButtonViewModel":{"toggleButtonViewModel":{"defaultButtonViewModel":{"buttonViewModel":{"iconName":"DISLIKE","title":"싫어요","onTap":{"serialCommand":{"commands":[{"logGestureCommand":{"gestureType":"GESTURE_EVENT_TYPE_LOG_GENERIC_CLICK","trackingParams":"CJACEKiPCSITCNHq7uKQiJIDFfhAOAUdfagLxQ=="}},{"innertubeCommand":{"clickTrackingParams":"CJACEKiPCSITCNHq7uKQiJIDFfhAOAUdfagLxcoBBM_x5ec=","commandMetadata":{"webCommandMetadata":{"ignoreNavigation":true}},"modalEndpoint":{"modal":{"modalWithTitleAndButtonRenderer":{"title":{"simpleText":"동영상이 마음에 안 드시나요?"},"content":{"simpleText":"로그인하여 의견을 알려주세요."},"button":{"buttonRenderer":{"style":"STYLE_MONO_FILLED","size":"SIZE_DEFAULT","isDisabled":false,"text":{"simpleText":"로그인"},"navigationEndpoint":{"clickTrackingParams":"CJECEPmGBCITCNHq7uKQiJIDFfhAOAUdfagLxcoBBM_x5ec=","commandMetadata":{"webCommandMetadata":{"url":"https://accounts.google.com/ServiceLogin?service=youtube\u0026uilel=3\u0026passive=true\u0026continue=https%3A%2F%2Fwww.youtube.com%2Fsignin%3Faction_handle_signin%3Dtrue%26app%3Ddesktop%26hl%3Dko\u0026hl=ko\u0026ec=66425","webPageType":"WEB_PAGE_TYPE_UNKNOWN","rootVe":83769}},"signInEndpoint":{"nextEndpoint":{"clickTrackingParams":"CJECEPmGBCITCNHq7uKQiJIDFfhAOAUdfagLxcoBBM_x5ec=","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/like/dislike"}},"likeEndpoint":{"status":"DISLIKE","target":{"videoId":"jMtfHwahMXg"},"dislikeParams":"Cg0KC2pNdGZId2FoTVhnEAAiCwi-jZjLBhCa8OZw"}},"idamTag":"66425"}},"trackingParams":"CJECEPmGBCITCNHq7uKQiJIDFfhAOAUdfagLxQ=="}}}}}}}]}},"accessibilityText":"동영상에 싫어요 표시","style":"BUTTON_VIEW_MODEL_STYLE_MONO","trackingParams":"CJACEKiPCSITCNHq7uKQiJIDFfhAOAUdfagLxQ==","isFullWidth":false,"type":"BUTTON_VIEW_MODEL_TYPE_TONAL","buttonSize":"BUTTON_VIEW_MODEL_SIZE_DEFAULT","accessibilityId":"id.video.dislike.button","tooltip":"이 동영상이 마음에 들지 않습니다."}},"toggledButtonViewModel":{"buttonViewModel":{"iconName":"DISLIKE","title":"싫어요","onTap":{"serialCommand":{"commands":[{"logGestureCommand":{"gestureType":"GESTURE_EVENT_TYPE_LOG_GENERIC_CLICK","trackingParams":"CI8CEKiPCSITCNHq7uKQiJIDFfhAOAUdfagLxQ=="}},{"innertubeCommand":{"clickTrackingParams":"CI8CEKiPCSITCNHq7uKQiJIDFfhAOAUdfagLxcoBBM_x5ec=","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/like/removelike"}},"likeEndpoint":{"status":"INDIFFERENT","target":{"videoId":"jMtfHwahMXg"},"removeLikeParams":"Cg0KC2pNdGZId2FoTVhnGAAqCwi-jZjLBhDsj-dw"}}}]}},"accessibilityText":"동영상에 싫어요 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https://dev.to/help/badges-and-recognition#$%7Bentry.target.id%7D | Badges and Recognition - DEV Help - 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 DEV Help The latest help documentation, tips and tricks from the DEV Community. Help > Badges and Recognition Badges and Recognition In this article Types of Badges Top 7 Badge Earn badges to adorn your profile and celebrate your contributions to the DEV Community! At DEV, we value and appreciate each member of our Community, and we strive to recognize many of your contributions through our badge system. Let's delve deeper into how you can earn these badges! Types of Badges You can explore our extensive badge collection on our comprehensive badge page at https://dev.to/community-badges . Our badges are categorized into two main sections: Community Badges : These celebrate your positive interactions and engagement on DEV, highlighting your role in fostering a thriving community. Coding Badges : These acknowledge your technical expertise, language proficiency, hackathon victories, and more, showcasing a diverse range of skills and achievements. Each badge has specific qualifications, and we regularly introduce new ones and refresh or retire older ones! Click on any badge to learn about its requirements, and stay updated with our DEV Badges' Series to discover new releases. Top 7 Badge One badge of particular interest is our Top 7 badge! Every week, our DEV Team curates a list of the top articles from the previous week. You can explore all our Top 7 articles at https://dev.to/t/top7 to discover past winners and perhaps even prepare a piece to earn your own spot among them! 💎 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 | 2026-01-13T08:48:01 |
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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 Gamers Forem Close Follow User actions Gaming News 404 bio not found Joined Joined on Apr 30, 2025 More info about @gg_news Badges 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 Post 6665 posts published Comment 0 comments written Tag 0 tags followed The Game Theorists: Game Theory: Poké Balls Are KILLING Pokémon?! 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The reality, despite not being as futuristic, is not far off from this. AI refers to the ability of a computer or machine to mimic the competencies of the human mind, which often learns from previous experiences to understand and respond to language, decisions, and problems. The market for AI technologies is vast , amounting to around 244 billion U.S. dollars in 2025 and is expected to grow well beyond that to over 800 billion U.S. dollars by 2030. AI comes in many forms AI is broadly divided into machine learning and deep learning. These then have further subcategories such as natural language processing, computer vision, robotics, and more. Machine learning constitutes the most basic and simple AI form. Programs operating on machine learning are given a clear set of parameters to use in interactions with humans and are limited in scope. It is also the most common form of AI, used in basic chat assistants, apps, voice commands, and other limited engagements. Deep learning is closer to what a person would imagine from AI. In deep learning programs, AI has initial parameters and datasets but can integrate user information as it interacts with humans. In this way, the AI learns as it is used, becoming more sophisticated in the process. Recent examples of advanced deep learning programs are OpenAI’s ChatGPT and Google's Gemini . Generative AI keeps evolving Generative AI development surged into the limelight at the end of 2022. Although not being strictly new, with such programs already appearing over the last five years, advancements in this field has been staggering. Generative AI refers to programs that can, as the name suggests, generate text, images, music, and more. Driven by the release of ChatGPT in late 2022, the field has drawn in Google, Microsoft, Amazon, and Elon Musk’s X as well. All are competing in the development of the most advanced generative AI through various startup companies. The advancement in this case is not without its flaws, as generative AI companies have been accused of training their AI models on copyrighted texts and images, snubbing writers and artists. A new development in Generative AI as of 2025 is the advent of powerful agentic AI , these are more powerful AI models that can assist and provide deep research beyond the capacity of older models. These use sophisticated reasoning and iterative planning to solve complex problems. This market is expected to grow exponentially between 2025 and 2030. The AI train steams ahead With the advancements in deep learning and machine learning, coupled with the immense effect such programs may have on the global economy, it is to be expected that AI will be in continuous competitive development in all advanced economies. Any company looking to leverage an advantage on its competitors would do well to engage early so as not to be left behind. This text provides general information. Statista assumes no liability for the information given being complete or correct. Due to varying update cycles, statistics can display more up-to-date data than referenced in the text. Show more - Description Lionel Sujay Vailshery Research expert covering cloud computing and emerging tech industries Published by Lionel Sujay Vailshery , Dec 17, 2025 Advertisement Subscribe Key insights Size of the AI market in 2025 244bn U.S. dollars Log in or register to access full data. Get access now Detailed statistics AI market size worldwide 2020-2031 Generative AI market size 2025 63bn U.S. dollars Log in or register to access full data. Get access now Detailed statistics Generative AI market size worldwide 2020-2031 Largest ML market globally United States Log in or register to access full data. Get access now Detailed statistics Machine learning market size worldwide 2020-2031, by country Get more insights Editor’s Picks Editor’s Picks Current statistics on this topic Artificial Intelligence AI market size worldwide 2020-2031 Artificial Intelligence Growth of the AI market worldwide 2021-2031 Artificial Intelligence Income gaps shape workplace AI adoption and trust 2025 Recommended statistics Overview 4 AI market size worldwide 2020-2031 Global spending on AI 2023, by industry Growth of the AI market worldwide 2021-2031 AI share of total unicorn births worldwide 2015-2024 Overview AI market size worldwide 2020-2031 AI market size worldwide 2020-2031 Artificial intelligence (AI) market size worldwide from 2020 to 2031 (in billion U.S. dollars) Global spending on AI 2023, by industry Global spending on AI 2023, by industry Estimated worldwide spending on artificial intelligence (AI)-centric systems in 2023, by industry (in billion U.S. dollars) Growth of the AI market worldwide 2021-2031 Growth of the AI market worldwide 2021-2031 Growth of the AI market worldwide from 2021 to 2031 AI share of total unicorn births worldwide 2015-2024 AI share of total unicorn births worldwide 2015-2024 Artificial Intelligence (AI) share of total unicorn births worldwide from 2015 to 2024 Regional overview 5 Government AI readiness index rankings worldwide 2025, by country Major 20 AI countries 2024, by government strategy Major 20 AI countries 2024, by operating environment Main 20 AI countries 2024, by research capacity Major 20 AI countries 2024, by commercial investment Regional overview Government AI readiness index rankings worldwide 2025, by country Government AI readiness index rankings worldwide 2025, by country Government artificial intelligence (AI) readiness index rankings worldwide in 2025, by country Major 20 AI countries 2024, by government strategy Major 20 AI countries 2024, by government strategy Leading 20 artificial intelligence (AI) countries in 2024, by government strategy Major 20 AI countries 2024, by operating environment Major 20 AI countries 2024, by operating environment Leading 20 artificial intelligence (AI) countries in 2024, by operating environment Main 20 AI countries 2024, by research capacity Main 20 AI countries 2024, by research capacity Leading 20 artificial intelligence (AI) countries in 2024, by research capacity Major 20 AI countries 2024, by commercial investment Major 20 AI countries 2024, by commercial investment Leading 20 artificial intelligence (AI) countries in 2024, by commercial investment Segments 10 Machine learning market size worldwide 2020-2031 Machine learning market growth worldwide 2021-2031 Computer vision market revenue worldwide 2020-2031 Market growth of computer vision worldwide 2021-2031 Worldwide AI robotic market size to 2020-2031 AI robots market growth worldwide 2021-2031 Natural language processing market size worldwide 2020-2031 Growth of the NLP market worldwide 2021-2031 Autonomous and sensor technology market revenue worldwide 2020-2031 Autonomous & sensor technology market growth worldwide 2021-2031 Segments Machine learning market size worldwide 2020-2031 Machine learning market size worldwide 2020-2031 Machine learning market size worldwide from 2020 to 2031 (in billion U.S. dollars) Machine learning market growth worldwide 2021-2031 Machine learning market growth worldwide 2021-2031 Machine learning market growth worldwide from 2021 to 2031 Computer vision market revenue worldwide 2020-2031 Computer vision market revenue worldwide 2020-2031 Computer vision market revenue worldwide from 2020 to 2031 (in billion U.S. dollars) Market growth of computer vision worldwide 2021-2031 Market growth of computer vision worldwide 2021-2031 Market growth of computer vision worldwide from 2021 to 2031 Worldwide AI robotic market size to 2020-2031 Worldwide AI robotic market size to 2020-2031 Global market size of the artificial intelligence (AI) robot market from 2020 to 2031 (in billion U.S. dollars) AI robots market growth worldwide 2021-2031 AI robots market growth worldwide 2021-2031 AI robots market growth worldwide from 2021 to 2031 Natural language processing market size worldwide 2020-2031 Natural language processing market size worldwide 2020-2031 Natural language processing market size worldwide from 2020 to 2031 (in billion U.S. dollars) Growth of the NLP market worldwide 2021-2031 Growth of the NLP market worldwide 2021-2031 Growth of the NLP market worldwide from 2021 to 2031 Autonomous and sensor technology market revenue worldwide 2020-2031 Autonomous and sensor technology market revenue worldwide 2020-2031 Autonomous and sensor technology market revenue worldwide from 2020 to 2031 (in billion U.S. dollars) Autonomous & sensor technology market growth worldwide 2021-2031 Autonomous & sensor technology market growth worldwide 2021-2031 Autonomous & sensor technology market growth worldwide from 2021 to 2031 Impact of AI 4 View of AI and big data as core skill in industry across business worldwide 2025-2030 Artificial intelligence negative effect on the demand of various skills global 2024 Global businesses impressions of AI in the workforce by organization type 2024 Effect of AI and other trends on professions in the next five years worldwide 2024 Impact of AI View of AI and big data as core skill in industry across business worldwide 2025-2030 View of AI and big data as core skill in industry across business worldwide 2025-2030 Global employers view of artificial intelligence (AI) and big data as core skills within enterprises from 2025 to 2030, by industry Artificial intelligence negative effect on the demand of various skills global 2024 Artificial intelligence negative effect on the demand of various skills global 2024 AI impact on the demand of numerous skills worldwide in 2024 Global businesses impressions of AI in the workforce by organization type 2024 Global businesses impressions of AI in the workforce by organization type 2024 Artificial intelligence (AI) impact on various job industries, by organization type, worldwide 2024 Effect of AI and other trends on professions in the next five years worldwide 2024 Effect of AI and other trends on professions in the next five years worldwide 2024 To what extent do you think the following trends will impact your profession over the next five years? Special focus: Generative AI 4 Generative AI market size worldwide 2020-2031 Generative AI market growth worldwide 2021-2031 Generative AI market size in the United States 2020-2031 Generative AI market size in Europe 2020-2031 Special focus: Generative AI Generative AI market size worldwide 2020-2031 Generative AI market size worldwide 2020-2031 Generative AI market size worldwide from 2020 to 2031 (in billion U.S. dollars) Generative AI market growth worldwide 2021-2031 Generative AI market growth worldwide 2021-2031 Generative AI market growth worldwide from 2021 to 2031 Generative AI market size in the United States 2020-2031 Generative AI market size in the United States 2020-2031 Generative AI market size in the United States from 2020 to 2031 (in billion U.S. dollars) Generative AI market size in Europe 2020-2031 Generative AI market size in Europe 2020-2031 Generative AI market size in Europe from 2020 to 2031 (in billion U.S. dollars) Subscribe Key insights Size of the AI market in 2025 244bn U.S. dollars Log in or register to access full data. Get access now Detailed statistics AI market size worldwide 2020-2031 Generative AI market size 2025 63bn U.S. dollars Log in or register to access full data. Get access now Detailed statistics Generative AI market size worldwide 2020-2031 Largest ML market globally United States Log in or register to access full data. Get access now Detailed statistics Machine learning market size worldwide 2020-2031, by country Get more insights Related topics Related topics Artificial intelligence in China Artificial intelligence (AI) use in marketing Generative artificial intelligence (AI) Artificial intelligence (AI) in Europe Report on the topic Top Seller Explore this report Report on the topic Top Seller Explore this report Related topics Related topics Artificial intelligence in China Artificial intelligence (AI) use in marketing Generative artificial intelligence (AI) Artificial intelligence (AI) in Europe Key figures Key figures The most important key figures provide you with a compact summary of the topic of "Artificial intelligence (AI) worldwide" and take you straight to the corresponding statistics. Segments Machine learning market size globally 2025 113bn U.S. dollars Log in or register to access full data. Get access now Detailed statistics Machine learning market size worldwide 2020-2031 NLP market size globally 2025 48bn U.S. dollars Log in or register to access full data. Get access now Detailed statistics Natural language processing market size worldwide 2020-2031 AI robot market 2025 23bn U.S. dollars Log in or register to access full data. Get access now Detailed statistics Worldwide AI robotic market size to 2020-2031 Investment Global corporate AI investment 91.9bn USD Log in or register to access full data. Get access now Detailed statistics AI corporate investment worldwide 2015-2022 Equity funding of AI healthcare deals 4.34bn USD Log in or register to access full data. Get access now Detailed statistics AI healthcare startup equity funding worldwide 2015-2020 Region with most private investments in AI United States Log in or register to access full data. Get access now Detailed statistics Private investments in AI by geographical area 2020 Investor with the most AI investments Intel Capital Log in or register to access full data. Get access now Detailed statistics Number of AI investments by investor as of April 2021 Advertisement You need a Statista Account for unlimited access. Full access to 1m statistics Incl. source references Available to download in PNG, PDF, XLS format Get full access Already have an account? Login Further reports Get the best reports to understand your industry " aria-label="Next Slide"> Artificial Intelligence: in-depth market analysis Artificial intelligence in Italy Artificial intelligence (AI) in the Nordics AI chips Artificial intelligence (AI) in the U.S. Contact Get in touch with us. 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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 DEV Help The latest help documentation, tips and tricks from the DEV Community. Help > Reacting, Commenting and Engaging Reacting, Commenting and Engaging In this article Reactions Comments Active Engagement The DEV Community Newsletter & DEV Digest Writing Challenges & Content Campaigns (see also: Badges) Discussionsdiscuss Common Questions Q: How does comment threading work? Connect with the community, and discover advanced strategies for boosting engagement. Reactions Reactions allow you to express how you feel about articles on DEV and show your appreciation for the authors. You will find the reaction buttons at the top left corner of an article. Here's what (we think) they mean: ❤️ Love it. Default reaction showing appreciation for the article or author. 🦄 Exceptional. Indicates that the article is exceptionally good or unique, deserving of admiration beyond standard appreciation. 🤯 Wow! Expresses astonishment or amazement at the content of the article. 🙌 Well Done. Indicates support or encouragement, or showing solidarity with the author's or their perspective. 🔥Hot Take. Represents enthusiasm or agreement about the content, suggesting that it's trending or generating a lot of interest; acknowledges a strong point made in the article. Comments Subscribe to Comments: Keep up-to-date with new comments on posts by activating post subscriptions. Simply locate the subscribe button above the comment box on any post you want to keep track of and click to subscribe. Hide Comments on Your Posts: If you want to hide a comment that was added to one of your posts, simply click the dropdown connected to the comment and select the "Hide" option. For more information, refer to our original changelog post on the feature. Active Engagement Participate in discussions, events, and initiatives to connect with the DEV community. The DEV Community Newsletter & DEV Digest The DEV Community Newsletter is a weekly email that presents our carefully selected Top 7 posts of the week, trending discussions on DEV, noteworthy updates, announcements for community campaigns and writing challenges, and platform enhancements, among other updates. DEV Digest is a periodic compilation of top posts---a curated selection based on the tags you follow. You can customize your email notification preferences in your account settings. Writing Challenges & Content Campaigns (see also: Badges) Writing Challenges DEV offers a range of challenges tailored to enhance your writing prowess. By joining these challenges, you unlock the chance to earn coveted badges to adorn your profile, including: Writing Debut: Celebrates your inaugural DEV post contribution. Writing Streak Badges: Recognize your commitment to consistent posting, awarded for maintaining a weekly posting streak for 4, 8, and 16 consecutive weeks. Top 7: One of our most esteemed badges, granted to authors featured in the weekly "must-reads" Top 7 Posts of the Week. Additionally, there are numerous language badges, bestowed weekly upon the Top Author in each respective language category. Community Campaigns & Hackathons DEV also organizes several Community Campaigns & Hackathons annually, representing a diverse array of events, celebrations, and activations throughout the year. These include: WeCoded: Formerly known as SheCoded, a celebration of gender equity in software development. Coding in Costume: An October costume contest adding a fun twist to coding. DEVImpact: An inclusive celebration highlighting top authors, emerging voices, prominent tags, moderator contributions, new features, and community expansion. DEVResolutions: A platform for community members to share their goals, achievements, and provide mutual support and encouragement. These campaigns -- and more! -- inspire members to write on specific themes or use designated tags, offering opportunities for featuring, promotion, and rewards. Discussions #discuss Create articles tagged with #discuss when you want to ask open-ended questions, technical questions, start polls, or create discussions.You could earn the "Top Discussion of the Week" badge. Common Questions Q: How does comment threading work? A: Comments are threaded with a maximum depth, and then they become flat. You can respond to flattened-out threads by replying to the last comment in the overall thread. 💎 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 | 2026-01-13T08:48:01 |
https://dev.to/help/reacting-commenting-engaging#Discussions-discuss | Reacting, Commenting and Engaging - DEV Help - 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 DEV Help The latest help documentation, tips and tricks from the DEV Community. Help > Reacting, Commenting and Engaging Reacting, Commenting and Engaging In this article Reactions Comments Active Engagement The DEV Community Newsletter & DEV Digest Writing Challenges & Content Campaigns (see also: Badges) Discussionsdiscuss Common Questions Q: How does comment threading work? Connect with the community, and discover advanced strategies for boosting engagement. Reactions Reactions allow you to express how you feel about articles on DEV and show your appreciation for the authors. You will find the reaction buttons at the top left corner of an article. Here's what (we think) they mean: ❤️ Love it. Default reaction showing appreciation for the article or author. 🦄 Exceptional. Indicates that the article is exceptionally good or unique, deserving of admiration beyond standard appreciation. 🤯 Wow! Expresses astonishment or amazement at the content of the article. 🙌 Well Done. Indicates support or encouragement, or showing solidarity with the author's or their perspective. 🔥Hot Take. Represents enthusiasm or agreement about the content, suggesting that it's trending or generating a lot of interest; acknowledges a strong point made in the article. Comments Subscribe to Comments: Keep up-to-date with new comments on posts by activating post subscriptions. Simply locate the subscribe button above the comment box on any post you want to keep track of and click to subscribe. Hide Comments on Your Posts: If you want to hide a comment that was added to one of your posts, simply click the dropdown connected to the comment and select the "Hide" option. For more information, refer to our original changelog post on the feature. Active Engagement Participate in discussions, events, and initiatives to connect with the DEV community. The DEV Community Newsletter & DEV Digest The DEV Community Newsletter is a weekly email that presents our carefully selected Top 7 posts of the week, trending discussions on DEV, noteworthy updates, announcements for community campaigns and writing challenges, and platform enhancements, among other updates. DEV Digest is a periodic compilation of top posts---a curated selection based on the tags you follow. You can customize your email notification preferences in your account settings. Writing Challenges & Content Campaigns (see also: Badges) Writing Challenges DEV offers a range of challenges tailored to enhance your writing prowess. By joining these challenges, you unlock the chance to earn coveted badges to adorn your profile, including: Writing Debut: Celebrates your inaugural DEV post contribution. Writing Streak Badges: Recognize your commitment to consistent posting, awarded for maintaining a weekly posting streak for 4, 8, and 16 consecutive weeks. Top 7: One of our most esteemed badges, granted to authors featured in the weekly "must-reads" Top 7 Posts of the Week. Additionally, there are numerous language badges, bestowed weekly upon the Top Author in each respective language category. Community Campaigns & Hackathons DEV also organizes several Community Campaigns & Hackathons annually, representing a diverse array of events, celebrations, and activations throughout the year. These include: WeCoded: Formerly known as SheCoded, a celebration of gender equity in software development. Coding in Costume: An October costume contest adding a fun twist to coding. DEVImpact: An inclusive celebration highlighting top authors, emerging voices, prominent tags, moderator contributions, new features, and community expansion. DEVResolutions: A platform for community members to share their goals, achievements, and provide mutual support and encouragement. These campaigns -- and more! -- inspire members to write on specific themes or use designated tags, offering opportunities for featuring, promotion, and rewards. Discussions #discuss Create articles tagged with #discuss when you want to ask open-ended questions, technical questions, start polls, or create discussions.You could earn the "Top Discussion of the Week" badge. Common Questions Q: How does comment threading work? A: Comments are threaded with a maximum depth, and then they become flat. You can respond to flattened-out threads by replying to the last comment in the overall thread. 💎 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 | 2026-01-13T08:48:01 |
https://support.ruul.io/en/collections/15331556-inventory-sales | Inventory & Sales | Ruul Support Skip to main content English English English English Search for articles... All Collections Inventory & Sales Inventory & Sales 7 articles Adding a Product Inventory Adding a Service Inventory Adding a Subscription Managing Your Inventory Managing and Tracking Sales Activities Supported Countries and Currencies Accepted Inventory Categories and Limitations | 2026-01-13T08:48:01 |
https://ruul.io/blog/why-i-started-a-side-hustle-as-a-graphic-designer | Why I started a side hustle as a graphic designer - Ruul Product Payment Requests Get paid anywhere. Sell Services Make your services buyable Sell Products Create once sell forever Subscriptions Get paid on repeat Ruul Space Your personel storefront. One link for everything you offer. Learn more Pricing Resources Partner Programs Referral Program Get 1% for life. Seriously. Affiliate Program Bring users, get paid Partners Let’s grow together. More Blog About us Support Brand Kit For Customers Log in Sign up For Businesses Login Sign up grow Why I started a side hustle as a graphic designer Discover the motivations behind starting a side hustle as a graphic designer. Explore the journey, challenges, and rewards of pursuing passion projects! Mert Bulut 5 min read RUUL FOR INDEPENDENCE You chose independence.We make sure you keep it. Sell your time, your talent, whatever you create or build always on your terms. Get started See Example This is also a heading This is a heading Key Points I live in Amsterdam and have been working as an art director for the last ten years at prominent advertising agencies. In the last couple of years, I also wanted to start a freelancing career since I wanted to make extra income. Experts say that the best freelancers go about their work as if they were running a business. It is not just a good idea for everyone. For me, keeping my regular income and earning some money from side hustles were a better option. Let me jump straight to my reasoning and explain why I do freelancing as a side gig. Why do I love freelancing? Freelancing can be challenging, but freelancing is a great way to earn money if you treat it like a job and if the economy is doing well. I love choosing what gigs and projects I want to work with, and it feels good to earn extra money to make my future investments.When I was growing up, a freelancer was someone who did not have a job. Today, freelancing is no longer about finding a way to get by. A lot of businesses still rely on freelancers to get things done for them. If they’ve acquired new customers and they have to execute the job quickly or if they have too much work, they bring in freelancers.Being a freelancer is no easy task. Not only do I have to be creative, but I also have to perform different roles and have to have other skills. Being a freelancer means that you have to be an art director and a client manager. You need to use critical thinking, creative thinking, and listening skills. You have to recognize the essential details in a project. You also have to set deadlines and lead the projects. These roles create various challenges in client management. I have to be an art director and a client manager You have to treat freelancing like a job. You have to put in the hours, and you can’t go surfing every morning, although it’s the dream for everyone. With jobs, you usually get time for big breaks, but with freelancing, it’s 24/7. You should be thinking of ways to improve a client’s experience or solve a problem they’re facing because clients will never want to work with you if you are not adding value. Taking on different roles while doing my job develops me a lot professionally. It's easier to be a freelancer these days because of technology If I were freelancing ten years ago, probably some duties such as handling my accounting, building relationships with clients, communicating with team members, tracking projects and tasks would be time-consuming. Right now, platforms and tools for each repetitive task provide me more time to concentrate on my work. Tools and platforms help me use my time more efficiently. With freelancing platforms and tools such as Ruul, Trello, Slack, and so on, I am now more equipped for handling my finances, budgeting, and managing time. So it is easier for me to switch between my two roles as an agency employee and a freelance art director. My regular job helped me reach possible clients One of the best ways of having two careers is that they help each other grow. My regular agency career helps me find freelance clients, and my freelance career allows me to diversify my portfolio as an art director.You can check out my portfolio here and contact me at hello@iaportfolio.net . ABOUT THE AUTHOR Mert Bulut Mert Bulut is an innate entrepreneur, who after completing his education in Management Engineering (BSc) and Programming (MSc), co-founded Ruul at the age of 27. His achievements in entrepreneurship were recognized by Fortune magazine, which named him as one of their 40 under 40 in 2022. More Freelance Tax Rates in Spain in 2025 Are you a freelancer in Spain? You need to learn about 2024 tax rates and tips for staying compliant. Click to learn more! Read more Freelance Social Media Manager Rates: Understanding Market Trends in 2025 Who determines the freelance social media manager rates? YOU! You’re the one to find your best rate and these trends can help you. Read more US Digital Nomad Visa for Freelancers Learn about US digital nomad visa options for freelancing or working remotely in the USA. Read more MORE THAN 120,000 Independents Over 120,000 independents trust Ruul to sell their services, digital products, and securely manage their payments. FROM 190 Countries Truly global coverage: trusted across 190 countries with seamless payouts available in 140 currencies. PROCESSED $200m+ of Transactions Over $200M successfully processed, backed by an 8-year legacy of secure, reliable transactions trusted by independents worldwide. FREQUENTLY ASKED QUESTIONS Everything you need to know. Get clear, straightforward answers to the most common questions about using Ruul. hey@ruul.io What is Ruul? Ruul is a merchant-of-record platform helping freelancers and creators globally sell services, digital products, subscriptions, and easily get paid. Who is Ruul for? Ruul is designed for freelancers, creators, and independent professionals who want a simple way to sell online and get paid globally. How does Ruul work? Open an account, complete a quick verification (KYC), and link your payout account. Then, start selling through your store or send payment requests to customers instantly. How does pricing work? Signing up is free. There are no subscription or hidden fees. Ruul charges a small commission only when you sell or get paid through the platform. What is a Merchant of Record? A merchant of record is the legal seller responsible for processing payments, handling taxes, and managing compliance for each transaction. What can I sell on Ruul? You can sell services, digital products, license keys, online courses, subscriptions, and digital memberships. How do I get paid on Ruul? Add your preferred bank account, digital wallet, or receive payouts in stablecoins as crypto. Funds arrive within 24 hours after a payout is triggered. OPEN AN ACCOUNT START MAKING MONEY TODAY ruul.space/ Thank you! Your submission has been received! Oops! Something went wrong while submitting the form. Trustpilot Product Payment Requests Sell Services Sell Products Subscriptions Ruul Space Pricing For Businesses Resources Blog About Contact Support Referral Program Affiliate Program Partner Program Tools Invoice Generator NDA Generator Service Agreement Generator Freelancer Hourly Rate Calculator All Rights Reserved © 2025 Terms Of Use Privacy Policy | 2026-01-13T08:48:01 |
https://design.forem.com/about | About - 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 About This is a new Subforem, part of the Forem ecosystem. You are welcome to the community and stay tuned for more! 💎 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 | 2026-01-13T08:48:01 |
https://bizarro.dev.to/sofia_carter_d7be84dec7e4 | Sofia Carter - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Follow User actions Sofia Carter 404 bio not found Joined Joined on Nov 4, 2025 More info about @sofia_carter_d7be84dec7e4 Post 0 posts published Comment 1 comment written Tag 0 tags followed Want to connect with Sofia Carter? Create an account to connect with Sofia Carter. You can also sign in below to proceed if you already have an account. Create Account Already have an account? Sign in loading... 💎 DEV Diamond Sponsors Thank you to our Diamond Sponsors for supporting the DEV Community Google AI is the official AI Model and Platform Partner of DEV Neon is the official database partner of DEV Algolia is the official search partner of DEV DEV Community — A space to discuss and keep up software development and manage your software career Home DEV++ Podcasts Videos DEV Education Tracks DEV Challenges DEV Help Advertise on DEV DEV Showcase About Contact Free Postgres Database Software comparisons Forem Shop Code of Conduct Privacy Policy Terms of Use Built on Forem — the open source software that powers DEV and other inclusive communities. Made with love and Ruby on Rails . DEV Community © 2016 - 2026. We're a place where coders share, stay up-to-date and grow their careers. Log in Create account | 2026-01-13T08:48:01 |
https://neon.tech/cookie-policy | Neon Cookie Policy - Neon This 250+ engineer team replaced shared staging with isolated database branches for safer deploys Neon Product Database Autoscaling Automatic instance sizing Branching Faster Postgres workflows Bottomless storage With copy-on-write Instant restores Recover TBs in seconds Connection pooler Built-in with pgBouncer Ecosystem Neon API Manage infra, billing, quotas Auth Add authentication Data API PostgREST-compatible Instagres No-signup flow Migration guides Step-by-step What is Neon? Serverless Postgres, by Databricks Solutions Use cases Serverless Apps Autoscale with traffic Multi-TB Scale & restore instantly Database per Tenant Data isolation without overhead Platforms Offer Postgres to your users Dev/Test Production-like environments Agents Build full-stack AI agents For teams Startups Build with Neon Security Compliance & privacy Case studies Explore customer stories Docs Pricing Company Blog About us Careers Contact Discord 20.7k Log In Sign Up Neon Cookie Policy Last updated: 5 February 2024 This Cookie Policy aims to shed light on the types of cookies we use, their purpose, and most importantly, how they impact your experience on our site. We believe in transparency and want to ensure that you are fully informed. This Cookie Policy is an integral part of our Terms of Service or Master Service Agreement (whichever shall be applicable) and our Privacy Policy. Any capitalized terms used (and not otherwise defined below) have their meanings assigned to them in the Terms of Service . Any reference to “Users” in this document means a reference to our Customers, Authorized Users, or visitors of the Website. What are cookies? A cookie is a small file containing a string of characters that is sent to your computer when you visit a website. When you visit the site again, the cookie allows that site to recognize your browser. Cookies may store user preferences and other information. Cookies provide a convenience feature to save you time, or tell the Web server that you have returned to a specific page. Cookies set by the website owner (in this case, Neon) are called “first party cookies”. Cookies set by parties other than the website owner are called “third party cookies”. Third party cookies enable third party features or functionality to be provided on or through the website (e.g. like advertising, interactive content and analytics). The parties that set these third party cookies can recognise your computer both when it visits the website in question and also when it visits certain other websites. Why do we use cookies? We use first party and third party cookies for several reasons. Some cookies are required for technical reasons in order for our Website to operate, and we refer to these as “essential” or “strictly necessary” cookies. Other cookies also enable us to track and target the interests of our users to enhance the experience on our Website and Platform. What types of cookies do we use and how do we use them? Essential website cookies: These cookies are strictly necessary to provide you with services available through our Website. 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If you choose to reject cookies, you may still use our website though your access to some functionality and areas of our website may be restricted. As the means by which you can refuse cookies through your web browser controls vary from browser-to-browser, you should visit your browser’s help menu for more information. Essential website cookies: because these cookies are strictly necessary to deliver the Website to you, you cannot refuse them. You can block or delete them by changing your browser settings however, as described above. Do you serve targeted advertising? Third parties may serve cookies on your computer or mobile device to serve advertising through our Website. These companies may use information about your visits to this and other websites in order to provide relevant advertisements about goods and services that you may be interested in. They may also employ technology that is used to measure the effectiveness of advertisements. This can be accomplished by using cookies to collect information about your visits to this and other sites in order to provide relevant advertisements about goods and services of potential interest to you. The information collected through this process does not enable us or them to identify your name, contact details or other personally identifying details unless you choose to provide these. How often will you update this Cookie Policy We may periodically revise our cookie policy. Any changes will be displayed on this page, ensuring our users always have access to the latest information on our cookie usage and data collection practices. Contact Us If you have any questions or require further clarification about this Cookie Policy, please reach out to us at privacy@neon.tech. Neon A Databricks Company Neon status loading... 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https://neon.tech/use-cases/dev-test | Neon for Development and Testing This 250+ engineer team replaced shared staging with isolated database branches for safer deploys Neon Product Database Autoscaling Automatic instance sizing Branching Faster Postgres workflows Bottomless storage With copy-on-write Instant restores Recover TBs in seconds Connection pooler Built-in with pgBouncer Ecosystem Neon API Manage infra, billing, quotas Auth Add authentication Data API PostgREST-compatible Instagres No-signup flow Migration guides Step-by-step What is Neon? Serverless Postgres, by Databricks Solutions Use cases Serverless Apps Autoscale with traffic Multi-TB Scale & restore instantly Database per Tenant Data isolation without overhead Platforms Offer Postgres to your users Dev/Test Production-like environments Agents Build full-stack AI agents For teams Startups Build with Neon Security Compliance & privacy Case studies Explore customer stories Docs Pricing Company Blog About us Careers Contact Discord 20.7k Log In Sign Up Neon for Development and Testing Boost developer productivity with Neon—a flexible development sandbox for running non-production workloads. TL;DR Database branching is a game-changer for dev/test environments: there's no need to manage seed data, keep environments in sync, or wait for instances to be available. What you get: more developer velocity with +75% less costs. You can use Neon for your ephemeral environments even when production lives somewhere else: You keep your production DB in your current Postgres You "move" your non-prod environments to Neon (i.e. by syncing a subset of data daily) To build / test / debug in Neon Once the changes are tested, you apply them back to prod Try this workflow in Neon right away. You can follow the steps in this guide to set things up. Get $100 in credits Sign up now and get $100 in credits when you upgrade. Claim the offer Ephemeral Environments Are Inefficient in Traditional Postgres Getting realistic data into our verification environments was largely unfeasible, it was time-consuming, expensive, and a beast to maintain. You need to process hefty backups, transfer costs stack up, and there’s a lot of manual oversight required just to move that data. Jonathan Reyes - Principal Engineer at Dispatch Case study Prev Next Provisioning instances is slow. Once they're live, you have to babysit them . New instances have to be configured, they take a while to be available, and once running, they need constant oversight to ensure they are appropriately sized and ready. You pay for non-prod instances 24/7 even if you only use them for a few hours . Production databases stay on 24/7, but this is not the case for dev/test instances. But in other serverless databases, unless you manually pause them, you'll keep paying even if they're not running. It's hard to keep data in sync across environments . Syncing data across many instances requires repetitive, manual work. This leads to discrepancies that compromise test reliability and slow down deployments. These problems get worse over time, not better . As your number of instances grows, the manual setup and configuration work grows too. Use Neon Branches For Your Dev/Test Workflows Developers already face significant delays when working on a PR—running CI tests, ensuring everything is ready for preview, it all adds up. Time to launch is crucial for us: when we tried Neon and saw that spinning up a new branch takes seconds, we were blown away Alex Co - Head of Platform Engineering at Mindvalley Case study Prev Next We get it—migrating a production database is a big project, but you can still improve your non-pod experience by moving your dev/test environments to Neon. Why should I move my dev databases to Neon? Neon is a Postgres provider that offers a much more modern developer experience than databases like RDS. We’ve built a serverless platform for Postgres focused on helping you ship faster instead of being held back by database management. As the cherry on top, you’ll save money. Why it’s faster (and more affordable) to do dev/test in Neon? Instant provisioning . In Neon, it takes seconds to spin up new Postgres instances. Developers can start coding and testing immediately, no waiting time. Database branching for ephemeral environments . Neon's copy-on-write branching allows devs to create full copies of their testing dataset instantly and without consuming extra storage. This eliminates the operational load that comes with keeping testing data in sync across environments: In Neon, you can sync data with parent in one click. Branches are also extremely affordable. Non-prod environments are automatically paused when unused . If a database branch is idle, Neon pauses it automatically to save costs (and management work). Intuitive DX with CI/CD integration . Neon comes with a modern interface and APIs (no need to waste time navigating AWS obscurities). You can add Neon to your CI/CD pipelines to automate branch creation /deletion. How does it work? Here's how you'll go about it: Set up a single Neon Project for dev/test . Many non-prod instances can be substituted by a single Neon project. Sync testing data to the production branch . Load data from your staging database / testing data into the production branch within the Neon project. This production branch acts as the primary source for all dev/test environments, and it's the only place you need to update with new data or schema changes. Creating ephemeral environments as child branches . To instantly create ephemeral environments, derive child branches from the production branch. These branches are fully isolated resource-wise and provide you a full copy of the testing dataset. They can then be synced with the production branch with just one click, ensuring they always have the latest data while saving you the work of loading testing datasets to every single environment. Automatic branch cleanup and scale to zero . After development or testing is complete, ephemeral branches can be deleted automatically via the API. Neon's scale to zero automatically pauses these environments when unused, so you don't have to worry too much about them. How much cost savings have you seen vs other serverless databases? By leveraging Neon's shared storage and compute autoscaling, it’s not rare to see customers lowering their non-production database costs by 75% or more . You only pay for the compute you actually use—no more bloating in your bill. The same goes for data redundancies—they’re also avoided. Show me a real use case example Non-prod deployment in AWS RDS (us-east-1): 10 development and test instances (db.m5.large: 8 GB RAM) with 50 GB storage allocated in each instance They’re active 4 hours/day on average RDS monthly costs: $1,356.90 Compute costs: $0.178/hour * 730 hours * 10 instances = $1,299.40 /month Storage costs: 50 GB * $0.115 GB-month * 10 instances = $57.50 Equivalent non-prod deployment in Neon: Scale pricing plan : $69 /month Includes 50 GB of storage - 1,000 projects - 500 branches per project Plus 750 compute hours, additional compute hours billed at $0.16 per CU Neon monthly costs: $338.12 Compute hours per branch per month: 2 CU * 4 hours * 30.4 days/month = 243.2 Total compute hours: 243.2 * 10 branches = 2432 Cost of additional compute hours: [2432 - 750] * $0.16 = $269.12 /month In this case, migrating non-production environments from AWS RDS to Neon meant 75% cost savings. Example deployment in RDS Dev databases ( db.t4g.micro ) Used interminently Test databases ( db.t3.medium ) Used interminently Input parameters Deployment Number of test databases 1 3 5 10 Number of dev databases 1 3 5 10 Usage How many hrs/day are test databases running? 1 2 3 5 8 How many hrs/day are dev databases running? 1 2 3 5 8 Dollars overpaid $1,501 / month Bill that could be saved 74% / month With scale to zero Reach out to us for an exact quote Tell us more about your use case and we’ll send you back detailed information on how much you could save with Neon. Contact us Can Neon also help lower the costs of my production database? Yes. Overprovisioning is a big problem—we see this daily while talking to customers. If you suspect this is you, Neon can help: autoscaling is a powerful weapon against overprovisioning and the unnecessarily high costs it causes for production databases. Read more about it here .** Neon worked out of the box, handling hundreds of Lambdas without any connection issues. On top of that, Neon costs us 1/6 of what we were paying with AWS. Cody Jenkins - Head of Engineering at Invenco Prev Next Get Started in Two Steps 1. Create a Neon account . Sign up for our Free Plan here (no credit card required). 2. Explore our guide in docs. Follow these steps help you get started. Get $100 in credits Neon offers a Free Plan, and we’ll give you $100 in credits when you first upgrade. Claim the offer by signing up through this link . Got Questions? Reach out There's no one size fits all with ephemeral environments - but we're here to help you set things up. We can also discuss pricing options and annual contracts. Book a meeting with a Solutions Engineer Last updated on August 23, 2024 Was this page helpful? Yes No Thank you for your feedback! On this page Ephemeral Environments Are Inefficient in Traditional Postgres Use Neon Branches For Your Dev/Test Workflows Why should I move my dev databases to Neon? Why it’s faster (and more affordable) to do dev/test in Neon? How does it work? How much cost savings have you seen vs other serverless databases? Show me a real use case example Can Neon also help lower the costs of my production database? Get Started in Two Steps Suggest edits Back to top Neon A Databricks Company Neon status loading... Made in SF and the World Copyright Ⓒ 2022 – 2026 Neon, LLC Company About Blog Careers Contact Sales Partners Security Legal Privacy Policy Terms of Service DPA Subprocessors List Privacy Guide Cookie Policy Business Information Resources Docs Changelog Support Community Guides PostgreSQL Tutorial Startups Creators Social Discord GitHub x.com LinkedIn YouTube Compliance CCPA Compliant GDPR Compliant ISO 27001 Certified ISO 27701 Certified SOC 2 Certified HIPAA Compliant Compliance Guide Neon’s Sub Contractors Sensitive Data Terms Trust Center | 2026-01-13T08:48:01 |
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https://www.channel-impact.com/gartner-forecasts-worldwide-end-user-spending-on-information-security-to-total-213-billion-in-2025/ | Gartner Forecasts Worldwide End-User Spending on Information Security to Total $213 Billion in 2025 - Channel Impact Skip to content Toggle Navigation Find a Solution Talent Solutions Sales Enablement Events Our Story Our Work Blog Get Hired Contact Us Gartner Forecasts Worldwide End-User Spending on Information Security to Total $213 Billion in 2025 Published On: August 8, 2025 Categories: Buzz Worldwide end-user spending on information security is projected to reach $213 billion in 2025, up from $193 billion in 2024, according to Gartner, Inc. Spending is estimated to increase 12.5% in 2026 to total $240 billion. “Established security spending will continue as normal, but some organizations are being more cautious with any new security spending in this highly uncertain and challenging climate,” said Ruggero Contu, Sr Director Analyst at Gartner. “However, higher defense budgets, rising threats, increasing regulatory pressure and better cybersecurity awareness – especially among small and medium-sized businesses – will keep cybersecurity spending strong in the medium to long term.” Security software is the fastest growing segment because more companies continue to move from on-premises to cloud-based systems, which brings new security risks. Cloud security posture management and cloud access security brokers are the main drivers in this segment. In the forecast period, rising threats and the expanding use of AI and generative AI (GenAI) — by both internal users of AI and attackers — will remain key growth drivers. Gartner clients can read more in “Forecast: Information Security, Worldwide, 2023-2029, 2Q25 Update.” Channel Impact ® The data underlines solid opportunities for channel partners engaged in the IT security space. Stay in the Know Keep tabs on what’s happening in the channel and the impact it will have on the partner community by subscribing to Channel Impact communications. Recent News alpenlily 2026-01-08T07:00:27-08:00 Alphabet to Acquire Intersect to Advance U.S. Energy Innovation alpenlily 2026-01-08T06:59:23-08:00 ServiceNow Boosts Security Through Armis Acquisition alpenlily 2026-01-08T06:58:23-08:00 Palo Alto Networks: AI Driving Massive Attack Surface Expansion Search Buzz Search for: Buzz Categories Select Category Aligning Channel Sales and Marketing (13) Breast Cancer Awareness Month (24) Buzz (2,112) Celebrating 20 Years (6) Channels-as-a-Service (4) Employee Spotlight (2) IT Channel (8) Partner Events (2) Partner Marketing & Enablement (5) Partner Success (28) Partnership Announcement (2) Staffing (8) Uncategorized (1,562) Women Who Make it Happen in the Channel Series (11) XaaS (9) US Office 1560 E Southlake Blvd, Suite 100 Southlake, TX 76092 Phone: (817) 753-4460 Canadian Office 301, 620 12 Ave SW Calgary, Alberta T2R 0H5 info@channel-impact.com PRIVACY POLICY ACCESSIBILITY POLICY Stay Connected Copyright Channel Impact Inc. Page load link Go to Top | 2026-01-13T08:48:01 |
https://dev.to/t/gamepass | Gamepass - 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 # gamepass Follow Hide Subscription gaming for the ultimate library Create Post Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Get-MgGraphAllPages: The MgGraph Missing Command David Richmond David Richmond David Richmond Follow Apr 16 '23 Get-MgGraphAllPages: The MgGraph Missing Command # gaminghardware # gamedeals # cloudgaming # gamepass 1 reaction Comments Add Comment 6 min read Day 11: Regular Expressions (Regex) Ugbem Job Ugbem Job Ugbem Job Follow Feb 28 '23 Day 11: Regular Expressions (Regex) # gaminghardware # gamepass # gamedeals # gamechallenge 2 reactions Comments Add Comment 5 min read Easy GraphQL Server in Node.js Rida F Najid Rida F Najid Rida F Najid Follow Feb 28 '23 Easy GraphQL Server in Node.js # gaminghardware # cloudgaming # gamedeals # gamepass Comments Add Comment 3 min read Why is Microsoft killing the Xbox? Miguel Bogota Miguel Bogota Miguel Bogota Follow Jul 31 '20 Why is Microsoft killing the Xbox? # microsoft # xbox # gamepass # ps5 3 reactions Comments Add Comment 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. 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 | 2026-01-13T08:48:01 |
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https://blog.jetbrains.com/dotnet/2020/05/29/rider-2020-2-roadmap/ | Rider 2020.2 Roadmap | The .NET Tools Blog Skip to content Topics Search Burger menu icon IDEs CLion DataGrip DataSpell Fleet GoLand IntelliJ IDEA PhpStorm PyCharm RustRover Rider RubyMine WebStorm Plugins & Services Big Data Tools Code With Me JetBrains Platform Scala Toolbox App Writerside JetBrains AI Grazie Junie JetBrains for Data Kineto Team Tools Datalore Space TeamCity Upsource YouTrack Hub Qodana CodeCanvas Matter .NET & Visual Studio .NET Tools ReSharper C++ Languages & Frameworks Kotlin Ktor MPS Amper Education & Research JetBrains Academy Research Company Company Blog Security .NET Tools Essential productivity kit for .NET and game developers Follow Follow: Guide Guide RSS RSS Get Tools All How-To's Releases Livestreams Events dotInsights Rider ReSharper Game dev Releases Rider 2020.2 Roadmap Matthias Koch In this post, we’d like to share our plans for Rider 2020.2 and find out what we can do next to improve your development experience. Your feedback is always welcome! The following is a list of our priorities for the next release cycle of 2020.2. Note that these are features we’re working on – as opposed to features scheduled for delivery – and that some of these might come in with later versions. .NET Core backend on Windows – Rider 2020.1 already runs the ReSharper backend on .NET Core on macOS and Linux . On Windows, the backend still runs on the .NET Framework and uses NGen to gain startup improvements (around 10 seconds in some cases). We are now moving the backend to .NET Core on Windows as well, and we will work on using CrossGen to replace NGen. In a previous blog post, we’ve already covered what huge performance boost the migration to .NET Core offers. Moving forward with our new Debugger API – The debugger API has been largely rewritten. While this is barely noticeable from the outside, it allows for more features to come, and also allows plugins to hook into the debugging process. This includes custom value representations and improved lazy value calculations ( super lazy ) with better interruption. Pin-To-Frame – We’re going to extend the Pin-To-Top functionality to pin values across frames. When debugging recursive functions, this will allow us to watch the state of values in different iterations: Data Breakpoints – Break execution whenever a certain property or field is changed without the need to create several different statement breakpoints. This will be accessible from the Watch tool window, and will even work with array elements. Due to current platform limitations, this will probably only be possible for .NET Core 3+ on Windows. Redesigned Toolbar – Based on our UI/UX studies, we’re redesigning the top toolbar to make it cleaner and more accessible for common features, like navigation buttons, Search Everywhere , VCS integration, Run Configurations , and debug modes. This should also solve usability issues, especially for new users coming to Rider. Colored Tooltips – Some of you may already know about the EnhancedTooltip plugin for ReSharper. We are working on implementing a similar visualization in Rider with highlighted identifiers, type names, modifiers, and other parts of the documentation. Unreal Support – We’ll continue working on Rider for Unreal , including stabilization of our IPC with the Unreal Editor, improving the logger panel, features related to VC++ Debugger ( Natvis , moving instruction pointers, symbol servers), and adding support for the Uproject project model and Blueprint Visual Scripting. Unity Support – We’ll introduce pausepoints, a special kind of breakpoint that doesn’t suspend execution, but pauses the Unity editor allowing you to inspect the state of your game at a certain point – very useful when used with conditional or dependent breakpoints. We’ll also bring shader support recently introduced to ReSharper C++ and Rider for Unreal Engine to the Unity world. There are performance and memory improvements when indexing assets, and Rider has improved support for prefab modifications. Better Blazor Support – Our goal is to achieve better integration with Razor components and source components relating to references, navigation, and code completion. This also includes refactorings, mainly the Rename refactoring. We’ll also work on being able to run Blazor WebAssembly (WASM) projects. Integration with Cloud Services – We want to extend the Azure toolkit with the ability to apply database migrations for published databases, and to select deployment slots when publishing web apps and function apps. We’ll also look into improving minor UI elements. F# Support – Hints will be introduced for inferred types, parameter names, and piped expressions. We’ll also work on more refactorings (especially Introduce Variable ), quick-fixes, context actions, and continuing to improve the infrastructure for these and upcoming features. Changes also include faster project loading and invalidation. TFS Server Workspaces – We’ll extend the Azure DevOps plugin to support server workspaces for compatibility with more TFS use cases. Working with IIS/IIS Express – We’ll improve integration with ASP.NET Core projects running on IIS/IIS Express to enable in-process hosting, and to allow for better debugger attachment. Diagrams – As a first candidate, we’ll work on porting the Architecture Diagram from ReSharper to Rider. As soon as this is completed, we’re going to do the same with the Type Dependency Diagram . Localization Manager – In ReSharper 2019.3 we shipped our new Localization Manager for more convenient editing of resource files ( .resx ). We’re working on the Rider UI to make it available there as well. There will probably be plenty of other, smaller features implemented along the way. If time allows, we’re planning to look at SQL projects, Specflow, and other technologies. And of course, we also have a number of bugfixes planned for the upcoming release. What do you think about these plans? Feel free to comment below, or to submit a new feature request in our issue tracker if we’ve missed something, or upvote any existing requests to let us know they are important to you. We’re looking forward to your feedback! .NET Core aws azure debugger F# Unity Unreal Engine Share Facebook Twitter Linkedin Prev post Write high-quality TypeScript code Webinar – Advocates on Rider – Uncovering the IDE That Gets You Places Next post Subscribe to a monthly digest curated from the .NET Tools blog: Subscribe form By submitting this form, I agree to the JetBrains Privacy Policy Notification icon By submitting this form, I agree that JetBrains s.r.o. ("JetBrains") may use my name, email address, and location data to send me newsletters, including commercial communications, and to process my personal data for this purpose. I agree that JetBrains may process said data using third-party services for this purpose in accordance with the JetBrains Privacy Policy . I understand that I can revoke this consent at any time in my profile . In addition, an unsubscribe link is included in each email. Submit Thanks, we've got you! Discover more Rider and ReSharper 2025.3.0.4: Important Updates Released Another set of updates for the 2025.3 versions of ReSharper and Rider has just been released. This release contains important bug-fixes as well as feature updates. Let’s take a look at what’s been improved. Rider 2025.3.0.4 Multi-agent experience in the AI Chat window: Junie and Claude Agen… Sasha Ivanova ReSharper and Rider 2025.3.0.3: A Fresh Set of Updates Released Another set of updates for the 2025.3 versions of ReSharper and Rider has just been released. Let’s take a look at what’s been improved. ReSharper 2025.3.0.3 The most notable fix of this build is that extension methods from source-only NuGet packages are now recognized correctly in the editor… Sasha Ivanova ReSharper 2025.3: Day-One C# 14 Support, Visual Studio 2026 Compatibility, and Major Performance Gains We’re pleased to announce the release of ReSharper 2025.3 in sync with .NET 10, continuing our tradition of releases that deliver day-one support for the newest C# language features. This version brings comprehensive C# 14 coverage, including extension members, extension operators, and user-defin… Sasha Ivanova Rider 2025.3: Day-One Support for .NET 10 and C# 14, a New Default UI, and Faster Startup Rider 2025.3 arrives alongside the .NET 10 SDK, continuing our commitment to day-one support for the latest .NET and C# features. This release brings full compatibility with .NET 10 and comprehensive support for C# 14, including extension members, extension operators, and user-defined compound as… Sasha Ivanova Privacy & Security Terms of Use Legal Genuine tools Twitter Facebook Linkedin Instagram Youtube RSS Tiktok Merchandise store icon Merchandise store Copyright © 2000 JetBrains s.r.o. | 2026-01-13T08:48:01 |
https://lynx.invisible-island.net/ | LYNX – The Text Web-Browser https://lynx.invisible-island.net/ Copyright © 1997-2024,2025 by Thomas E. Dickey (home page) Current development Stable release Resources LYNX – The Text Web-Browser Lynx is the text web browser. This is the toplevel page for the Lynx software distribution site. The current development sources have the latest version of Lynx available (development towards the next release0). The main help page for lynx-current is online; the current User Guide is part of the online documentation. The most recent stable release is 2.9.2; additional resources for lynx2.9.2 can be found here. Other resources include: Mailing list archives pgp/gpg signatures valid HTML. | 2026-01-13T08:48:01 |
https://gg.forem.com/subforems/new#main-content | 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 Gamers Forem Close Information Subforems are New and Experimental Subforems are a new feature that allows communities to create focused spaces within the larger Forem ecosystem. These networks are designed to empower our community to build intentional community around what they care about and the ways they awant to express their interest. Some subforems will be run communally, and others will be run by you . What Subforems Should Exist? What kind of Forem are you envisioning? 🤔 A general Forem that should exist in the world Think big! What community is the world missing? A specific interest Forem I'd like to run myself You have a passion and want to build a community around it. A company-run Forem for our product or ecosystem For customer support, developer relations, or brand engagement. ✓ Thank you for your response. ✓ Thank you for completing the survey! Give us the elevator pitch! What is your Forem about, and what general topics would it cover? 💡 ✓ Thank you for your response. ✓ Thank you for your response. ✓ Thank you for completing the survey! ← Previous Next → Survey completed 💎 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 Gamers Forem — An inclusive community for gaming 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 . Gamers Forem © 2025 - 2026. We're a place where gamers unite, level up, and share epic adventures. Log in Create account | 2026-01-13T08:48:01 |
https://dev.to/help/badges-and-recognition#main-content | Badges and Recognition - DEV Help - 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 DEV Help The latest help documentation, tips and tricks from the DEV Community. Help > Badges and Recognition Badges and Recognition In this article Types of Badges Top 7 Badge Earn badges to adorn your profile and celebrate your contributions to the DEV Community! At DEV, we value and appreciate each member of our Community, and we strive to recognize many of your contributions through our badge system. Let's delve deeper into how you can earn these badges! Types of Badges You can explore our extensive badge collection on our comprehensive badge page at https://dev.to/community-badges . Our badges are categorized into two main sections: Community Badges : These celebrate your positive interactions and engagement on DEV, highlighting your role in fostering a thriving community. Coding Badges : These acknowledge your technical expertise, language proficiency, hackathon victories, and more, showcasing a diverse range of skills and achievements. Each badge has specific qualifications, and we regularly introduce new ones and refresh or retire older ones! Click on any badge to learn about its requirements, and stay updated with our DEV Badges' Series to discover new releases. Top 7 Badge One badge of particular interest is our Top 7 badge! Every week, our DEV Team curates a list of the top articles from the previous week. You can explore all our Top 7 articles at https://dev.to/t/top7 to discover past winners and perhaps even prepare a piece to earn your own spot among them! 💎 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 | 2026-01-13T08:48:01 |
https://dev.to/juweria_#main-content | juweria mohamood - DEV Community Forem Feed Follow new Subforems to improve your feed DEV Community Follow A space to discuss and keep up software development and manage your software career Future Follow News and discussion of science and technology such as AI, VR, cryptocurrency, quantum computing, and more. Open Forem Follow A general discussion space for the Forem community. If it doesn't have a home elsewhere, it belongs here Gamers Forem Follow An inclusive community for gaming enthusiasts Music Forem Follow From composing and gigging to gear, hot music takes, and everything in between. Vibe Coding Forem Follow Discussing AI software development, and showing off what we're building. Popcorn Movies and TV Follow Movie and TV enthusiasm, criticism and everything in-between. DUMB DEV Community Follow Memes and software development shitposting Design Community Follow Web design, graphic design and everything in-between Security Forem Follow Your central hub for all things security. From ethical hacking and CTFs to GRC and career development, for beginners and pros alike Golf Forem Follow A community of golfers and golfing enthusiasts Crypto Forem Follow A collaborative community for all things Crypto—from Bitcoin to protocol development and DeFi to NFTs and market analysis. Parenting Follow A place for parents to the share the joys, challenges, and wisdom that come from raising kids. We're here for them and for each other. Forem Core Follow Discussing the core forem open source software project — features, bugs, performance, self-hosting. Maker Forem Follow A community for makers, hobbyists, and professionals to discuss Arduino, Raspberry Pi, 3D printing, and much more. HMPL.js Forem Follow For developers using HMPL.js to build fast, lightweight web apps. A space to share projects, ask questions, and discuss server-driven templating Dropdown menu Dropdown menu Skip to content Navigation menu Search Powered by Algolia Search Log in Create account DEV Community Close Follow User actions juweria mohamood Backend & DevOps engineer sharing hands-on guides on Python, JavaScript, AWS & DigitalOcean deployments, CI/CD, and real-world production lessons. Location Mogadishu, Somalia Joined Joined on Jan 4, 2026 github website Education BSc in Computer Science, 2025 Pronouns she/her Work Software Engineer (Full-time) More info about @juweria_ Badges 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 Skills/Languages Python (FastAPI, Django), JavaScript/TypeScript (Node.js, React), PostgreSQL, Docker, Git, GitHub Actions, AWS, DigitalOcean. Currently learning Deepening my DevOps knowledge (CI/CD, monitoring, cloud deployments) and improving backend architecture for Python and Node.js applications. Currently hacking on Working on backend services, deployment workflows, and small side projects to improve cloud and infrastructure skills. Available for Open to discussions around backend development, cloud deployments (AWS, DigitalOcean), DevOps practices, and developer tooling. Always happy to exchange ideas and learn from others. Post 1 post published Comment 0 comments written Tag 8 tags followed What I Wish I Knew Before Deploying My First Backend Application. juweria mohamood juweria mohamood juweria mohamood Follow Jan 10 What I Wish I Knew Before Deploying My First Backend Application. # programming # devops # deployment # backend 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. 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 | 2026-01-13T08:48:01 |
https://cursor.com/features | Features · Cursor Skip to content Cursor Features Enterprise Pricing Resources ↓ Changelog Blog Docs ↗ Community Learn ↗ Workshops Forum ↗ Careers Features Enterprise Pricing Resources → Sign in Download Features The best way to build software. Download for macOS ⤓ Try mobile agent → Agent Delegate coding tasks so you can focus on higher-level direction. This element contains an interactive demo for sighted users. It's a demonstration of Cursor's IDE showing AI-powered coding assistance features. The interface is displayed over a scenic painted landscape wallpaper, giving the demo an artistic backdrop. Cursor Get Cursor In Progress 4 Enterprise Order Management System Generating Analyze Tab vs Agent Usage Patterns Generating PyTorch MNIST Experiments Generating Fix PR Comments Fetching Issue Generating Ready for Review 2 Set up Cursor Rules for Dashboard + 37 - 0 · Set up Cursor Rules for Dashboard Bioinformatics Tools + 135 - 21 · Bioinformatics Tools Analyze Tab vs Agent Usage Patterns Help me understand how teams split their focus between the tab view and the agents panel across our workspaces. Agent GPT-5 Codebase understanding Cursor's codebase embedding model gives Agent deep understanding and recall. Where are these menu label colors defined? Top model access Choose freely between frontier models from OpenAI, Anthropic, Gemini, and xAI. Auto Suggested Composer 1 GPT-5 High Fast ✓ Claude Sonnet 4.5 Claude Opus 4.5 Gemini 3 Pro Grok Code Scoped changes Make targeted edits or run terminal commands with natural language. Interactive demo with multiple windows showing Cursor's AI-powered features. Get Cursor sequence_alignment.py test_alignment.py from typing import Tuple MATCH_SCORE = 2 MISMATCH_SCORE = -1 GAP_PENALTY = -2 def nw_align(s: str, t: str) -> int: """Basic Needleman-Wunsch global alignment.""" n, m = len(s), len(t) dp = [[0] * (m + 1) for _ in range(n + 1)] # Initialize gap penalties for i in range(1, n + 1): dp[i][0] = i * GAP_PENALTY for j in range(1, m + 1): dp[0][j] = j * GAP_PENALTY for i in range(1, n + 1): for j in range(1, m + 1): match = dp[i-1][j-1] + (MATCH_SCORE if s[i-1] == t[j-1] else MISMATCH_SCORE) delete = dp[i-1][j] + GAP_PENALTY insert = dp[i][j-1] + GAP_PENALTY dp[i][j] = max(match, delete, insert) return dp[n][m] Tab Our custom autocomplete model predicts your next actions. This element contains an interactive demo for sighted users. It's a demonstration of Cursor's IDE showing AI-powered coding assistance features. The interface is displayed over a scenic painted landscape wallpaper, giving the demo an artistic backdrop. Cursor Get Cursor Dashboard.tsx SupportChat.tsx "use client"; import React, { useState } from "react"; import Navigation from "./Navigation"; import SupportChat from "./SupportChat"; export default function Dashboard() { return ( <div className="flex h-[600px] border rounded-lg overflow-hidden"> <div className="w-64 border-r"> </div> <div className="w-80 border-l"> <SupportChat /> </div> </div> ); } Multi-line edits Get suggested edits across multiple lines. Interactive demo with multiple windows showing Cursor's AI-powered features. Get Cursor ChangeManagement.tsx const VERSION = "8.2.3" const RELEASE_TAG = "release-8.2.3" export function ChangeManagement() { const metadata = { version: VERSION, tag: RELEASE_TAG, } return ( <main className="change-management"> <header> <h1>What's New in Version {VERSION}</h1> </header> </main> ) } Smart rewrites Type naturally, Cursor will finish your thought. Interactive demo with multiple windows showing Cursor's AI-powered features. Get Cursor phoneNumberUtils.ts export function normalizeNANPDigits(input: string): string { const onlyDigits = input.replace(/D/g, ""); return onlyDigits.length === 11 && onlyDigits.startsWith("1") ? onlyDigits.slice(1) : onlyDigits; } export function formatUSPhone(input: string): string { // format (000) 000-0000 const digits = input.replace(/D/g, ""); const core = digits.length === 11 && digits.startsWith("1") ? digits.slice(1) : digits; if (core.length !== 10) return input.trim(); const area = core.slice(0, 3); const prefix = core.slice(3, 6); const line = core.slice(6); return "(" + area + ") " + prefix + "-" + line; } Tab, Tab, Tab Fly through edits at your cursor and across files. Interactive demo with multiple windows showing Cursor's AI-powered features. Get Cursor ChangeManagement.tsx const VERSION = "8.2.3" const RELEASE_TAG = "release-8.2.3" export function ChangeManagement() { const metadata = { version: VERSION, tag: RELEASE_TAG, } return ( <main className="change-management"> <header> <h1>What's New in Version {VERSION}</h1> </header> </main> ) } Tab to Changelog.tsx Across the entire development process Start tasks from Slack, issue tracker, mobile and more. Finish off in the IDE. Try agents on web and mobile ↗ This element contains an interactive demo for sighted users. It's a demonstration of Cursor integrated within Slack, showing AI-powered assistance inside team communication. The interface is displayed over a scenic painted landscape wallpaper, giving the demo an artistic backdrop. Slack #ask-cursor 8 members dylan small thing but would be really good to have anchor links on the website for releases 4 replies dylan wanna be able to go to cursor.com/changelog#1.0 to see 1.0 changelog eric checks out @cursor can you take a stab? Cursor APP I implemented direct linking for changelog entries and updated Node.js version constraints across the project to improve compatibility and maintainability. View PR Open in Cursor Open in Web dylan Nice @eric can you take a look? cursor.com/agents Agent GPT-5 ryos main In Progress 4 Enterprise Order Management System Generating Analyze Tab vs Agent Usage Patterns Generating PyTorch MNIST Experiments Generating Fix PR Comments Fetching Issue Generating Ready for Review 2 Bioinformatics Tools + 135 - 21 · Bioinformatics Tools Set up Cursor Rules for Dashboard + 37 - 0 · Set up Cursor Rules for Dashboard IDE Manual to agentic coding, in one familiar editor. Download → Interactive demo with multiple windows showing Cursor's AI-powered features. summary.py report.py test_usage.py import logging from typing import Dict import pandas as pd logger = logging.getLogger(__name__) def focus_share( events: pd.DataFrame, feature_col: str = "interaction_type", user_col: str = "user_id", ) -> pd.DataFrame: if events.empty: return pd.DataFrame( columns=[feature_col, "events", "unique_users", "share_of_events", "share_of_users"], ) missing = {feature_col, user_col} - set(events.columns) if missing: raise ValueError(f"Missing required columns: {sorted(missing)}") grouped = ( events.groupby(feature_col) .agg(events=(feature_col, "size"), unique_users=(user_col, "nunique")) .reset_index() ) total_events = grouped["events"].sum() total_users = grouped["unique_users"].sum() grouped["share_of_events"] = grouped["events"] / total_events if total_events else 0.0 grouped["share_of_users"] = grouped["unique_users"] / total_users if total_users else 0.0 return grouped.sort_values("events", ascending=False).reset_index(drop=True) def switch_summary( events: pd.DataFrame, feature_col: str = "interaction_type", user_col: str = "user_id", ts_col: str = "timestamp", ) -> Dict[str, float]: defaults = { "total_switches": 0, "agent_entry_rate": 0.0, "tab_return_rate": 0.0, "avg_seconds_between_switches": 0.0, } if events.empty: return defaults required = {feature_col, user_col, ts_col} missing = required - set(events.columns) if missing: raise ValueError(f"Missing required columns: {sorted(missing)}") df = events.copy() df[ts_col] = pd.to_datetime(df[ts_col], utc=True, errors="coerce") df = df.dropna(subset=[ts_col]).sort_values([user_col, ts_col]) if df.empty: return defaults df["prev_feature"] = df.groupby(user_col)[feature_col].shift(1) df["prev_timestamp"] = df.groupby(user_col)[ts_col].shift(1) switches = df[df["prev_feature"].notna() & (df[feature_col] != df["prev_feature"])] total = int(switches.shape[0]) if total == 0: return defaults agent_entries = switches[switches[feature_col] == "agent"] tab_returns = switches[(switches[feature_col] == "tab") & (switches["prev_feature"] != "tab")] durations = (switches[ts_col] - switches["prev_timestamp"]).dt.total_seconds() return { "total_switches": total, "agent_entry_rate": float(agent_entries.shape[0] / total), "tab_return_rate": float(tab_returns.shape[0] / total), "avg_seconds_between_switches": float(durations.mean()) if not durations.empty else 0.0, } def rolling_focus_share( events: pd.DataFrame, ts_col: str = "timestamp", feature_col: str = "interaction_type", freq: str = "1D", window: int = 7, ) -> pd.DataFrame: if events.empty: return pd.DataFrame() required = {ts_col, feature_col} missing = required - set(events.columns) if missing: raise ValueError(f"Missing required columns: {sorted(missing)}") df = events.copy() df[ts_col] = pd.to_datetime(df[ts_col], utc=True, errors="coerce") df = df.dropna(subset=[ts_col]) if df.empty: return pd.DataFrame() daily = ( df.groupby([pd.Grouper(key=ts_col, freq=freq), feature_col]) .size() .unstack(fill_value=0) .sort_index() ) if daily.empty: return pd.DataFrame() totals = daily.sum(axis=1).replace(0, pd.NA) shares = daily.div(totals, axis=0).fillna(0.0) return shares.rolling(window, min_periods=1).mean() CLI Run agents in any terminal or script. Learn more → Interactive demo with multiple windows showing Cursor's AI-powered features. Cursor Agent ~/Repos/cursor-usage-research Analyze Tab vs Agent Usage Patterns Help me understand how teams split their focus between the tab view and the agents panel across our workspaces. ⬢ T h o u g h t 7 s ⬢ R e v i e w e d w o r k s p a c e u s a g e e x p o r t s a n d h i s t o r i c a l e n g a g e m e n t n o t e s I'll build an analytics toolkit that highlights tab versus agent adoption and switching behavior: summary.py + 150 - 0 Next I'll normalize the interaction labels and add session tagging so product can filter specific cohorts: segmentation.py + 94 - 0 Time to stitch everything together with a report helper that combines the key metrics: report.py + 40 - 0 I'll add tests to lock in the behaviour using a representative sample from last week's export: test_usage.py + 90 All set! We now track focus share, switching rates, and rolling engagement so PMs can compare tab-first and agent-first workflows in seconds. → GPT-5.2 / for commands · @ for files Review with Bugbot Identify issues, fix in one click. Learn more → This element contains an interactive demo for sighted users. It's a demonstration of Cursor integrated within GitHub, showing AI-powered code review and debugging assistance. The interface is displayed over a scenic painted landscape wallpaper, giving the demo an artistic backdrop. GitHub Pull Request Get Bugbot Review cursor bot reviewed 1m ago src/vs/workbench/composer/browser/components/ComposerUnifiedDropdown.tsx 3292 - {selectedMode().keybinding} 3293 + {composerOpenModeToggleKeybinding} cursor bot 1m ago Bug: Function Returns Object Instead of String (Logic bug) The composerOpenModeToggleKeybinding is a function that needs to be called to get its value. Using it directly causes the keybinding display condition to always be truthy. Fix in Cursor Fix in Web Powerful, yet flexible Configure Cursor so you can do your best work. 1-click import Import extensions, themes, and keybindings directly from VS Code. MCP servers Connect external tools and data sources directly to Cursor. Rules & memories Customize how the models behave with reusable, scoped instructions. next.mdc --- Description: Rules for the dashboard application Globs: apps/dashboard/**/* --- # Dashboard Application Rules ## Instructions: Follow Next.js App Router best practices Use React Server Components by default Implement type-safe server actions Follow mobile-first responsive design with Tailwind CSS Use shadcn/ui components with Radix UI primitives Implement proper error boundaries and loading states Optimize for Core Web Vitals ## Component Structure: 1. Exports 2. Types/Interfaces 3. Server actions (if any) 4. Component logic 5. Helper functions 6. Static content ## Naming: Use kebab-case for directories PascalCase for components camelCase for functions and variables Use descriptive names with auxiliary verbs (isLoading, hasError) @file apps/dashboard/tsconfig.json @file apps/dashboard/.env Custom commands Use and manage reusable prompts within your team. Agent GPT-5 check-compiler-errors and / | check-compiler-errors code-review commit fix-merge-conflicts plan pr weekly-review Changelog CLI Jan 8, 2026 New CLI Features and Improved CLI Performance 2.3 Dec 22, 2025 Layout Customization and Stability Improvements Dec 18, 2025 Enterprise Insights, Billing Groups, Service Accounts, and Improved Security Controls 2.2 Dec 10, 2025 Debug Mode, Plan Mode Improvements, Multi-Agent Judging, and Pinned Chats See what's new in Cursor → Try Cursor now. Download for macOS ⤓ Try mobile agent → Product Features Enterprise Web Agents Bugbot CLI Pricing Resources Download Changelog Docs ↗ Learn ↗ Forum ↗ Status ↗ Company Careers Blog Community Workshops Students Brand Legal Terms of Service Privacy Policy Data Use Security Connect X ↗ LinkedIn ↗ YouTube ↗ © 2026 Cursor 🛡 SOC 2 Certified 🌐 English ↓ English ✓ 简体中文 日本語 繁體中文 Skip to content Cursor Features Enterprise Pricing Resources ↓ Changelog Blog Docs ↗ Community Learn ↗ Workshops Forum ↗ Careers Features Enterprise Pricing Resources → Sign in Download Features The best way to build software. Download for macOS ⤓ Try mobile agent → Agent Delegate coding tasks so you can focus on higher-level direction. This element contains an interactive demo for sighted users. It's a demonstration of Cursor's IDE showing AI-powered coding assistance features. The interface is displayed over a scenic painted landscape wallpaper, giving the demo an artistic backdrop. Cursor Get Cursor In Progress 4 Enterprise Order Management System Generating Analyze Tab vs Agent Usage Patterns Generating PyTorch MNIST Experiments Generating Fix PR Comments Fetching Issue Generating Ready for Review 2 Set up Cursor Rules for Dashboard + 37 - 0 · Set up Cursor Rules for Dashboard Bioinformatics Tools + 135 - 21 · Bioinformatics Tools Analyze Tab vs Agent Usage Patterns Help me understand how teams split their focus between the tab view and the agents panel across our workspaces. Agent GPT-5 Codebase understanding Cursor's codebase embedding model gives Agent deep understanding and recall. Where are these menu label colors defined? Top model access Choose freely between frontier models from OpenAI, Anthropic, Gemini, and xAI. Auto Suggested Composer 1 GPT-5 High Fast ✓ Claude Sonnet 4.5 Claude Opus 4.5 Gemini 3 Pro Grok Code Scoped changes Make targeted edits or run terminal commands with natural language. Interactive demo with multiple windows showing Cursor's AI-powered features. Get Cursor sequence_alignment.py test_alignment.py from typing import Tuple MATCH_SCORE = 2 MISMATCH_SCORE = -1 GAP_PENALTY = -2 def nw_align(s: str, t: str) -> int: """Basic Needleman-Wunsch global alignment.""" n, m = len(s), len(t) dp = [[0] * (m + 1) for _ in range(n + 1)] # Initialize gap penalties for i in range(1, n + 1): dp[i][0] = i * GAP_PENALTY for j in range(1, m + 1): dp[0][j] = j * GAP_PENALTY for i in range(1, n + 1): for j in range(1, m + 1): match = dp[i-1][j-1] + (MATCH_SCORE if s[i-1] == t[j-1] else MISMATCH_SCORE) delete = dp[i-1][j] + GAP_PENALTY insert = dp[i][j-1] + GAP_PENALTY dp[i][j] = max(match, delete, insert) return dp[n][m] Tab Our custom autocomplete model predicts your next actions. This element contains an interactive demo for sighted users. It's a demonstration of Cursor's IDE showing AI-powered coding assistance features. The interface is displayed over a scenic painted landscape wallpaper, giving the demo an artistic backdrop. Cursor Get Cursor Dashboard.tsx SupportChat.tsx "use client"; import React, { useState } from "react"; import Navigation from "./Navigation"; import SupportChat from "./SupportChat"; export default function Dashboard() { return ( <div className="flex h-[600px] border rounded-lg overflow-hidden"> <div className="w-64 border-r"> </div> <div className="w-80 border-l"> <SupportChat /> </div> </div> ); } Multi-line edits Get suggested edits across multiple lines. Interactive demo with multiple windows showing Cursor's AI-powered features. Get Cursor ChangeManagement.tsx const VERSION = "8.2.3" const RELEASE_TAG = "release-8.2.3" export function ChangeManagement() { const metadata = { version: VERSION, tag: RELEASE_TAG, } return ( <main className="change-management"> <header> <h1>What's New in Version {VERSION}</h1> </header> </main> ) } Smart rewrites Type naturally, Cursor will finish your thought. Interactive demo with multiple windows showing Cursor's AI-powered features. Get Cursor phoneNumberUtils.ts export function normalizeNANPDigits(input: string): string { const onlyDigits = input.replace(/D/g, ""); return onlyDigits.length === 11 && onlyDigits.startsWith("1") ? onlyDigits.slice(1) : onlyDigits; } export function formatUSPhone(input: string): string { // format (000) 000-0000 const digits = input.replace(/D/g, ""); const core = digits.length === 11 && digits.startsWith("1") ? digits.slice(1) : digits; if (core.length !== 10) return input.trim(); const area = core.slice(0, 3); const prefix = core.slice(3, 6); const line = core.slice(6); return "(" + area + ") " + prefix + "-" + line; } Tab, Tab, Tab Fly through edits at your cursor and across files. Interactive demo with multiple windows showing Cursor's AI-powered features. Get Cursor ChangeManagement.tsx const VERSION = "8.2.3" const RELEASE_TAG = "release-8.2.3" export function ChangeManagement() { const metadata = { version: VERSION, tag: RELEASE_TAG, } return ( <main className="change-management"> <header> <h1>What's New in Version {VERSION}</h1> </header> </main> ) } Tab to Changelog.tsx Across the entire development process Start tasks from Slack, issue tracker, mobile and more. Finish off in the IDE. Try agents on web and mobile ↗ This element contains an interactive demo for sighted users. It's a demonstration of Cursor integrated within Slack, showing AI-powered assistance inside team communication. The interface is displayed over a scenic painted landscape wallpaper, giving the demo an artistic backdrop. Slack #ask-cursor 8 members dylan small thing but would be really good to have anchor links on the website for releases 4 replies dylan wanna be able to go to cursor.com/changelog#1.0 to see 1.0 changelog eric checks out @cursor can you take a stab? Cursor APP I implemented direct linking for changelog entries and updated Node.js version constraints across the project to improve compatibility and maintainability. View PR Open in Cursor Open in Web dylan Nice @eric can you take a look? cursor.com/agents Agent GPT-5 ryos main In Progress 4 Enterprise Order Management System Generating Analyze Tab vs Agent Usage Patterns Generating PyTorch MNIST Experiments Generating Fix PR Comments Fetching Issue Generating Ready for Review 2 Bioinformatics Tools + 135 - 21 · Bioinformatics Tools Set up Cursor Rules for Dashboard + 37 - 0 · Set up Cursor Rules for Dashboard IDE Manual to agentic coding, in one familiar editor. Download → Interactive demo with multiple windows showing Cursor's AI-powered features. summary.py report.py test_usage.py import logging from typing import Dict import pandas as pd logger = logging.getLogger(__name__) def focus_share( events: pd.DataFrame, feature_col: str = "interaction_type", user_col: str = "user_id", ) -> pd.DataFrame: if events.empty: return pd.DataFrame( columns=[feature_col, "events", "unique_users", "share_of_events", "share_of_users"], ) missing = {feature_col, user_col} - set(events.columns) if missing: raise ValueError(f"Missing required columns: {sorted(missing)}") grouped = ( events.groupby(feature_col) .agg(events=(feature_col, "size"), unique_users=(user_col, "nunique")) .reset_index() ) total_events = grouped["events"].sum() total_users = grouped["unique_users"].sum() grouped["share_of_events"] = grouped["events"] / total_events if total_events else 0.0 grouped["share_of_users"] = grouped["unique_users"] / total_users if total_users else 0.0 return grouped.sort_values("events", ascending=False).reset_index(drop=True) def switch_summary( events: pd.DataFrame, feature_col: str = "interaction_type", user_col: str = "user_id", ts_col: str = "timestamp", ) -> Dict[str, float]: defaults = { "total_switches": 0, "agent_entry_rate": 0.0, "tab_return_rate": 0.0, "avg_seconds_between_switches": 0.0, } if events.empty: return defaults required = {feature_col, user_col, ts_col} missing = required - set(events.columns) if missing: raise ValueError(f"Missing required columns: {sorted(missing)}") df = events.copy() df[ts_col] = pd.to_datetime(df[ts_col], utc=True, errors="coerce") df = df.dropna(subset=[ts_col]).sort_values([user_col, ts_col]) if df.empty: return defaults df["prev_feature"] = df.groupby(user_col)[feature_col].shift(1) df["prev_timestamp"] = df.groupby(user_col)[ts_col].shift(1) switches = df[df["prev_feature"].notna() & (df[feature_col] != df["prev_feature"])] total = int(switches.shape[0]) if total == 0: return defaults agent_entries = switches[switches[feature_col] == "agent"] tab_returns = switches[(switches[feature_col] == "tab") & (switches["prev_feature"] != "tab")] durations = (switches[ts_col] - switches["prev_timestamp"]).dt.total_seconds() return { "total_switches": total, "agent_entry_rate": float(agent_entries.shape[0] / total), "tab_return_rate": float(tab_returns.shape[0] / total), "avg_seconds_between_switches": float(durations.mean()) if not durations.empty else 0.0, } def rolling_focus_share( events: pd.DataFrame, ts_col: str = "timestamp", feature_col: str = "interaction_type", freq: str = "1D", window: int = 7, ) -> pd.DataFrame: if events.empty: return pd.DataFrame() required = {ts_col, feature_col} missing = required - set(events.columns) if missing: raise ValueError(f"Missing required columns: {sorted(missing)}") df = events.copy() df[ts_col] = pd.to_datetime(df[ts_col], utc=True, errors="coerce") df = df.dropna(subset=[ts_col]) if df.empty: return pd.DataFrame() daily = ( df.groupby([pd.Grouper(key=ts_col, freq=freq), feature_col]) .size() .unstack(fill_value=0) .sort_index() ) if daily.empty: return pd.DataFrame() totals = daily.sum(axis=1).replace(0, pd.NA) shares = daily.div(totals, axis=0).fillna(0.0) return shares.rolling(window, min_periods=1).mean() CLI Run agents in any terminal or script. Learn more → Interactive demo with multiple windows showing Cursor's AI-powered features. Cursor Agent ~/Repos/cursor-usage-research Analyze Tab vs Agent Usage Patterns Help me understand how teams split their focus between the tab view and the agents panel across our workspaces. ⬢ T h o u g h t 7 s ⬢ R e v i e w e d w o r k s p a c e u s a g e e x p o r t s a n d h i s t o r i c a l e n g a g e m e n t n o t e s I'll build an analytics toolkit that highlights tab versus agent adoption and switching behavior: summary.py + 150 - 0 Next I'll normalize the interaction labels and add session tagging so product can filter specific cohorts: segmentation.py + 94 - 0 Time to stitch everything together with a report helper that combines the key metrics: report.py + 40 - 0 I'll add tests to lock in the behaviour using a representative sample from last week's export: test_usage.py + 90 All set! We now track focus share, switching rates, and rolling engagement so PMs can compare tab-first and agent-first workflows in seconds. → GPT-5.2 / for commands · @ for files Review with Bugbot Identify issues, fix in one click. Learn more → This element contains an interactive demo for sighted users. It's a demonstration of Cursor integrated within GitHub, showing AI-powered code review and debugging assistance. The interface is displayed over a scenic painted landscape wallpaper, giving the demo an artistic backdrop. GitHub Pull Request Get Bugbot Review cursor bot reviewed 1m ago src/vs/workbench/composer/browser/components/ComposerUnifiedDropdown.tsx 3292 - {selectedMode().keybinding} 3293 + {composerOpenModeToggleKeybinding} cursor bot 1m ago Bug: Function Returns Object Instead of String (Logic bug) The composerOpenModeToggleKeybinding is a function that needs to be called to get its value. Using it directly causes the keybinding display condition to always be truthy. Fix in Cursor Fix in Web Powerful, yet flexible Configure Cursor so you can do your best work. 1-click import Import extensions, themes, and keybindings directly from VS Code. MCP servers Connect external tools and data sources directly to Cursor. Rules & memories Customize how the models behave with reusable, scoped instructions. next.mdc --- Description: Rules for the dashboard application Globs: apps/dashboard/**/* --- # Dashboard Application Rules ## Instructions: Follow Next.js App Router best practices Use React Server Components by default Implement type-safe server actions Follow mobile-first responsive design with Tailwind CSS Use shadcn/ui components with Radix UI primitives Implement proper error boundaries and loading states Optimize for Core Web Vitals ## Component Structure: 1. Exports 2. Types/Interfaces 3. Server actions (if any) 4. Component logic 5. Helper functions 6. Static content ## Naming: Use kebab-case for directories PascalCase for components camelCase for functions and variables Use descriptive names with auxiliary verbs (isLoading, hasError) @file apps/dashboard/tsconfig.json @file apps/dashboard/.env Custom commands Use and manage reusable prompts within your team. Agent GPT-5 check-compiler-errors and / | check-compiler-errors code-review commit fix-merge-conflicts plan pr weekly-review Changelog CLI Jan 8, 2026 New CLI Features and Improved CLI Performance 2.3 Dec 22, 2025 Layout Customization and Stability Improvements Dec 18, 2025 Enterprise Insights, Billing Groups, Service Accounts, and Improved Security Controls 2.2 Dec 10, 2025 Debug Mode, Plan Mode Improvements, Multi-Agent Judging, and Pinned Chats See what's new in Cursor → Try Cursor now. Download for macOS ⤓ Try mobile agent → Product Features Enterprise Web Agents Bugbot CLI Pricing Resources Download Changelog Docs ↗ Learn ↗ Forum ↗ Status ↗ Company Careers Blog Community Workshops Students Brand Legal Terms of Service Privacy Policy Data Use Security Connect X ↗ LinkedIn ↗ YouTube ↗ © 2026 Cursor 🛡 SOC 2 Certified 🌐 English ↓ English ✓ 简体中文 日本語 繁體中文 | 2026-01-13T08:48:01 |
https://ruul.io/blog/how-to-price-your-freelance-content-creation-services-effectively | Mastering Freelance Content Creation Pricing: A Complete Guide Product Payment Requests Get paid anywhere. Sell Services Make your services buyable Sell Products Create once sell forever Subscriptions Get paid on repeat Ruul Space Your personel storefront. One link for everything you offer. Learn more Pricing Resources Partner Programs Referral Program Get 1% for life. Seriously. Affiliate Program Bring users, get paid Partners Let’s grow together. More Blog About us Support Brand Kit For Customers Log in Sign up For Businesses Login Sign up get paid How to Price Your Freelance Content Creation Services Effectively Learn how to price your freelance content creation services with confidence. Explore tips on understanding service value, setting payment terms, handling taxes, and using tools like Ruul for streamlined payment management. Esen Bulut 5 min read RUUL FOR INDEPENDENCE You chose independence.We make sure you keep it. Sell your time, your talent, whatever you create or build always on your terms. Get started See Example This is also a heading This is a heading Key Points It is important to set the most accurate price for your freelancer services to avoid any financial issues later. So, considering the important factors of setting the price, you should be well prepared. The most important part of those preparations is to know the costs and profit margin. For sure also the similar freelancer rates, market rates, background and experience level should be included in your calculation. Let’s see how to set the most effective rate for your freelance content creation services; Understand the Value of Your Work Content creation may look like an easy job, however it has many challenges as well. Content creation includes creating content for many reasons based on client’s request, descriptions, blog writings, productions, social media content management, promotional contents and more. So the first step to set the price is to see what is the type of content you will deliver, how much time it will take from you and for sure, what are your unique skills to add value to this project. For instance, if you have an SEO background and if that content is SEO relevant, you can set the price accordingly. Research The Market Rates Research the market rates, other freelancer’s offers and skills. You can find a lot of insights in popular freelancing platforms for this matter. Freelance platforms like Fiverr offer helpful resources to explore freelance work opportunities and gain insights into how much others are charging for similar services. Additionally, these platforms can help you find clients, so you can test your pricing strategy in real-world situations. Consider Your Experience and Expertise Level of your experience, certifications and similar backgrounds are also important factors to consider while setting up your price. If you are a new beginner you can start with lower rates in order to increase your portfolio and start earning. Many content creators start by offering competitive introductory rates to attract their first clients and then raise their prices over time. Alternatively, you might consider offering tiered pricing based on the complexity of the project or the client's needs. This allows clients to choose from various pricing levels while giving you the opportunity to charge more for advanced work. Consider Taxes and Other Costs No matter which country you are living in or working with, you will need to issue an invoice to your client. That means, you will be responsible from taxes. So understanding tax liabilities for freelancers is important at this point. So while setting up your rate, you need to consider the tax rates. Some countries also apply general income tax rates, so finding the most profitable price needs calculation of all these aspects. Ruul is a great help for global invoicing. If you don't know or don't have time to learn the tax and regulations of the country you are working with, Ruul will give you ready invoice templates with global standards for 190 countries. So you can easily sell your digital products without thinking about tax, rules and regulations. Specialized Skills Of The Content Creation When setting your price as a content creator, also think about the value of your skills. SEO knowledge can increase your pricing because it helps your content rank better. Being a native speaker or bilingual can also raise your rates due to cultural relevance. Advanced writing, especially for sales, adds extra value. Skills in design, photography, videography, or motion graphics can also increase your pricing. Expertise in specific industries or content strategy is valuable too. If you're an influencer with an engaged following, or have voiceover skills, you can charge more. Social media management and community engagement also boost your rate when combined with content creation. Set Clear Payment Collection Terms After setting your price, it is also important to set clear payment collection terms to your clients. This can also be a decision maker point from the client perspective. One of the best ways to ensure you are paid on time and avoid misunderstandings is to set up clear payment terms from the start. Some common terms include: Hourly Rates : You charge clients based on the amount of time spent working on their project. Flat Project Rate : You set a fixed price for the entire project, regardless of the time spent. Retainer Fees : You charge clients a set fee each month for ongoing content creation work. You can benefit from Ruul's freelancer hourly rate generator for this matter. Based on your set of skills, experience and costs of the project you will find the most accurate rate for your services. Freelancers must also think about how they will collect payments online . Platforms like Ruul offer a variety of solutions for easily collecting payments from clients and early payment solutions . By utilizing a reliable payment platform, you can ensure that your payments are processed quickly and securely, regardless of whether you're working with local or international clients. Additionally, you can offer clients different methods of payment, including credit card payments and bank transfers. By offering diverse payment options, you increase your chances of getting paid on time and make it easier for clients to pay you without delays. Finding Freelance Work Opportunities Pricing your services is only one aspect of building a successful freelance career. You also need to find clients who value your work and are willing to pay your rates. Fortunately, there are numerous freelance work opportunities available online through job boards and platforms like Ruul. These platforms not only connect you with clients but also provide tools for managing payments, invoicing, and communicating with clients. By using a reliable platform, you can focus on the creative aspect of your business while leaving the administrative tasks to a trusted partner. Pricing your freelance content creation services is a combination of understanding your value, conducting research, and factoring in financial considerations like payment collection and tax liabilities. By setting clear pricing structures, offering early payment incentives, and utilizing platforms like Ruul to manage payments, you can establish a successful freelance business. With Ruul’s tools, you can accept payments in multiple forms, streamline your invoicing process, and stay on top of your financial obligations, allowing you to focus more on delivering exceptional content. Whether you're just starting out or looking to scale your freelance business, Ruul provides the resources you need to thrive in the competitive world of freelance content creation. ABOUT THE AUTHOR Esen Bulut Esen Bulut is the co-founder of Ruul. After graduating Boston College with finance and economics degrees, she began her career as a Finance Executive. Prior to Ruul, she held managerial positions in finance and marketing. Esen's entrepreneurship success earned her recognition in Fortune's 40 under 40 list in 2022. More What is Invoice Reconciliation? What is invoice reconciliation, what is it used for and what are the invoice reconciliation processes? Click to discover its importance! Read more Social distancing and the state of coworking spaces today Explore how coworking spaces are adapting to physical distancing norms—from safety protocols and flexible memberships to virtual community building. Discover what the future holds for shared workspaces in a post-pandemic world. Read more Freelance Virtual Assistant Rates 2025: Global Hourly Pricing Guide Beginner or boss-level VA what should you charge? Let’s explore the 2025 rates that make clients (and you) happy. Read more MORE THAN 120,000 Independents Over 120,000 independents trust Ruul to sell their services, digital products, and securely manage their payments. FROM 190 Countries Truly global coverage: trusted across 190 countries with seamless payouts available in 140 currencies. PROCESSED $200m+ of Transactions Over $200M successfully processed, backed by an 8-year legacy of secure, reliable transactions trusted by independents worldwide. FREQUENTLY ASKED QUESTIONS Everything you need to know. Get clear, straightforward answers to the most common questions about using Ruul. hey@ruul.io What is Ruul? Ruul is a merchant-of-record platform helping freelancers and creators globally sell services, digital products, subscriptions, and easily get paid. Who is Ruul for? Ruul is designed for freelancers, creators, and independent professionals who want a simple way to sell online and get paid globally. How does Ruul work? Open an account, complete a quick verification (KYC), and link your payout account. Then, start selling through your store or send payment requests to customers instantly. How does pricing work? Signing up is free. There are no subscription or hidden fees. Ruul charges a small commission only when you sell or get paid through the platform. What is a Merchant of Record? A merchant of record is the legal seller responsible for processing payments, handling taxes, and managing compliance for each transaction. What can I sell on Ruul? You can sell services, digital products, license keys, online courses, subscriptions, and digital memberships. How do I get paid on Ruul? Add your preferred bank account, digital wallet, or receive payouts in stablecoins as crypto. Funds arrive within 24 hours after a payout is triggered. OPEN AN ACCOUNT START MAKING MONEY TODAY ruul.space/ Thank you! Your submission has been received! Oops! Something went wrong while submitting the form. Trustpilot Product Payment Requests Sell Services Sell Products Subscriptions Ruul Space Pricing For Businesses Resources Blog About Contact Support Referral Program Affiliate Program Partner Program Tools Invoice Generator NDA Generator Service Agreement Generator Freelancer Hourly Rate Calculator All Rights Reserved © 2025 Terms Of Use Privacy Policy | 2026-01-13T08:48:01 |
https://neon.tech/privacy-policy | Privacy Policy - Neon This 250+ engineer team replaced shared staging with isolated database branches for safer deploys Neon Product Database Autoscaling Automatic instance sizing Branching Faster Postgres workflows Bottomless storage With copy-on-write Instant restores Recover TBs in seconds Connection pooler Built-in with pgBouncer Ecosystem Neon API Manage infra, billing, quotas Auth Add authentication Data API PostgREST-compatible Instagres No-signup flow Migration guides Step-by-step What is Neon? Serverless Postgres, by Databricks Solutions Use cases Serverless Apps Autoscale with traffic Multi-TB Scale & restore instantly Database per Tenant Data isolation without overhead Platforms Offer Postgres to your users Dev/Test Production-like environments Agents Build full-stack AI agents For teams Startups Build with Neon Security Compliance & privacy Case studies Explore customer stories Docs Pricing Company Blog About us Careers Contact Discord 20.7k Log In Sign Up Privacy Policy When you use Neon, you are trusting us to handle your data with care. We take that trust seriously. This Privacy Policy describes how we collect, use, and protect your personal information. When we refer to our Services in this Privacy Policy, we are referring to all of our products and services, including our Platform, websites, and software. Privacy Guide We understand that privacy policies can be complex. If you are looking for a more digestible breakdown of our practices and procedures, we invite you to check out our Privacy Guide . While we do recommend you read this policy, our Privacy Guide offers a straightforward overview, designed to help you quickly grasp our approach to your data. This guide is part of our commitment to clarity and transparency, ensuring you always feel informed and in control. Last updated: 17 March 2025 For the purposes of this Privacy Policy, “Personal Data” means any information relating to an identified or identifiable individual. If you do not agree with this Privacy Policy, you should not use the Services to which this Privacy Policy applies. Terms not otherwise defined in this Privacy Policy will have the meaning as set forth in our Terms of Service or any applicable Master Service Agreement (MSA) which we have entered into with you (“the Agreement”). If you have any questions about this Privacy Policy please contact us at privacy@neon.tech . What Information We Collect and Process How We Use Personal Data How We Share Personal Data How We Transfer Personal Data Internationally How We Store and Secure Personal Data Your Privacy Rights and Choices California Privacy Rights Data Protection Officer Other Important Privacy Information 1. What Information We Collect and Process a. Information You Provide to Neon When you interact with the Neon Website, Platform, Neon Products, marketplaces that sell Neon’s Products and any other sites or services that link to this Privacy Policy, we may collect Personal Data and other information from you, as further described below. When You Visit Our Websites We collect Personal Data from you when you submit web forms or interact with our websites; for example when subscribing to a Neon newsletter, signing up for a webinar, subscribing to our Sub-processor notifications, one of our services, or requesting customer support. We may ask for your email address, first and last name, job title, and other similar business information. You are free to explore some of our websites without providing any Personal Data about yourself. Information we collect automatically Even if you do not provide information to us, we automatically collect technical data, such as web logs about your use of and interaction with our Services. We use the technical data to troubleshoot problems, gather information for analysis of the Services, customize your experience when accessing our Services, and for other business purposes. Event Information When you register for a Neon event, we collect information such as name, address, phone number, and email address. We use this information to communicate with you and, in some cases, facilitate your registration. Additionally, we may share your registration data with service providers to provide event information and improve your experience for future Neon events. Account and User Information We collect Personal Data when you sign up for a Neon Account, create or modify user information, set preferences, or provide any other related information to access or utilize the Service. Payment Information We collect payment and billing information when you register for paid Services. For example, we may ask you to provide a billing address or a billing contact for your Neon Account. If you give us payment information, we use it solely as authorized by you in accordance with this Privacy Policy. You may also provide payment information, such as a credit card number or bank account number, when purchasing products or services. We use secure third-party payment service providers to manage payment processing, which is collected through a secure payment process. Customer Testimonials We post customer testimonials and comments on our Website, which may contain Personal Data. We obtain each Customer’s consent via email or through other agreements between Customers and Neon prior to posting the Customer’s name and testimonial. b. Information We Process on Behalf of Customers When they Use the Services For the purposes of this Privacy Policy, “Customer Data” means the Content, the Customer Personal Data, and any other information that the Customer and/or its Authorized Users Transfers to Neon in connection with the use of the Services. Customer Personal Data means Personal Data that Neon processes as a data processor for the Customer for the purpose of providing the Services. The Customer Personal Data includes Personal Data that the Customer and/or any Authorized User Transfers through the Platform in connection with its use of the Services. We want to make it clear that we do not control any Customer Data that is uploaded and stored on the Platform. We store Customer Data on our service provider’s servers, the region determined by our Customers. We process Customer Data as a processor under our Customer’s instructions and in compliance with the applicable Agreement. Our Customers control and are responsible for correcting, deleting, or updating any Customer Data that they Transfer to the Platform and are also responsible for complying with any regulations or laws that require providing notice, disclosure, and/or obtaining consent prior to transferring the Personal Data to Neon for processing purposes. Our Agreement prohibits the transfer or upload of Sensitive Information. You shall be solely liable for any and all liabilities arising from or relating to the transfer of Sensitive Information. c. Information We Collect and Process When You Use the Platform Information From Users With Accounts If you create an Account, we require some basic information at the time of Account creation. To create an Account, you have the option to either provide your name, password, and a valid email address or create an Account by logging into a Hasura, Github, Google Account, or any other method listed on our sign-up page. You also have the option to give us more information if you want to, which may include “User Personal Information.” “User Personal Information” is any information about a user that could, alone or together with other information, personally identify the user. Information such as a user name and password, an email address, a real name, and a profile picture or an avatar are examples of “User Personal Information.” User Personal Information does not include aggregated, non-personally identifying information. We may use aggregated, non-personally identifying information to operate, improve, and optimize our Service. We need your User Personal Information to create your Account and to provide the Service you use. We use your User Personal Information, specifically your user name and email address, to identify you. We use your email address to communicate with you as outlined in the email communication section below. We limit our use of your User Personal Information to the purposes listed in this Privacy Policy. Usage Data We may generate and use technical logs, data and learnings about your use of the Platform, and Customer Data in an aggregate, anonymized form (“Usage Data”). We engage third-party providers to collect Usage Data. For more information about how we protect your information with these service providers, please see the section “How We Share Personal Data”. Third-Party Integrations You may connect third-party integrations to your Neon Account. These third-party integrations may ask for certain permissions to access Customer Data, Personal Data, or send information to your Neon Account. It is your responsibility to review any third-party integrations you authorize. We may collect information about what types of integrations you use in your Neon Account. Any permission(s) granted by you grant(s) these third parties access to your Customer Data and your Personal Data, which may include (but is not limited to) granting third-party applications access to view, store, and modify your Customer Data, Personal Data, or any other data stored in your Neon Account. We are not responsible for the practices of third-party integrations, so please carefully review the permissions you grant to third-party applications. Information From Website Browsers We use common internet technologies, such as web server logs, to collect data about all visitors that access our Website. The information we collect about visitors to our Website includes the visitor’s browser type, language preference, referring site, additional websites requested, and the date and time of each visitor request. We also collect potentially personally-identifying information like Internet Protocol (IP) addresses. We collect this information to better understand how visitors to our Website use Neon, and to monitor and protect the security of the Website. d. Information We Collect From Other Sources Neon Partners We may receive information about you or other users of your Neon Account from our global network of partners. We may receive this data from our deal and lead registration process through our partners. We may also collect information about you through our partner co-marketing partnerships. For example, you may sign up to a webinar or download a white paper published by Neon and a Neon co-marketing partner. Market Places When you purchase Neon Products through a third-party marketplace, we obtain certain Personal Data with the marketplace provider to facilitate order processing, delivery, customer support, and to meet legal obligations. This data includes your name, contact information, payment details, and order history. Third Parties We may receive information from third-party service providers, from related companies, and from our business and solution partners. Personal Data from Different Sources We may combine Personal Data we collect from you with personal information we receive from other sources, such as third-party providers of business information and publicly available sources (like social media platforms). This may include physical mail addresses, job titles, email addresses, phone numbers, IP addresses, and social media profiles. This helps us to update and improve our records, identify new customers, create more personalized advertising, suggest products and services that may interest you, deliver personalized communications, and promote events. The collection of your personal information by these other third-party providers is governed by the provider’s privacy policy. Buttons, tools from other companies Our Website may include features and widgets (such as the share and/or “like” button or interactive mini-programs) that run on our Websites. These features may collect your IP address, which pages you visit on our sites.. These features and widgets are either hosted by a third-party or hosted directly on our Websites. This Privacy Policy does not apply to these features. Your interactions with these features are governed by the privacy policy and other policies of the companies providing them. 2. How We Use Personal Data To facilitate contractual and pre-contractual business relationships We use Personal Data to enter into business relationships with prospective customers and to perform the contractual obligations under the Agreements that we have with existing Customers. For example, we may collect your Personal Data to schedule calls and meetings for the Platform’s demo, prepare offers for you, set up and manage your Account on the Platform, or perform certain accounting, auditing, and billing activities. To comply with our regulatory and other legal obligations These regulatory and other legal obligations include Data Processing requirements of the GDPR and “Anti-Money Laundering” (AML) and “Know-Your-Customer” (KYC) obligations. To Communicate with You About the Services We use the Account information you provide to Neon when signing up for an Account to send you transactional emails about billing, account management, and other administrative matters. We may also send you updates regarding our Agreement or other legal agreements, and may also communicate with you about security incidents via email. To Provide the Service and offer support We use your Account information, Personal Data, and Customer Data to provide the Services. For example, we use the email address you provide when signing up for the product to create your Account, and we use your payment information to process payments for paid use of the Platform or Products. We may also use this information to authenticate you when you log in and to provide customer support. We use your information both Personal Data and Customer Data to provide customer support, such as resolving technical issues you encounter and analyzing product outages or bugs. You grant Neon the right to use your Personal Data and Customer Data solely as necessary to (a) maintain, improve, protect and update the Services and the Platform; (b) to prevent or address service, security, support, or technical issues related to the Services. To Personalize the Platform for you by understanding your needs. We may use Usage Data to operate, improve, analyze and support the Platform and/or the Services, and for other lawful business purposes. Neon might use the Customer Data without de-identification, aggregation and anonymization only for troubleshooting and/or support purposes. To Develop new Services and Improve existing Services We also collect Usage Data to develop and improve our Services and create new services and products. For example, we use Usage Data to identify friction and bottlenecks in the user’s journey to optimize and improve the experience of our customers. We also use Usage Data to assess trends and usage across the Platform to help us determine what new features or integrations our users may be interested in. For Research and Analysis We conduct aggregate analysis, market research and planning, develop business intelligence, generate statistical studies that enable us to operate, protect, make informed decisions, and report on the performance of our business. To Secure and Protect our Platform and Users We use your Account information to investigate and help prevent security incidents. We may also use this information to meet legal requirements. We use your information to verify user Accounts and to detect and prevent abuse. We use log files to provide general statistics regarding use of our Website by you, including how you use our websites, what country you are logging in from (for analytics, export control, and regulatory purposes) and to help improve the navigation experience. Your IP addresses are also collected and logged for security purposes; for example, to track access patterns and investigate security events and incidents. For these purposes, we link this automatically-collected data to other personal data provided by you, for example your name, email address, address, and phone number. To Market and Promote the Services We use the information you provide to Neon to market and promote the Services and other offerings. For example, we might use your email or physical address to send you information or content that we think may be of interest to you, by post, email, or other means. We may also send you marketing communications relating to our business. You may opt out of receiving this promotional content by following the instructions contained in each communication that we send you or by contacting us at privacy@neon.tech. If you unsubscribe from our marketing lists, we will only continue to contact you regarding administrative matters and to respond to your requests. We may also reach out to you via email or telephone to ask about other Neon Products or Services you may be interested in. If you have a call scheduled with a Neon representative, we may record and transcribe the call. You will be notified prior to the call that the call is being recorded, and you will be offered an opportunity to opt out of having the call recorded. Where required by law, we will only send marketing communications with your consent. Otherwise, we will market and advertise our products and services on the basis of our legitimate business interests. We receive information from third-party service providers and other sources such as third-party providers of business information and publicly available sources. We may receive and use information from these service providers and other sources in combination with other information we collect through other means described in this Privacy Policy for the purposes of providing you with updates and an improved service, like personalized communications, event promotion, and tailoring the websites or product to improve user experience. Other purposes if we obtain your consent We share your data with third parties when you give us consent to do so. Legal Basis for Processing Personal Data (EEA and UK visitors only) Our legal basis for collecting and using the Personal Data described above will depend on the Personal Data concerned and the specific context in which we collect it. However, we will normally collect Personal Data from you only where we have your consent to do so, where we need the Personal Data to perform a contract with you, or where the processing is in our legitimate interests and not overridden by your data protection interests or fundamental rights and freedoms. In some cases, we may also have a legal obligation to collect Personal Data from you. If we ask you to provide Personal Data to comply with a legal requirement or to perform a contract with you, we will make this clear at the relevant time and advise you whether the provision of your Personal Data is mandatory or not (as well as of the possible consequences if you do not provide your Personal Data). Similarly, if we collect and use your Personal Data in reliance on our legitimate interests (or those of any third party), we will make clear to you at the relevant time what those legitimate interests are. 3. How We Share Personal Data a. Service Providers We may share Personal Data with our third-party service providers to support our Services. For example, we use service providers for data hosting, application development, marketing, sales support, and customer support. We may need to share your information with service providers to provide information about products or services to you. Examples may include removing repetitive information from prospect lists, analyzing data or performing statistical analysis on your use of the Platform or interactions on our websites, providing marketing assistance, processing credit card payments, supplementing the information you provide us in order to provide you with better service, developing and improving the product and services, and providing customer service or support. These service providers are prohibited from using your Personal Data except for these purposes, and they are required to maintain the confidentiality of your information. In all cases where we share your information in this way, we explicitly require the third-party service providers to acknowledge and adhere to our privacy and data protection policies and standards. b. Partners We may share Personal Data with trusted Neon partners to provide our Services. We will also share Personal Data to contact you based on your request to receive such communications, help us perform statistical analysis, provide sales support, or provide customer support. Partners are required to maintain the confidentiality and security of your data. We also partner with trusted third parties to provide you with co-marketing content that we think may be relevant to you. When you engage with these co-marketing partners, we will provide a link to the co-marketing partner’s privacy policy so you can learn more about how to opt out of the partner’s communications. c. Corporate Events If we (or our assets) are acquired by another company, whether by merger, acquisition, bankruptcy or otherwise, that company would receive all information gathered by Neon via providing the Services. In this event, you will be notified via email and/or a prominent notice on our Website of any change in ownership, uses of your Personal Data, and choices you may have regarding your Personal Data. d. Public Forums Our websites may offer publicly accessible message boards, blogs, and community forums. Please keep in mind that if you directly disclose any information through our public message boards, blogs, or forums (including profile information associated with the Account you use to post the information) it may be read, collected, and used by any member of the public who accesses these websites. Your posts and certain profile information may remain even after you terminate your Account. We urge you to consider the sensitivity of any information you may disclose in this way. We will correct or delete any information you have posted on the websites if you so request, as described in Section “Your Privacy Rights and Choices” below. In some cases, we may not be able to remove your information, in which case we will let you know if we are unable to and why. e. Compelled Disclosure We reserve the right to use or disclose your Personal Data if required by law or if we reasonably believe that use or disclosure is necessary to protect our rights, protect your safety or the safety of others, investigate fraud, or comply with a law, court order, or legal process. If you use the Platform, Customer Data is considered Confidential Information and you should review the Confidentiality terms in the Agreement for more information. f. Market Place Providers When you purchase Neon Products through a third-party market place, we provide Personal Data and usage data to the marketplace provider to facilitate order processing, delivery, customer support, and to meet legal obligations. This data includes your name, contact information, payment details, product usage and order history. 4. How We Transfer Personal Data Internationally a. International Transfers This Privacy Policy will apply even if we transfer Personal Data to other countries. We have taken appropriate safeguards to require that your Personal Data will remain protected wherever it is transferred. When we share Personal Data of individuals in the European Economic Area (“EEA”), Switzerland or the United Kingdom (“UK”), we use the EU-U.S. Data Privacy Framework, the UK Extension to the EU-U.S. DPF, and the Swiss-U.S. Data Privacy Framework (collectively, the “Data Privacy Framework”). We also implement the Standard Contractual Clauses (approved by the European Commission and Swiss authorities) and UK Addendum to the Standard Contractual Clauses (approved by the UK authorities) where required, as well as additional safeguards where appropriate (such as commercial industry-standard secure encryption methods to protect Customer data at rest and in transit, web application firewall protection, and other appropriate contractual and organizational measures). Please see our Data Privacy Framework statement below for more information. b. International transfers to third parties Some of the third parties described in this Privacy Policy, which provide services to us under contract, are based in other countries that may not have equivalent privacy and data protection laws to the country in which you reside. When we share Personal Data of individuals in the EEA, Switzerland or UK with third parties, we use a variety of legal mechanisms to safeguard the transfer, including the European Commission-approved Data Privacy Framework, the Standard Contractual Clauses, as well as additional safeguards where appropriate. For transfers to or from the United Kingdom, we make use of the UK Addendum. For transfers to or from Canada, we make use of the standard contractual clauses. With respect to personal data received from or transferred to Canada, Neon is subject to the regulatory enforcement powers of the Office of the Privacy Commissioner of Canada. Please contact us if you need more information about the legal mechanisms we rely on to transfer personal data outside the EEA, Switzerland, Canada, and UK. c. Data Privacy Framework Notice Neon complies with the EU-U.S. Data Privacy Framework (“EU-U.S. DPF”), the UK Extension to the EU-U.S. DPF, and the Swiss-U.S. Data Privacy Framework (“Swiss-U.S. DPF”) as set forth by the U.S. Department of Commerce (collectively “the Data Privacy Framework”). Neon has certified to the U.S. Department of Commerce that it adheres to the EU-US DPF Principles with regard to the processing of Personal Data received from the European Union, and the United Kingdom (and Gibraltar) and to the Swiss-US DPF Principles with regard to the processing of Personal Data received from Switzerland. If there is any conflict between this Privacy Policy and the DPF Principles, the DPF Principles shall govern. To learn more about the Data Privacy Framework and to view our certification, please visit https://www.dataprivacyframework.gov/ . If you are located in the EU, UK, or Switzerland, you have the right to request access to the Personal Data that we hold about you and request that we correct, amend, or delete your Personal Data if it is inaccurate or processed in violation of the DPF Principles. We will give you an opportunity to opt out where Personal Data we control about you is to be disclosed to an independent third party or used for a purpose that is materially different from those set out in this Privacy Policy. If you would like to exercise any of your rights, please contact us via the details provided below. In compliance with the DPF Principles, Neon commits to resolve DPF Principles-related complaints about our collection and use of your Personal Data. We will investigate and attempt to resolve any DPF Principles-related complaints within 45 days. EU, UK, and Swiss individuals with inquiries or complaints regarding our handling of Personal Data received in reliance on the DPF Principles should first contact Neon via privacy@neon.tech. If you have unresolved DPF-related complaints that we have not addressed satisfactorily, please contact the: EU DPA panel if you are based in the European Union. Swiss Federal Data Protection and Information Commissioner (FDPIC) if you are based in Switzerland. Information Commissioner’s Office if you are based in the United Kingdom. Under certain conditions, more fully described on the DPF website, you may be entitled to invoke binding arbitration when other dispute resolution procedures have been exhausted. The Federal Trade Commission has jurisdiction over Neon’s compliance with the DPF Principles. In the context of an onward transfer, Neon is responsible for the processing of Personal Data it receives under the DPF Principles and subsequently transfers to a third party acting as an agent on our behalf. Neon shall remain liable under the DPF Principles if our agent processes your Personal Data in a manner inconsistent with the DPF Principles, unless Neon is not responsible for the event giving rise to the damage. Please note that under certain circumstances, we may be required to disclose your Personal Data in response to lawful requests by public authorities, including to meet national security or law enforcement requirements. 5. How We Store and Secure Personal Data a. Data Storage and Security We use a variety of security technologies and procedures to help protect your Personal Data from unauthorized access, use, or disclosure. We secure the Personal Data you provide on computer servers in a controlled, secure environment, protected from unauthorized access, use, or disclosure. All Personal Data is protected using appropriate physical, technical, and organizational measures. For more on Security at Neon, please see https://neon.tech/docs/security/security-overview . b. Retention of Personal Data How long we keep the information we collect about you depends on the type of information as well as how we collect and store that information. We retain Personal Data that you provide to us where we have an ongoing legitimate business need to do so (for example, as needed to comply with our legal obligations, resolve disputes, and enforce our agreements). When we have no ongoing legitimate business need to process your Personal Data, we securely delete the information or anonymize it within 30 days. Should you wish your data to be deleted earlier you may also request the deletion of your data through the console, and such data will be deleted within 30 days. If deletion or anonymization is not possible, we will securely store your Personal Data and isolate it from any further processing until deletion is possible. If you have elected to receive marketing communications from us, we retain information about your marketing preferences for a reasonable period of time, starting from the date you last expressed interest in our Customer Data, products, or services, for example as when you last opened an email from us or ceased using your Neon Account. Customer Data transferred to the Platform is retained according to the Agreement, Data Retention Policy, and any applicable Data Processing agreement. 6. Your Privacy Rights and Choices a. Personal Data Requests You have the following data protection rights: Access, Correction, or Deletion. You can request access, correction, updates, or deletion of your Personal Data. Objection. You can object to our processing of your Personal Data, ask us to restrict processing of your Personal Data, or request portability of your Personal Data. Withdraw Consent. If we have collected and processed your Personal Data with your consent, then you can withdraw your consent at any time. Withdrawing your consent will not affect the lawfulness of any processing we conducted prior to your withdrawal, nor will it affect processing of your Personal Data conducted in reliance on lawful processing grounds other than consent. Complaint. You have the right to complain to a data protection authority about our collection and use of your Personal Data. Contact details for data protection authorities in the EEA are available here . To exercise any of these rights, please contact us at privacy@neon.tech or raise a support ticket via the Neon Console. To raise a Data Subject Access Request, please use this form . Please note that to protect personal information, we may verify your identity by a method appropriate to the type of request you are making. Depending on where you reside, you may be entitled to empower an “authorized agent” to submit requests on your behalf. We will require authorized agents to confirm their identity and authority, in accordance with applicable laws. You are entitled to exercise the rights described above free from discrimination. We will respond to your request to change, correct, or delete your data within a reasonable timeframe and notify you of the action we have taken. You may also request the deletion of their data through the console, and such data will be deleted within 30 days unless legal or contractual obligations require a longer retention period. In some instances, your rights may be limited, such as where fulfilling your request would impair the rights of others, our ability to provide a service you have requested, or our ability to comply with our legal obligations and enforce our legal rights. b. To Unsubscribe From Our Communications You may unsubscribe from our marketing communications by clicking on the “unsubscribe” link located on the bottom of our e-mails or by updating your communication preferences. Customers cannot opt out of receiving transactional emails related to their Account. c. Choice If Personal Data covered by this Privacy Policy is to be used for a new purpose that is materially different from that for which the Personal Data was originally collected or subsequently authorized, or is to be disclosed to a non-agent third party in a manner not specified in this Privacy Policy, Neon will provide you with an opportunity to choose whether to have your Personal Data so used or disclosed. Requests to opt out of such uses or disclosures of Personal Data should be sent to us as specified in the “Contact Us” section below. 7. California Privacy Rights a. Applicability This section applies only to California consumers. For purposes of this section, “Personal Information” has the meaning given in the California Consumer Privacy Act (“CCPA”). It describes how we collect, use, and share California consumers’ Personal Information in our role as a business, and the rights applicable to such residents. The California Consumer Privacy Act (“CCPA”) requires businesses to disclose whether they sell Personal Information. Neon is a business and does not sell Personal Information. We may share Personal Information with authorized service providers or business partners who have agreed to our contractual limitations as to their retention, use, and disclosure of such Personal Information. If you are unable to access this Privacy Policy due to a disability or any physical or mental impairment, please contact us and we will arrange to supply you with the information you need in an alternative format that you can access. b. How We Collect, Use, and Share your Personal Information We have collected the following statutory categories of Personal Information in the past twelve (12) months: Identifiers, such as name, email address, mailing address, and phone number. We collect this information directly from you or from third-party sources. Commercial information, such as Account records. We collect this information directly from you. Internet or network information, such as browsing and search history. We collect this information directly from your device. Geolocation data, such as IP address. We collect this information from your device. Financial information, such as Payment Information or financial Account numbers in the process of providing you with the Platform. We collect this information from you. Inferences. Other Personal Information, in instances when you interact with us online, by phone, or mail in the context of receiving help through our help desks or other support channels; participation in customer surveys or contests; or in providing the Services. The business and commercial purposes for which we collect this information are described in Section 2 of this Privacy Policy. The categories of third parties to whom we “disclose” this information for a business purpose are described in Section 3 of this Privacy Policy. The period of time for which we retain this information is described in Section 5 of this Privacy Policy. c. Your California Rights You have certain rights regarding the Personal Information we collect or maintain about you. Please note these rights are not absolute, and there may be cases when we decline your request as permitted by law. The right of access means that you have the right to request that we disclose what Personal Information we have collected, used, and disclosed about you in the past 12 months. The right of deletion means that you have the right to request that we delete Personal Information collected or maintained by us, subject to certain exceptions. The right of correction means that you have the right to request that we correct any inaccurate personal information that we maintain about you. The right to non-discrimination means that you will not receive any discriminatory treatment when you exercise one of your privacy rights. Neon does not sell or share Personal Information to third parties (pursuant to California Civil Code §§ 1798.100–1798.199, also known as the California Consumer Privacy Act of 2018). d. How to Exercise your California Rights You can exercise your rights yourself, or you can alternatively designate an authorized agent to exercise these rights on your behalf. Please note that to protect your Personal Information, we will verify your identity by a method appropriate to the type of request you are making. We may also request that your authorized agent have written permission from you to make requests on your behalf, and we may also need to verify your authorized agent’s identity to protect your Personal Information. Please use the contact details below, or see Section 7 “Your Privacy Rights and Choices” above, if you would like to: Access this policy in an alternative format; Exercise your rights; Learn more about your rights or our privacy practices; or Designate an authorized agent to make a request on your behalf. 8. Data Protection Officer If you have any questions about this Privacy Policy or our privacy practices, or if you have a disability and need to access this notice in a different format, contact us at privacy@neon.tech or raise a support ticket via the Neon Console. 9. Other Important Privacy Information a. We Never Sell Personal Data We will never sell your Personal Data to any third party. b. Information About Children The websites, product, Platform, and services are not intended for or targeted at children under 16 and we do not knowingly or intentionally collect Personal Data about children under 16. If you believe that we have collected Personal Data about a child under 16, please contact us so that we can delete the information. If you are a minor under the age of 16, you are not permitted to have an Account on Neon. If we learn or have reason to suspect that you are a user who is under the age of 16, we will unfortunately have to close your Account. Please see the Agreement for information about Account termination. c. Third-Party Dispute Resolution If you have an unresolved privacy or data use concern that we have not addressed satisfactorily, please contact the: EU DPA panel if you are based in the European Union. Swiss Federal Data Protection and Information Commissioner (FDPIC) if you are based in Switzerland. Information Commissioner’s Office if you are based in the United Kingdom. d. Changes to this Privacy Policy We reserve the right to modify this Privacy Policy at any time to reflect changes in our Services, any applicable laws, or for other reasonable grounds. When changes are posted to this Policy, the “Last Updated” date at the top will be revised. If there are material changes to how Neon will use your Personal Data, we will notify you either by prominently posting a notice of such changes prior to implementing the change or by directly sending you an email notification. We encourage you to periodically review this Privacy Policy to remain informed of how Neon protects your information. e. Technical Preview If you receive access to Neon Products or features, technologies, and services that are not yet generally available on a free or paid basis, including, but not limited to, any products, services, or features labeled as an alpha, beta, technical preview, or early access offering, or access and use Neon Products available in regions that are not generally available, including, but not limited to, any regions identified by Neon as “alpha”, “beta”, “preview”, “pre-release”, or “experimental” (the “Technical Preview Products”), please be aware that this Privacy Policy may not fully apply to these Technical Preview Products. Technical Preview Products are experimental and pre-release versions of our offerings, and as such, we may not be able to commit to following all aspects of this Privacy Policy during the beta testing phase. Technical Preview Products may undergo frequent changes and updates as we gather feedback and improve their functionality. While we strive to protect your privacy to the best of our ability, please understand that: Limited Privacy Commitment: During the testing and development of Technical Preview Products, our primary focus is on product improvement, functionality testing, and bug fixing. This may result in deviations from the usual data handling practices outlined in this Privacy Policy. If you have concerns about your privacy while using Beta Products, or if you wish to discontinue participation, please contact our support team or cease using the Beta Product. Data Collection: We may collect usage and performance data related to Technical Preview Products to understand how they are being used and to address technical issues. This data may not be subject to the same privacy protections as outlined in this Privacy Policy. Notification: We will make reasonable efforts to inform you of any specific privacy practices or changes that apply to Technical Preview Products but it is essential to exercise caution and discretion when using them. Feedback: If you participate in a Technical Preview Product, we may request feedback and input from you. Your feedback can be valuable in shaping the final product, but it may involve sharing information that would not typically be collected under this Privacy Policy. Once a Technical Preview Product transitions to a stable release, we will make every effort to ensure that it complies with our standard Privacy Policy. We appreciate your understanding and participation in helping us improve our products and services. Your privacy is important to us, even during the testing phase. Contact Us If you have any questions or comments about this Privacy Policy, the ways in which we collect and use your Personal Data or your choices and rights regarding such collection and use, please do not hesitate to contact us. Furthermore, if you are interested in exercising any rights above (regardless of your geographical location), please contact us here: privacy@neon.tech Mailing Address: FAO: Data Protection Officer, Neon Inc, 2128 Sand Hill Road, Menlo Park, California, 94025 If you are located in the European Union, you may use the following information to contact our European Union- and UK-Based Member Representative: EU: Busra Kugler – busra@neon.tech UK: Mike Jerome – mike@neon.tech or raise a support ticket via the Neon Console. Neon A Databricks Company Neon status loading... 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https://ruul.io/blog/12-simple-freelance-invoice-templates | Freelance Invoice Templates by Profession (for Designers, Writers, Developers, Tutors & Consultants) Product Payment Requests Get paid anywhere. Sell Services Make your services buyable Sell Products Create once sell forever Subscriptions Get paid on repeat Ruul Space Your personel storefront. One link for everything you offer. Learn more Pricing Resources Partner Programs Referral Program Get 1% for life. Seriously. Affiliate Program Bring users, get paid Partners Let’s grow together. More Blog About us Support Brand Kit For Customers Log in Sign up For Businesses Login Sign up get paid Freelance Invoice Templates by Profession As a battle against generic invoices, I explained the invoices that cause the least problems in a way no one has ever told you before. Esen Bulut 5 min read RUUL FOR INDEPENDENCE You chose independence.We make sure you keep it. Sell your time, your talent, whatever you create or build always on your terms. Get started See Example This is also a heading This is a heading Key Points No time? Here’s your turbo recap: Generic invoices? Big nope. Each profession has its quirks. A designer’s invoice isn’t the same as a developer’s! Tailor your columns and details so your clients see your professionalism, not a copy-paste job. Proforma ≠ official invoice. Use a proforma to show project details (revisions, rights, deadlines) before billing. Then, make it official. Custom touches for clarity + fewer disputes. Designers should note usage rights and file types Writers list word counts and transfer rights Developers break down modules Tutors clarify cancellation rules Some freelancers think it's enough to use a generic invoice template they found online and send it out. I'm not from that club. 😄 Worse still, some of them look really outdated. Now I'll give you freelance invoice templates prepared specifically for your profession. If you're ready, let's go! The distinction between official and proforma invoices Before we start, I should note that as freelancers, you can categorize invoices into two types: Proforma invoice A proforma invoice is a preliminary bill of sale sent to buyers before delivering your freelance services. It tells your client exactly what you will bill them, but it isn't a demand for payment yet. You can use this when a client’s finance department needs a document to approve a budget or release a deposit before you start working. It is ideal for requesting retainers without triggering a tax event. It looks professional and secures commitment. Crucially, because it is not a legal invoice, you do not need to pay VAT/tax on it immediately. It stays out of your official accounting archives. Here’s what it means: — “We’ve agreed on everything, but please review the details on the invoice to avoid any misunderstandings.” That’s why a proforma invoice can include: project description, number of deliverables, revision rights, or any other details you’d like to highlight While these details are not legally binding, they are important for giving your client a clear preview. Official invoice The official invoice (or final invoice) is the real deal. You send this when the work is done, a milestone is met, or the deposit has officially landed in your bank account. It’s time for an official invoice when you have legally earned the money and ownership of the work (or product) is transferring to the client. Then, to make it official: Use real invoicing solutions such as a Merchant of Record or an invoicing tool , and Prepare a freelance contract to define and validate the terms and rights. If you want to learn how to issue an official invoice, you can check out our detailed guide 👉🏻 How to invoice as a freelancer? You can already do this with Ruul 🤝🏻 Sell freelance services, digital products, and monthly freelance services with automatic invoicing in 190 countries and 140+ currencies. Take a look. Please note that: Official invoice is a legally binding request for payment. Once you issue this, the transaction enters your books. Depending on your accounting method (accrual vs. cash), issuing this may mean you owe tax on that amount, even if the client hasn't paid you yet. 1) Invoice template for designers Design work is project-based primarily, multi-stage, and based on visual deliverables. We hear that freelance designers, in particular, face more revision issues in the industry and are treated unfairly. Therefore, include the service/product content, revision rights, and all information in the agreement in your proforma invoice. My recommendation is to transfer this to a contract template, sign it, and have the client sign it as well. Who: Graphic Designers, Web Designers, UI/UX Designers, Illustrators, Brand Designers, and others. 👉🏻 Download Freelance Web Design Invoice Template What can you add to the template? Project / Deliverable column: Specify the net delivery names. Revision details: Clearly state how many rounds of revisions are included. Usage rights: Specify commercial use and digital rights. File format: Specify file types (PDF, AI, SVG, etc.) in a separate column. License / Transfer date : If there is a copyright transfer, add the date. 2) Invoice template for writers For writing jobs, billing is done per word, per project, or monthly. Pricing based on word count is standard. You should specify these on your invoice and also clarify the transfer of rights and revision processes for the delivered content. Who: Copywriters, Content Writers, Technical Writers, Ghostwriters, Editors/Proofreaders and others. 👉🏻 Download Freelance Writer Invoice Template What can you add to the template? Content title: Specify each piece of content or article on a separate line. Word count/rate per word: Add a column for word-based or page-based fees. Rights transfer: Are content copyrights transferred to the client? Clarify this. Revision policy: How many revisions are allowed? Delivery date: Specify content delivery dates or ranges. 3) Invoice template for developer Developer invoices depend on the technical scope and project phases. Multiple modules, testing, maintenance, or support periods may be involved. Because there are many subtle nuances, providing the customer with every detail prevents disputes in advance. Who: Web Developers, App Developers, Software Developers, WordPress Developers, Data Analysts/Data Engineers, and others. 👉🏻 Download Freelance Web Developer Invoice Template What can you add to the template? Module/Feature breakdown: List each module on a separate line. Hours worked/hourly rate: Add a column for hourly work. Testing & deployment: Include QA, bug fixing, and versioning if applicable. Maintenance fee: Don't skip maintenance services for subsequent months. Payment milestone: Receive payment per milestone (optional). 4) Invoice template for tutors & consultants Educators & consultants work on an hourly and session basis. If you’re in this business, you can also sell lesson packages and additional educational materials as digital products. Private lesson cancellation policies are fundamental, given your struggles with this issue. Therefore, it must be included on the invoice. For example, no refunds for cancellations less than 12 hours in advance. Who: Online Tutors, Language Instructors, Music Teachers, Academic Coaches, Corporate Trainers, IT Consultants, Business Strategists 👉🏻 Download Freelance Consultant Invoice Template What can you add to the template? Session date/duration: Enter the date and duration of each lesson. Rate per hour/session: Add a column for hourly or per-session rates. Course or subject: Enter the lesson subject. (e.g., IELTS prep, guitar level 2). Cancellation policy: Specify the refund policy for canceled sessions. Package balance: Add the number of remaining lessons. 5) Invoice templates for marketers Marketing services include both measurable outputs (such as campaign management and ad budget) and intangible outputs (such as brand positioning and content calendar). Therefore, invoices are often more layered, and items like “performance-based bonuses” can also be included. Who: Social media marketers, email marketers, content marketers, and all other digital marketers. 👉🏻 Download Freelance Marketing Invoice Template What can you add to the template? Campaign / Project name: Clearly specify each campaign or project. Service breakdown: List sub-items as separate lines. Ad spend vs. service fee: Separate the advertising budget from the service fee. Reporting period: Include the invoice's date range. Performance bonus/commission: Don’t skip performance-based bonuses. Channel: Distinguish between channels, such as Facebook or Google Ads. Retainer note (if ongoing): If it’s a monthly collaboration, make sure to mention it. To sum up The design of the templates is important, of course, but the content is also quite important. Functionality > Aesthetics. You can customize the templates I provide according to your own needs. Or, if you have another template, you can add the information I suggest to it. Do you need to issue real invoices rather than just a template? Then join thousands of freelancers on Ruul to issue globally compliant, frictionless, and official invoices! FAQs 1) How to generate an invoice as a freelancer? You can create a proforma invoice (as a preview) for the customer to review the job details, delivery, and revision rights. Then, for a legally valid invoice, you need to use platforms such as invoicing tools and a Merchant of Record. 2) Can ChatGPT generate an invoice? ChatGPT can assist by preparing text content such as service descriptions, terms and conditions, and invoice structures. However, it cannot generate legally valid official invoices (it was not created for this purpose) or integrate with local tax/accounting systems. 3) How to make professional invoices? Professionalism comes from tailoring the invoice to your profession. Move beyond generic templates to include job-specific details such as revision rights for designers, word counts for writers, module breakdowns, and maintenance fees for developers. 4) What should I write in a professional headline for a freelancer? The professional headline should clearly describe the service or product being billed. Use specific titles like 'Content Title' for writers, 'Module Breakdown' for developers, or 'Project/Deliverable' for designers, ensuring the client understands the cost. ABOUT THE AUTHOR Esen Bulut Esen Bulut is the co-founder of Ruul. After graduating Boston College with finance and economics degrees, she began her career as a Finance Executive. Prior to Ruul, she held managerial positions in finance and marketing. Esen's entrepreneurship success earned her recognition in Fortune's 40 under 40 list in 2022. More Which Payment Gateway is Best for Freelancers in Spain? Freelancing in Spain? Learn which payment gateways will help you manage payments effortlessly. Click to explore the top choices! Read more Pick up your ears for 4 lovely playlists by Ruul Ruul offers four diverse playlists on Spotify, each with 50 tracks, curated for different needs: "Start Now" for focus, "Take a Break" for relaxation, "Mood Booster" for positivity, and "Untangle" for meditation. Read more Uses of AI for freelance and modern work Discover how artificial intelligence can boost the productivity of freelancers in different fields, from writing to graphic design and more. Read our insights at Ruul Blog. Read more MORE THAN 120,000 Independents Over 120,000 independents trust Ruul to sell their services, digital products, and securely manage their payments. FROM 190 Countries Truly global coverage: trusted across 190 countries with seamless payouts available in 140 currencies. PROCESSED $200m+ of Transactions Over $200M successfully processed, backed by an 8-year legacy of secure, reliable transactions trusted by independents worldwide. FREQUENTLY ASKED QUESTIONS Everything you need to know. Get clear, straightforward answers to the most common questions about using Ruul. hey@ruul.io What is Ruul? Ruul is a merchant-of-record platform helping freelancers and creators globally sell services, digital products, subscriptions, and easily get paid. Who is Ruul for? Ruul is designed for freelancers, creators, and independent professionals who want a simple way to sell online and get paid globally. How does Ruul work? Open an account, complete a quick verification (KYC), and link your payout account. Then, start selling through your store or send payment requests to customers instantly. How does pricing work? Signing up is free. There are no subscription or hidden fees. Ruul charges a small commission only when you sell or get paid through the platform. What is a Merchant of Record? A merchant of record is the legal seller responsible for processing payments, handling taxes, and managing compliance for each transaction. What can I sell on Ruul? You can sell services, digital products, license keys, online courses, subscriptions, and digital memberships. How do I get paid on Ruul? Add your preferred bank account, digital wallet, or receive payouts in stablecoins as crypto. Funds arrive within 24 hours after a payout is triggered. OPEN AN ACCOUNT START MAKING MONEY TODAY ruul.space/ Thank you! Your submission has been received! Oops! Something went wrong while submitting the form. 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https://cursor.com/changelog/enterprise-dec-2025 | Skip to content Cursor Features Enterprise Pricing Resources ↓ Changelog Blog Docs ↗ Community Learn ↗ Workshops Forum ↗ Careers Features Enterprise Pricing Resources → Sign in Download Dec 18, 2025 · Changelog Changelog Enterprise Insights, Billing Groups, Service Accounts, and Improved Security Controls Many of the largest software companies in the world have adopted Cursor for Enterprise . Here are some of the new features we're releasing today: # Conversation insights Cursor can now analyze the code and context in each agent session to understand the type of work that is being done, including: Category: Bug fixes, refactoring, explanation Work Type: Maintenance, bug fixing, new features Complexity: Difficulty and specificity of prompts Enterprise customers can also extend these categories across their organization and teams. We protect your privacy by ensuring no PII or sensitive data is collected as part of these insights. # Shared agent transcripts You can now share agent conversations with your team. Generate a read-only transcript of any agent conversation to include in your PRs or internal documentation. Transcripts can be forked so others can start new agent conversations from the same context. # Billing groups Cursor now supports billing groups for fine-grained visibility into where usage occurs. Map usage and spend to the structure of your organization. Track spend by group, set budget alerts, and keep an eye on outliers. Understand which teams have the highest adoption of Cursor. # Linux sandboxing for agents Sandboxing for agents supports Linux in addition to macOS. This allows agents to work effectively within appropriate boundaries. Access is scoped to your workspace and can be configured to block unauthorized network and filesystem access. Learn more about LLM safety and controls . # Service accounts Service accounts are non-human accounts (and their API keys) that can configure Cursor, call APIs, and invoke cloud agents. With service accounts, teams can securely automate Cursor-powered workflows without tying integrations to individual developers' accounts. This makes it easier to manage access, rotate credentials, and keep automations running even as people and roles change. Service accounts will roll out to Enterprise accounts starting the week of 12/22. Learn more about Cursor for Enterprise and talk to our team to learn more. ← Previous post Layout Customization and Stability Improvements Next post → Debug Mode, Plan Mode Improvements, Multi-Agent Judging, and Pinned Chats Product Features Enterprise Web Agents Bugbot CLI Pricing Resources Download Changelog Docs ↗ Learn ↗ Forum ↗ Status ↗ Company Careers Blog Community Workshops Students Brand Legal Terms of Service Privacy Policy Data Use Security Connect X ↗ LinkedIn ↗ YouTube ↗ © 2026 Cursor 🛡 SOC 2 Certified 🌐 English ↓ English ✓ 简体中文 日本語 繁體中文 Skip to content Cursor Features Enterprise Pricing Resources ↓ Changelog Blog Docs ↗ Community Learn ↗ Workshops Forum ↗ Careers Features Enterprise Pricing Resources → Sign in Download Dec 18, 2025 · Changelog Changelog Enterprise Insights, Billing Groups, Service Accounts, and Improved Security Controls Many of the largest software companies in the world have adopted Cursor for Enterprise . Here are some of the new features we're releasing today: # Conversation insights Cursor can now analyze the code and context in each agent session to understand the type of work that is being done, including: Category: Bug fixes, refactoring, explanation Work Type: Maintenance, bug fixing, new features Complexity: Difficulty and specificity of prompts Enterprise customers can also extend these categories across their organization and teams. We protect your privacy by ensuring no PII or sensitive data is collected as part of these insights. # Shared agent transcripts You can now share agent conversations with your team. Generate a read-only transcript of any agent conversation to include in your PRs or internal documentation. Transcripts can be forked so others can start new agent conversations from the same context. # Billing groups Cursor now supports billing groups for fine-grained visibility into where usage occurs. Map usage and spend to the structure of your organization. Track spend by group, set budget alerts, and keep an eye on outliers. Understand which teams have the highest adoption of Cursor. # Linux sandboxing for agents Sandboxing for agents supports Linux in addition to macOS. This allows agents to work effectively within appropriate boundaries. Access is scoped to your workspace and can be configured to block unauthorized network and filesystem access. Learn more about LLM safety and controls . # Service accounts Service accounts are non-human accounts (and their API keys) that can configure Cursor, call APIs, and invoke cloud agents. With service accounts, teams can securely automate Cursor-powered workflows without tying integrations to individual developers' accounts. This makes it easier to manage access, rotate credentials, and keep automations running even as people and roles change. Service accounts will roll out to Enterprise accounts starting the week of 12/22. Learn more about Cursor for Enterprise and talk to our team to learn more. ← Previous post Layout Customization and Stability Improvements Next post → Debug Mode, Plan Mode Improvements, Multi-Agent Judging, and Pinned Chats Product Features Enterprise Web Agents Bugbot CLI Pricing Resources Download Changelog Docs ↗ Learn ↗ Forum ↗ Status ↗ Company Careers Blog Community Workshops Students Brand Legal Terms of Service Privacy Policy Data Use Security Connect X ↗ LinkedIn ↗ YouTube ↗ © 2026 Cursor 🛡 SOC 2 Certified 🌐 English ↓ English ✓ 简体中文 日本語 繁體中文 Enterprise Insights, Billing Groups, Service Accounts, and Improved Security Controls · Cursor | 2026-01-13T08:48:01 |
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https://piccalil.li/privacy-policy | Privacy Policy - Piccalilli Front-end education for the real world. Since 2018. — From set.studio Articles Links Courses Newsletter Merch Login Switch to Dark Theme RSS Privacy Policy Set Creative Studio Ltd ("us", "we", or "our") operates the https://piccalil.li website (hereinafter referred to as the "Service"). This page informs you of our policies regarding the collection, use and disclosure of personal data when you use our Service and the choices you have associated with that data. We use your data to provide and improve the Service. By using the Service, you agree to the collection and use of information in accordance with this policy. Unless otherwise defined in this Privacy Policy, the terms used in this Privacy Policy have the same meanings as in our Terms and Conditions, accessible from https://piccalil.li Definitions Service Service is the https://piccalil.li website operated by Set Creative Studio Ltd. Personal Data Personal Data means data about a living individual who can be identified from those data (or from those and other information either in our possession or likely to come into our possession). Usage Data Usage Data is data collected automatically either generated by the use of the Service or from the Service infrastructure itself (for example, the duration of a page visit). Cookies Cookies are small files stored on your device (computer or mobile device). Data Controller Data Controller means the natural or legal person who (either alone or jointly or in common with other persons) determines the purposes for which and the manner in which any personal information are, or are to be, processed. For the purpose of this Privacy Policy, we are a Data Controller of your Personal Data. Data Processors (or Service Providers) Data Processor (or Service Provider) means any natural or legal person who processes the data on behalf of the Data Controller. We may use the services of various Service Providers in order to process your data more effectively. Data Subject (or User) Data Subject is any living individual who is using our Service and is the subject of Personal Data. Information Collection and Use We collect several different types of information for various purposes to provide and improve our Service to you. Types of Data Collected Personal Data While using our Service, we may ask you to provide us with certain personally identifiable information that can be used to contact or identify you ("Personal Data"). Personally identifiable information may include, but is not limited to: Email address We may use your Personal Data to contact you with newsletters, marketing or promotional materials and other information that may be of interest to you. You may opt out of receiving any, or all, of these communications from us by following the unsubscribe link or the instructions provided in any email we send. Cookies Cookies are files with a small amount of data which may include an anonymous unique identifier. Cookies are sent to your browser from a website and stored on your device. Other tracking technologies are also used such as beacons, tags and scripts to collect and track information and to improve and analyse our Service. You can instruct your browser to refuse all cookies or to indicate when a cookie is being sent. However, if you do not accept cookies, you may not be able to use some portions of our Service. Examples of Cookies we use: Session Cookies. We use Session Cookies to operate our Service. Preference Cookies. We use Preference Cookies to remember your preferences and various settings. Security Cookies. We use Security Cookies for security purposes. Use of Data Piccalilli uses the collected data for various purposes: To provide and maintain our Service To notify you about changes to our Service To allow you to participate in interactive features of our Service when you choose to do so To provide customer support To gather analysis or valuable information so that we can improve our Service To detect, prevent and address technical issues To provide you with news, special offers and general information about other goods, services and events which we offer that are similar to those that you have already purchased or enquired about unless you have opted not to receive such information Legal Basis for Processing Personal Data under the General Data Protection Regulation (GDPR) If you are from the European Economic Area (EEA), Piccalilli legal basis for collecting and using the personal information described in this Privacy Policy depends on the Personal Data we collect and the specific context in which we collect it. Piccalilli may process your Personal Data because: We need to perform a contract with you You have given us permission to do so The processing is in our legitimate interests and it is not overridden by your rights For payment processing purposes To comply with the law Retention of Data Piccalilli will retain your Personal Data only for as long as is necessary for the purposes set out in this Privacy Policy. We will retain and use your Personal Data to the extent necessary to comply with our legal obligations (for example, if we are required to retain your data to comply with applicable laws), resolve disputes and enforce our legal agreements and policies. Piccalilli will also retain Usage Data for internal analysis purposes. Usage Data is generally retained for a shorter period of time, except when this data is used to strengthen the security or to improve the functionality of our Service, or we are legally obligated to retain this data for longer periods. 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Disclosure of Data Legal Requirements Piccalilli may disclose your Personal Data in the good faith belief that such action is necessary to: To comply with a legal obligation To protect and defend the rights or property of Piccalilli To prevent or investigate possible wrongdoing in connection with the Service To protect the personal safety of users of the Service or the public To protect against legal liability Security of Data The security of your data is important to us but remember that no method of transmission over the Internet or method of electronic storage is 100% secure. While we strive to use commercially acceptable means to protect your Personal Data, we cannot guarantee its absolute security. Your Data Protection Rights under the General Data Protection Regulation (GDPR) If you are a resident of the European Economic Area (EEA), you have certain data protection rights. 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You have the right to be provided with a copy of the information we have on you in a structured, machine-readable and commonly used format. The right to withdraw consent. You also have the right to withdraw your consent at any time where Piccalilli relied on your consent to process your personal information. Please note that we may ask you to verify your identity before responding to such requests. You have the right to complain to a Data Protection Authority about our collection and use of your Personal Data. For more information, please contact your local data protection authority in the European Economic Area (EEA). Service Providers We may employ third party companies and individuals to facilitate our Service ("Service Providers"), provide the Service on our behalf, perform Service-related services or assist us in analysing how our Service is used. 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https://ruul.io/blog/best-freelance-job-boards-for-app-developers | 16 Best Freelancing Websites (categorized for different jobs) Product Payment Requests Get paid anywhere. Sell Services Make your services buyable Sell Products Create once sell forever Subscriptions Get paid on repeat Ruul Space Your personel storefront. One link for everything you offer. Learn more Pricing Resources Partner Programs Referral Program Get 1% for life. Seriously. Affiliate Program Bring users, get paid Partners Let’s grow together. More Blog About us Support Brand Kit For Customers Log in Sign up For Businesses Login Sign up grow Best Freelancing Websites Struggling to pick a freelancing website? These 16 categorized freelancing platforms will save your time, energy, and maybe your sanity! Canan Başer 5 min read RUUL FOR INDEPENDENCE You chose independence.We make sure you keep it. Sell your time, your talent, whatever you create or build always on your terms. Get started See Example This is also a heading This is a heading Key Points How do you want your freelancing website to look, exactly? Are you looking at: Being able to find clients, Building your portfolio, Building your network, or Getting inspiration? I've put together a list of 16 best freelancing websites for everyone, for designers, for writers, and for developers, each useful for something else. Best freelancing websites for everyone 1. Ruul Space Ruul is the portfolio + sales + payment button for all independent professionals who want to work globally. Check it out. Who it’s best for | How it works Ruul is ideal for all independents who want to bill without a business, operate globally, and get paid quickly in one day, not weeks! With Ruul, you can: Package your services, Bring your own clients, Offer subscription models, and Invoice all of them easily. 🔑 The best way to make the most of Ruul is to use all its features together. That way, you rely less on separate tools. Everything (portfolio, services, invoicing, VAT calculator, payments) comes together, lightening your financial load. Key features Product & service & subscriptions : Offer all via one profile. Link-in-bio store: Sell via Ruul Space storefront. Merchant-of-record: Ruul handles tax compliance. Global invoicing: Send bills in 140+ currencies. Global payouts: choose bank, crypto support (Binance). Fast payouts: Receive funds within 24 hours. No monthly fee: Pay only per transaction. What freelancers think Ruul Trustpilot Score – 4.6 Users appreciate Ruul's quick payout system (which includes crypto!), the sales approach (product, service, and subscription), and the combination of portfolio and selling. Customers also give a thumbs up to Ruul for providing real human support, not bots. Platform costs At Ruul, we’ve been charging only a 5% service fee for a while, never more! And you or your client can choose who pays it. 2. Upwork Upwork is one of the leading freelance job boards in terms of total revenue. Who it’s best for | How it works Upwork is tailored to freelancers who wish to use proposals to work directly with global companies. To get jobs on Upwork , you send proposals. Besides jobs, you can sell services via the Project Catalog (like Fiverr Gigs if you know what they are), but from what I read in many comments, that doesn't sell well. 🔑 The key to standing out here is to show your work on your profile and write original proposal strategies. Key features Mindful AI support: AI helps write proposals. Instant interviews: Record video instead of text. Direct contract 0% fee : No charge for own clients. Proposal insights: See competitor and bid data. Connects rollover: Unused credits move next month. AI meeting summaries: Auto notes and action items. Custom profile URL: Personalize link and privacy. Payment protection: Ensures freelancers get paid. What freelancers think Upwork Trustpilot Score – 2.2 What freelancers enjoy about Upwork: Corporate and high-budget clients Multiple expert profiles through "Specialized Profiles" 0% fee for bringing your own clients What do freelancers dislike about Upwork: Spending Connects/boosts, but still getting "0 views" Account suspensions during KYC Schedule of escrow payments that delay payouts Platform costs Upwork's new commission model charges freelancers between 0% and 15% of their income. So I cannot say anything exact, but rest assured, the price will be about that much no matter what. The cost of sending proposals on Upwork? You will send proposals using Connects (10 free credits per month; more credits will cost $0.15 per Connect). 👉🏻 Is Upwork Legit? 3. Fiverr Fiverr is the largest marketplace where freelance services are sold as packages. Who it’s best for | How it works Fiverr is perfect for people who want to sell their services as packages, almost like they are an online store. You create a packaging listing, like: “Brand Design – includes logo, color palette, and brand guidelines — $800.” Customers will find and buy from you on the feed or Fiverr's search engine. 🔑 The best way to be a top seller on Fiver r is to optimize your title and listing description with some keywords. Therefore, your listing shows up higher in searches, and it is basically SEO. Key features AI personal assistant: Automates client chat replies. Cash advance: Get paid early, no interest. Equity program: Earn Fiverr stock shares. Professions catalog: Clients request flexible quotes. Software sales: Sell IT tools and earn commission. Team account: Manage multi-user freelancer teams. Seller referrals: Earn 2.5% Fiverr credits. Fiverr Workspace: Handle invoices and proposals easily. What freelancers think Fiverr Trustpilot Score – 2.6 Users like Fiverr for: Clients come to the freelancer, so there’s less marketing work. Easy to start thanks to quick signup and free listings. Users dislike Fiverr for: The 20% fee cuts deep into earnings. Rankings are unpredictable, and sudden drops are common. Clients usually have more power in disputes. Platform costs Fiverr takes a straight 20% from the sales of its freelance workers, which many freelancers find off-putting. I’ve read various user comments in which people said they got tired of the fee and switched to the best Fiverr alternatives . 👉🏻 Full Fiverr Guide 4. Freelancer.com Freelancer.com is huge, its main competitor is Upwork, and it is one of the oldest freelance job boards (2009). Who it’s best for | How it works Freelancer.com caters well to freelancers who thrive on the thrill of competing in a bustling, fast-paced environment. Freelancer.com, like Upwork (its largest competitor) , operates on a bidding format. Jobs pop up in your feed, or you get an alert for opportunities that suit you. Then, all freelancers make their bid at the same time, and the client picks one. Based on the proposal competition, this is by far the most competitive site on this list. 🔑 To stay competitive on Freelancer.com, it is important to enhance your account profile (with reviews and ratings) to demonstrate credibility (with verified status) and write persuasive proposals. You must have a Plus, Pro, or Premier plan for paid visibility. Key features Verified badge & video bids: Boost visibility via KYC. Preferred freelancer: Invite-only premium tier. Contest entry: Compete to win client prizes. Milestone payments: Pay is released by progress. 2,700+ category: Target specific niche jobs. Hire Me waiver: 0% fee for referred clients. Local jobs & currencies: Global work and pay. What freelancers think Freelancers like: Access to markets in 247 countries. The largest user base among freelancing sites. Freelancers don't like: Competition often turns into a “lowest price wins” race with hundreds of bids. Stories like “I finished the job, then the client disappeared” are common. The site’s interface and design feel a bit outdated. Spam messages flood the inbox. Platform costs Freelancer.com takes a 10% commission from each project or hourly job (or a minimum of $5, whichever is higher). So if you earn $30, 10% is $3, but the $5 minimum applies, so $5 is deducted. 5. Toptal Toptal is a lesser-known but prestigious freelance platform. Who it’s best for | How it works Toptal is perfect for elite freelancers who want to break free of Upwork or Fiverr to be in the top 3%. Toptal places you in its talent pool after a 3-8 week interview (which includes language and skill tests). After that, Toptal accepts clients, matches them with your stated skills, and connects you to the client. 🔑 Toptal’s community consists of elite, niche professionals and clients. Don’t sound uncertain, inexperienced, or too generic (that makes matching harder). Key features Elite vetting: Only top 3% accepted. Matcher-delivered jobs: Get curated offers. Weekly pricing: Option for fixed weekly billing. Full admin handling: Toptal manages contracts. Availability control: Set your working hours. Elite community: Access events and peer network. What freelancers think Toptal Trustpilot Score – 4.7 Users appreciate: Being part of an elite community and working on premium projects. Strong professional support, even though the interview process is tough. The fact that a platform like this exists apart from the overcrowded ones. Users dislike: The very strict selection process, and there’s a trial period after acceptance. It can take a long time to get matched with projects, even after getting accepted. Client and platform expectations from freelancers are extremely high. Platform costs Toptal doesn’t charge freelancers any membership or application fees, nor does it take a cut from their earnings. Fees apply only to clients. Some sources claim that “Toptal charges freelancers,” but I haven’t found any proof to confirm that. Best freelancing websites for writers 1. Skyword Skyword is the largest freelance platform for writers. Who it’s best for | How it works Skyword is ideal for writers who prefer being matched with projects instead of searching for jobs. Skyword accepts writers through an application process. Once you’re in, it matches you with client projects (for example, tech articles for tech experts). The entire workflow (writing, submitting for review, and so on) is managed through the platform’s software. 🔑 Apply to Skyword with a strong writing portfolio and a clear niche. To get more and better-paid projects, choose a niche that’s not too narrow or too broad, since both extremes can lower your chances of being matched. Key features PayPal-only payments: all work is paid via PayPal. Portfolio upload flexibility: add PDFs or URLs easily. Multi-currency support: payments in 23 currencies. Full remote workflow: assignments handled entirely online. Streamlined talent matching: profiles matched to client needs. Managed payments & support: the company handles all admin tasks. Multi-channel publishing: includes SEO and plagiarism checks. What freelancers think Skyword Capterra Score – 4.4 Freelancer positives: Higher rates than other writing sites. Curious about average freelance writer pay? 👉🏻 Here’s a guide on freelance writer rates . Freelancer negatives: Long gap between submission and payment. Uncertainty about getting assignments. Overall low workload. Platform costs The Skyword team announced that they’ll now apply a 10% fee policy, effective from October 16, 2025 . 2. Contently Contently is a freelancing platform that connects brands with writers. Who it’s best for | How it works Contently is ideal for skilled writers who want to work with well-known, reputable clients. Contently asks you to create an account and build a portfolio for review. They require at least 10 projects from 3 different clients to make sure they find real, experienced writers, not temporary hobbyists. Your portfolio is reviewed within a few weeks, sometimes up to a month. After that, when a client selects you from the pool, you get a notification with details. If you like the project, you can click “start” to join the client’s team. 🔑 To get accepted by Contently, show one strong main niche and two side niches (for example, main niche: fintech; side niches: career and investing). This helps you stand out in your primary field while still having chances in the other two categories. Key features Star-rating system: Writers rated 2–6 stars. Casting call workflow: Reply to niche project briefs. Idea orders: Pitch ideas, earn per approval. Love list: Clients save favorite writers. Queue control: Unlock more slots after milestones. Payment schedule: PayPal payouts on fixed dates. Industry elite badge: Access premium sector briefs. What freelancers think Contently Truspilot Score – 3.4 Freelancers like: The chance to work with high-profile clients On-time payments with minimal hassle Freelancers complain about: Lack of clear feedback or direction from editors and unclear processes Long gaps between projects and no sense of a steady workflow Platform costs Contently takes a firm stance on not charging freelancers any mandatory fees. I’ve heard they once planned to introduce a 4.75% fee. But after the backlash, they canceled the idea, and freelancers have been receiving their full payments ever since. 3. WriterAccess WriterAccess is a freelance platform created for writers and content creators. Who it’s best for | How it works WriterAccess is ideal if you want to apply for projects or pick jobs directly from the pool. WriterAccess is a great option if you prefer to work on projects or choose assignments from a freelancing pool. It's also a particularly good option for you if you are a native English speaker, since they allow writers from English-speaking countries like America, Canada, and the UK. WriterAccess then assesses your application, and if you meet the requirements, you gain access to the platform. After that, you are able to take “Crowd Orders,” which freelancers can select from a pool of assignments. On top of that, freelancers may also apply for limited requests from the clients. If a client appreciates your work, they can delegate you jobs directly, which is the best way to earn a sustainable income on WriterAccess. 🔑 WriterAccess describes a copywriter's work in terms of “niche focus, voice consistency, and SEO readable awareness." For instance, a writer may focus on “B2B SaaS product copy” and achieve a readability score of 90 or above by Grammarly. Key features Support: 250M stock images, tools, and conferences Star-rating system: Writers rated 2–6 stars. Casting calls: Apply to client briefings. Idea orders: Pitch ideas for small pay. Industry elite badge: Access premium projects. PayPal monthly payouts: Paid monthly via PayPal. Expert-profile filters: clients find niche writers. Star-level preselection: higher stars get first picks. What freelancers think WriterAccess G2 Score: 4.0 What freelancers like: Relatively better earning potential Projects that can serve as good references for a writing career What freelancers don’t like: Very high 30% commission rate Level system is unclear and doesn’t work well No steady flow of work Platform costs I didn't see any information on WriterAccess's website regarding commissions for freelancers. However, some users on Reddit mentioned that if you earn $10, you only receive $7. This suggests that WriterAccess takes a fee of about 30% . 4. Contena Contena is a platform focused on helping freelance writers find jobs. Who it’s best for | How it works Contena is suitable for freelancers who want to apply for remote writing jobs. Contena is a paid membership platform designed to “connect quality writers with quality clients.” In fact, the fee works as a way to filter out only serious professionals. That’s why the platform charges both clients and freelancers. When you sign up, you’re first placed on a waiting list. Once new members are accepted, you’ll get an email confirming your approval. After that, you’ll gain access to a large pool of remote and freelance job listings where you can start submitting proposals. Once you find enough clients to keep you busy, you can keep working with them outside the platform and cancel your membership if you want. That’s perfectly fine, since Contena isn’t a marketplace and doesn’t have a “you can’t take clients elsewhere” rule. 🔑 Contena also offers courses and coaching to help writers improve their skills. This can be especially useful for newcomers to strengthen their work and impress clients more. Key features Curated job board: hand-picked remote writing gigs. Job filters: sort by category and pay. New match alerts: email updates for fits. Training + coaching: access to Writer Academy. Integrated dashboard: track pitches and tools. What freelancers think Not enough user reviews for a rating. Writers like: The carefully selected jobs feel trustworthy Training and support materials help with skill growth Working with good brands is motivating Writers don’t like: There’s a membership fee ($997/year), but no job guarantee It’s not a marketplace, so no payment protection or invoicing Platform costs Contena memberships start at $997 per year or $83 per month. The platform doesn’t take any commission from what you earn from your clients. Best freelancing websites for designers 1. Behance Behance is the largest portfolio, job-finding, and social networking platform for designers. Who it’s best for | How it works Behance is ideal for designers who want to build an online presence and impress clients. Behance offers you a landing page that allows you to advertise your services (i.e., "Logo design: $500") and to show your best work. The goal is to attract potential clients to reach out directly to you and offer you work through your page. Client offers typically include a budget, timeline, and a brief note. If the terms are acceptable, simply accept and set up your own payment terms. Communications occur through the platform, and we process payments via Stripe. Additionally, you can submit applications for job postings via Behance, so your portfolio serves essentially as a fast digital resume. You can also sell digital goods. The platform supports 25+ file types (like JPG, PNG, PDF) and files up to 500 MB. 🔑 Design is storytelling on Behance. For every project card, share the trail of the moodboard → design process → final result . The more stories you tell, the more chances to WOW clients and get that “Hire Me” button clicked. Key features Freelance inbox: send and receive project requests. Stripe payments: request and manage payments easily. "Hire Me" toggle: set profile to work-ready. 0% fees (Pro plan): no commission cut. Advanced analytics: see traffic and keywords data. Custom portfolio: create sites through portfolio via Adobe. Featured freelancer: badge and a boost on your Hire-page. What freelancers think Behance G2 Score – 4.5 Designers said they like: The biggest community hub for designers Free to sign up and upload work Integration with the Adobe ecosystem Designers said they don’t like: It’s easy to get lost, even if your work is great The “Discover, search, recommended” algorithm works poorly It’s portfolio-focused, so it doesn’t always meet job expectations Platform costs Behance charges freelancers the following fees: 5% for projects between $1–$500 2% for projects between $501–$2,500 0% for projects over $2,501 (surprising but true 😳) If the freelancer is a Behance Pro member, neither the freelancer nor the client is subject to a platform fee. Behance Pro subscriptions start from $9.99. 2. Dribbble Dribbble is a portfolio, job-finding, and community platform for designers. Who it’s best for | How it works Dribbble is a great option for anyone who is looking to turn their portfolio into a client-finding tool. Dribbble allows you to sign up for free and create a customizable portfolio page. You can upload your work, utilize the new “services” feature , and include a description about yourself in the “about” section. For designers, Dribbble gives off a total Instagram vibe. When you post “Shots,” it has all the same energy, plus the likes and comments, and follow buttons. Basically, you’re finding work and building a network through your portfolio. If clients discover you through your Shots on Explore or via search, they can hire you using the “Get in Touch” button. In that case, you’ll receive a proposal from the employer that includes the project details, target date, and project budget. There is also a job listings section for people who just want to apply for jobs. And you can sell digital products too. But to do that, you need to open a Dribbble shop, which is available only with the Pro plan. 🔑 Dribbble is big on activity and keywords. Posting a series of shots every day or week can help you be discovered more easily. Additionally, populating your profile and titles with keywords will help raise your profile in organics. Key features InstantMatch: appears in the live client queue. Escrow payments: funds held until approval. Service listings: sell scoped offers on profile. Search boost: Pro users rank higher. Portfolio funnel: shots link to client leads. Global discovery: clients find talent by niche. What freelancers think Dribbble G2 Score – 4.2 Designers like: “Shots” posts can attract engagement and new clients Different ways to find clients: direct contact, InstantMatch, and job posts Designers complain about: Hard to get organic visibility, with strong pressure to pay for ads Risk of scams and spam (projects that seem too good to be true) Visibility doesn’t really improve even after upgrading to a Pro plan Platform costs Dribbble normally takes freelancers a 3.5% commission. But with a Pro plan, the commission drops to "zero". The Pro plan costs $16 monthly, and it is only $8 per month if you choose to pay annually. 3. Contra Contra is a social media-like job search and community network for designers. Who it’s best for | How it works Contra is ideal for designers who want to build an online presence to find work and grow their network Contra combines portfolio, services, sales, and a broad creative community. Its biggest competitor? Yes, the very similar Dribbble. Client-finding options are also similar (direct contact from your profile or job listings). The social, post-based interaction also feels a lot like Dribbble. However, Contra’s social side is more active and noticeable. People engage more, and the vibe feels closer to Twitter than Instagram. Features like $50K prize contests, written posts, mentions, and even reposts show that (some of which seem to be quite new). Key features Built-in contracts: send and manage invoices. AI portfolio builder: auto-generate case studies fast. Discoverable directory: appear in the client search hub. Multi-currency payments: supports PayPal, USDC, and deposits. All-in-one hub: manage work and payments together. Pro upgrade: custom domain and analytics. What freelancers think Contra Truspilot Score – 3.3 Freelancers like: Always 0% commission policy Modern, regularly updated interface The platform feels active overall Freelancers don’t like: Complicated onboarding with too many steps Constant pressure to upgrade to a paid plan Platform costs Contra doesn't charge you a commission on your earnings. However, many users claim that upgrading to the Pro plan feels almost obligatory. The Pro plan, which includes features like built-in AI, costs $199 per year or $29 per month. 👉🏻 Contra Guide 4- Designhill Designhill is a platform created for all kinds of creative professionals. Who it’s best for | How it works Designhill is great for designers who want to earn money in multiple ways. After creating a free account, you’ll need to build a strong portfolio. Be sure to include your best work samples, an “About” section, and your available services. This way, clients can hire you directly from your profile. You can also list your services similar to Fiverr gigs. For example, a minimal logo design for $300. In addition, you’re allowed to sell ready-made design materials like product mockups, social media templates, or whatever creative assets you offer. Key features One-to-one projects: Negotiate directly with clients. Weekly payouts: Withdraw via PayPal or Payoneer. Contest pool: Earn through open design contests. Vetted directory: Only approved designers work. Skills-filtered jobs: Browse niche-matched listings. Logo store: Sell pre-made designs for royalties. What freelancers think Designhill Trustpilot Score – 4.7 Freelancers praise: Secure payments and 24/7 support Freelancers complain about: Wasted effort if they don’t win contests Pressure to upgrade to a paid membership Platform costs The pricing structure is complicated, and there’s no clear data available. Best freelancing websites for developers 1. Arc Arc is both a freelance & remote job platform and a career network for developers. Who it’s best for | How it works Arc is suitable for developers at the mid and expert levels who want to work on overriding projects. Previously, Arc only accepted developers who applied for membership. Now, it accepts all developers. As a free member, you can now access Arc's remote job board and search and filter freelance and full-time listings to apply directly. But if you say, "I want to be matched to jobs," you must be "Verified." For this, Arc has an assessment that is "Silicon Valley-caliber" (communication/English, technical ability, etc.). Those who complete this process are tagged "Verified/Top 2%" and matched to clients. 🔑 To gain verification on Arc, ensure that your GitHub profile reflects active commits over the past 3 months and at least one production-level project (e.g., React + Node.js). During the interview, be comfortable explaining why you selected that architecture. Key features Pre-vetted pool: Tests ensure proven expertise. Flexible contracts: Choose hours and rates. Direct interviews: Meet hiring managers directly. Transparent specialties: 60+ skill categories listed. Global remote work: Open to all locations. Algorithm + human matching: Hybrid job pairing system. Trial periods: Short tests before full contracts. What freelancers think Arc Trustpilot Score – 4.5 Freelancers love: Curated talent pool and high-quality jobs Connections with prestigious clients Professional and solid support system Freelancers complain about: Long unclear vetting/onboarding process Low responses after applying Platform costs Arc never charges freelancers at any stage. 2. Codementor Cozementor is a platform for developers and aspiring developers to learn, find jobs, and provide mentorship. Who it’s best for | How it works Codementor is ideal for new developers who want to teach others, find clients, or get mentorship to improve their skills. You can use it in three ways as a developer or aspiring developer: Become a mentor → You need to apply to Codementor. Work as a freelancer → Apply to client projects, not to Codementor itself. Learn or improve your skills → No application required. Codementor combines learning and working. You can start as a student, then become a mentor or take on client projects as you grow. 🔑 To get accepted as a mentor, complete your profile fully and add your social and technical proofs. The platform accepts not only top developers but also those who show strong mentoring potential. Key features Vetted expert network: Screened for skill and communication. Live 1:1 sessions: Offer instant or scheduled help. Hybrid workflow: Combine mentoring and projects. Project-based work: Take fixed or hourly jobs. Global tech pool: Matches across time zones. Mentor brand boost: Gain credibility and exposure. Built-in tools: Live coding and code review support. Multi-engagement options: Choose session or long-term work. Mentor-to-freelance path: Grow into higher-value roles. What freelancers think Codementor Truspilot Score – 4.0 Freelancers love: A platform where your skills are valued and can stand out. It gives a sense of security, smooth payment processes, and professional use. Freelancers complain about: Platform commission is high for mentors – it can go up to 22%. One day work is great, the next day there might be none at all. Platform costs Codementor takes the mentor’s 15-minute session fee first, then starts charging per minute. Extra service fees are also deducted for each transaction. 3. Gun.io Gun.io is a prestigious freelancing platform designed for software developers. Who it’s best for | How it works Gun.io is ideal for freelancers who want to match with quality clients as verified software developers. Gun.io only allows top-tier developers into its network of talent via an application and review process. If you get in, you will automatically be matched with high-quality client projects. There’s no bidding process here, so you get to ditch the chase for clients. To begin with, it requests a talent profile: details about past work experiences, programming languages you are familiar with, preferences, etc. Then, they'll utilize the vetting process: a coding test a technical interview with a senior engineer a contract interview 🔑 Usually, they take in about 100 of the 1,000 applicants. However, to improve your chances, you want to stand out with experience, good communication, and soft skills on video interviews (camera background, your appearance, and your lateness). Key features Keep full rate: Freelancers keep 100% earnings. Rigorous vetting: Includes tests and interviews. Talent team support: Guided role introductions. Managed payments: Contracts and billing handled. Rate tool: Helps set competitive pricing. Vetted client pool: No open bidding system. Long-term contracts: Access to ongoing roles. What freelancers think Gun.io G2 Score: 4.5 Freelancers love: The chance to work on serious, long-term projects rather than micro-tasks The ability to set their own rates, which feels empowering Freelancers dislike: Submitting dozens of applications with zero response A selective and unclear vetting or approval process Frequent complaints like “I’m experienced, but still not getting picked” Platform costs Gun.io never charges developers at any stage, they only take fees from clients. However, they mention that their clients are willing to pay above-market rates for “high-quality” developers. FAQs 1. What is the best website for freelance work? Ruul is the best all-in-one freelancing platform for indies who want to work with clients globally. It combines portfolio, payments, invoicing, and client management, allowing freelancers to get paid quickly and to work without a business structure. 2. What is the best freelance website for beginners? Fiverr, Upwork, and Freelancer.com are easy options for beginners. Fiverr lets you sell Gigs ready for sale, and Upwork and Freelancer.com help you apply to real client jobs. These are good for experience, reviews, and income, even if you have never done a freelance job. 3. Which freelancing site pays the most? Toptal pays the most for freelancers by connecting the top 3% of talent to the highest-paying clients. It charges no freelancer fees, guarantees consistent, well-paying contracts, and only focuses on experienced developers, designers, and finance talents. ABOUT THE AUTHOR Canan Başer Developing and implementing creative growth strategies. At Ruul, I focus on strengthening our brand and delivering real value to our global community through impactful content and marketing projects. More Tackling The Challenges Of Working From Home Tips for working from home during the pandemic include creating a well-equipped home office, setting physical boundaries, making a shared schedule, dividing household chores, and encouraging solitary activities for kids. Read more What are the Legal Aspects of Credit Card Payment Methods for Freelancers? Freelancers: Are you aware of the legal rules for credit card payments? Read on for crucial details! Read more Etiquette for Zoom meetings Master Zoom meeting etiquette with our essential guide. From dressing appropriately to managing interruptions, elevate your virtual presence! Read more MORE THAN 120,000 Independents Over 120,000 independents trust Ruul to sell their services, digital products, and securely manage their payments. FROM 190 Countries Truly global coverage: trusted across 190 countries with seamless payouts available in 140 currencies. PROCESSED $200m+ of Transactions Over $200M successfully processed, backed by an 8-year legacy of secure, reliable transactions trusted by independents worldwide. FREQUENTLY ASKED QUESTIONS Everything you need to know. Get clear, straightforward answers to the most common questions about using Ruul. hey@ruul.io What is Ruul? Ruul is a merchant-of-record platform helping freelancers and creators globally sell services, digital products, subscriptions, and easily get paid. Who is Ruul for? Ruul is designed for freelancers, creators, and independent professionals who want a simple way to sell online and get paid globally. How does Ruul work? Open an account, complete a quick verification (KYC), and link your payout account. Then, start selling through your store or send payment requests to customers instantly. How does pricing work? Signing up is free. There are no subscription or hidden fees. Ruul charges a small commission only when you sell or get paid through the platform. What is a Merchant of Record? A merchant of record is the legal seller responsible for processing payments, handling taxes, and managing compliance for each transaction. What can I sell on Ruul? You can sell services, digital products, license keys, online courses, subscriptions, and digital memberships. How do I get paid on Ruul? Add your preferred bank account, digital wallet, or receive payouts in stablecoins as crypto. Funds arrive within 24 hours after a payout is triggered. OPEN AN ACCOUNT START MAKING MONEY TODAY ruul.space/ Thank you! Your submission has been received! Oops! Something went wrong while submitting the form. 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https://www.highlight.io/docs/getting-started/browser/replay-configuration/privacy | Privacy 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 / Browser / highlight.run SDK / Privacy Privacy Masking Elements One way to sanitize your recordings is by adding the highlight-block CSS class to elements that should be ignored. <div class="highlight-block">Super secret sauce</div> The Highlight snippet will in-turn measure the dimensions of the ignored element, and when the recording is being replayed, an empty placeholder will replace the content. Obfuscating Elements Alternatively, you can obfuscate specific HTML elements by adding the highlight-mask CSS class. The effect is the same of setting privacySetting: 'strict' (the randomized text in the photo above) but applies to the specific HTML element that you mask. <div class="highlight-mask">This is some sensitive data <button>Important Button</button></div> Ignoring Input The following CSS class only works for <input> elements. If you are interested in blocking the capture of other HTML elements, see the highlight-block class For sensitive input fields that your team would like to ignore user input for, you can add a CSS class highlight-ignore that will preserve the styling of the input element, but ignore all user input. <input class="highlight-ignore" name="social security number" /> Network Request Redaction Interested in redacting particular requests, responses, or the data within them? Highlight will redact certain headers out of the box, but provides a few ways to customize the redaction process to suit your specific needs and preferences. Take a look at our documentation on Recording Network Requests and Responses to learn more. Default Privacy Mode By default, Highlight will obfuscate all inputs and any text that matches commonly used Regex expressions of personally identifiable information. This offers a base level protection from recording info such as addresses, phone numbers, social security numbers, and more. It will not obfuscate any images or media content. It is possible that other, non PII text is obfuscated if it matches the expressions for larger number, or contact information on the site. If you want to turn this off, you can set privacySetting to none when calling H.init() . Note: This mode is only available in SDK versions 8.0.0 and later. Here are a list of the regex expressions used in default privacy mode : Email: '[a-zA-Z0-9.!#$%&'*+=?^_`{|}~-]+@[a-zA-Z0-9-]+(?:.[a-zA-Z0-9-]+)*' SSN: '[0-9]{3}-?[0-9]{2}-?[0-9]{4}' Phone number: '[+]?[(]?[0-9]{3}[)]?[-\s.]?[0-9]{3}[-\s.]?[0-9]{4,6}' Credit card: '[0-9]{4}-?[0-9]{4}-?[0-9]{4}-?[0-9]{4}' Unformatted SSN, phone number, credit card: '[0-9]{9,16}' Address: '[0-9]{1,5}.?[0-9]{0,3}\s[a-zA-Z]{2,30}\s[a-zA-Z]{2,15}' IP address: '(?:[0-9]{1,3}.){3}[0-9]{1,3}' Overriding Obfuscation In default privacy mode, there may be some innocuous text or inputs that would be helpful to record, but are obfuscated by default. For example, user created names in inputs or your company address. These HTML tags can be overridden with the data-hl-record="true" attribute. Currently, this attribute must be used on the recorded HTML tag itself, and any decesendants of the element may still be redacted. Strict Privacy Mode If you don't want to manually annotate what elements to not record then you can set privacySetting to strict when calling H.init() . Strict Privacy Mode will obfuscate all text and images. The text obfuscation is not reversible and is done on the client. Here are some examples: <h1>Hello World</h1> will be recorded as <h1>1f0eqo jw02d</h1> <img src="https://my-secrets.com/secret.png" /> will be recorded as <img src="" /> <iframe height="500px" href="https://xenodochial-benz-c14354.netlify.app/" width="100%" border="none" src="https://xenodochial-benz-c14354.netlify.app/" style="border:none" ><a href="https://xenodochial-benz-c14354.netlify.app/" target="" title="xenodochial-benz-c14354.netlify.app" >null</a ></iframe > Persistent Asset Storage Proxying Highlight Community / Support Suggest Edits? Follow us! [object Object] | 2026-01-13T08:48:01 |
https://design.forem.com/t/recommendations | Recommendations - 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 # recommendations Follow Hide Crowdsourced film and TV recommendations Create Post Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu 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 Fresh Trends Shaping Web and Graphic Design in Fall 2025 Om Shree Om Shree Om Shree Follow Oct 12 '25 Fresh Trends Shaping Web and Graphic Design in Fall 2025 # design # tools # recommendations # resources 20 reactions Comments 1 comment 4 min read loading... trending guides/resources Emerging graphic design trends for 2026 💎 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 | 2026-01-13T08:48:01 |
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 . 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 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 | 2026-01-13T08:48:01 |
https://design.forem.com/t/hardware | Hardware - 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 # hardware Follow Hide Discussing monitors, tablets, laptops, and other design hardware Create Post Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Which Graphics Card Is Best for Lumion 2025? iRender GPU Render Farm iRender GPU Render Farm iRender GPU Render Farm Follow Oct 22 '25 Which Graphics Card Is Best for Lumion 2025? # design # hardware # inspiration # 3ddesign 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 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 | 2026-01-13T08:48:01 |
https://neon.tech/docs/introduction/branch-restore | Instant restore - Neon Docs This 250+ engineer team replaced shared staging with isolated database branches for safer deploys Neon Docs Search ... Ask AI Log In Sign Up Get started About Connect Connect to Neon Clients & tools Troubleshooting Develop Frontend & Frameworks Frameworks Languages ORMs Backend Data API Neon Auth Postgres RLS AI AI for Agents AI App Starter Kit Tools & Workflows API, CLI & SDKs Local development Integrations (3rd party) Workflows & CI/CD Templates Examples repo Manage Neon platform Plans and billing Neon on Azure Security & compliance Postgres Extensions Postgres guides Compatibility Version support Upgrade PostgreSQL Tutorial Resources Status Support Changelog Roadmap Early access Community Glossary RSS feeds Platform integration Search ... Ask AI About Neon Architecture Architecture overview Compute lifecycle Serverless Autoscaling Overview Autoscaling architecture Autoscaling algorithm Configure autoscaling Scale to zero Scale to zero Scale to zero guide Branching Get started with branching About branching Branching workflows Branch archiving Branch expiration Schema-only branches Reset from parent Read replicas Overview Create and manage Use cases Read-only access Ad-hoc queries Analytics queries Scale applications With ORMs Prisma Logical replication Getting started Concepts In Neon Commands Schema changes Tips Data recovery Backup & restore Restore window Instant restore Time Travel Time Travel tutorial Schema diff Schema diff tutorial Data protection IP Allow Private Networking Protected branches High availability High availability / Instant restore Instant restore Learn how to revert changes or recover lost data using Neon's instant restore with Time Travel Assist What You'll Learn Restore data to any point in time Querying historical data Related docs Configure restore window With Neon's instant restore capability, also known as point-in-time restore or PITR, you can easily restore a branch to an earlier state in its own or another branch's history. You can use Time Travel Assist to connect to a specific point in your restore window , where you can run read-only queries to pinpoint the exact moment you need to restore to. You can also use Schema Diff to get a side-by-side, GitHub-style visual comparison of your selected branches before restoring. How instant restore works Restore from history The restore operation lets you revert the state of a selected branch to an earlier point in time in its own or another branch's history, using time and date or Log Sequence Number (LSN). For example, you can revert to a state just before a data loss occurred. The default restore window for a Neon project differs by plan. You can revert a branch to any time within your configured restore window , down to the millisecond. A few key points to keep in mind about the restore operation: Restore backups are created automatically in case you make a mistake Current data is overwritten All databases on a branch are restored Connections to the selected branch are temporarily interrupted Automatic backups In case you need to rollback a restore, Neon preserves the branch's final state before the restore operation in an automatically created backup branch, which takes the following format: { branch_name}_old_ {head_timestamp} You can use this backup to rollback the restore operation if necessary. The backup branches are listed on the Branches page in the Neon Console among your other branches. When restoring a root branch (like production ), both the restored branch and the backup branch become separate root branches with no parent-child relationship. When restoring a non-root branch (like a development branch that has a parent), the backup branch becomes the parent of the restored branch. Keep this in mind if you later want to reset the branch from its original parent. note Backup branches created when restoring root branch from another branch cannot be deleted. See Deleting backup branches for details. Overwrite, not a merge It is important to understand that whenever you restore a branch, you are performing a complete overwrite, not a merge or refresh. Everything on your current branch, data and schema, is replaced with the contents from the historical source. All data changes from the selected restore point onwards are excluded from the branch. Changes apply to all databases A reminder that in Neon's object hierarchy , a branch can include any number of databases. Keep this in mind when restoring branches. For example, let's say you want to restore lost data in a given database. If you restore your branch to an earlier point in time before the data loss occurred, the operation applies to all databases on the branch, not just the one you are troubleshooting. You can expect the restore operation to last a few seconds. In general, Neon recommends that you avoid creating too many databases in a single Neon project. If you have multiple, distinct applications, each one deserves its own Neon project. A good rule of thumb: use one Neon project per source code repository. Connections temporarily interrupted Existing connections to the selected branch are temporarily interrupted during the restore operation. However, your connection details do not change. Applications can automatically re-establish their database connections as soon as the restore operation is finished. Technical details Neon is open source and built in public, so if you are interested in understanding the technical implementation behind instant restore, see the details below. View technical details Similar to the manual restore operation using the Neon Console and API described here , the Restore operation performs a similar set of actions, but automatically: On initiating a restore action, Neon builds a new point-in-time branch by matching your selected timestamp to the corresponding LSN of the relevant entries in the shared WAL record. The compute for your initial branch is moved to this new branch so that your connection string remains stable. We rename your new branch to the exact name as your initial branch, so the effect is seamless; it looks and acts like the same branch. Your initial branch, which now has no compute attached to it, is renamed to branch_name_old_head_timestamp to keep the pre-restore branch available should you need to roll back. Note: When restoring a root branch, both the new branch and the backup branch become root branches with no parent. When restoring a non-root branch, the initial branch (now the backup) becomes the parent of the new branch. Time Travel Assist Use Time Travel Assist to make sure you've targeted the correct restore point before you restore your branch. See Time Travel Assist to learn more. How to use instant restore You can use the Neon Console, CLI, or API to restore branches. Console CLI API Restoring from history Use the Restore page to restore a branch to an earlier timestamp in its history. First, select the Branch to restore . This is the target branch for the restore operation. To restore a branch from its own history: Make sure the From history tab is selected. Choose your timestamp or switch to LSN. Click Next . A confirmation window opens giving you details about the pending restore operation. Review these details to make sure you've made the correct selections. Click Restore to complete the operation. To restore from another branch: Switch to the From another branch tab. Select the source branch that you want to restore data from. By default, the operation pulls the latest data from the source branch. If you want to pull from an earlier point in time, disable Restore from latest data (head) . The timestamp selector will appear. Choose your timestamp or switch to the LSN input. Click Next , confirm the details of the operation, then click Restore to complete. All databases on the selected branch are instantly updated with the data and schema from the chosen point in time. From the Branches page, you can now see a backup branch was created with the state of the branch at the restore point in time. note Backup branches created when restoring a root branch from another branch cannot be deleted. See Deleting backup branches for details. To make sure you choose the right restore point, we encourage you to use Time Travel Assist before running a restore job, but the backup branch is there if you need it. If you need to revert your changes: For root branches: Use Instant restore again and select the backup branch as the source, since the backup is not a parent branch. For non-root branches: You can use Reset from parent to revert to the backup, since the backup becomes the parent after restore. Note that this resets to the backup, not to your original parent branch. Deleting backup branches Backup branches are deletable except in two cases: When a root branch is restored from another branch, the backup branch, which is the original root, cannot be deleted. A backup branch cannot be deleted if it has child branches. To delete a backup branch: Navigate to the Branches page. Find the backup branch you want to delete. It will have a name with the following format: { branch_name}_old_ {head_timestamp} Select Delete from the menu. If you cannot delete a backup branch, you can still free up its storage space. If you're certain you no longer need the data in a backup branch, connect to the branch and drop its databases or tables. Be sure to connect to the correct branch when doing this . You can connect to a backup branch just like any other branch via the Neon SQL Editor or an SQL client like psql . To keep your Branches page organized, consider renaming backup branches that you plan to keep. For example, you can prefix their names with a z to move them to the bottom of the list. See Rename a branch for details. Billing considerations There are minimal impacts to billing from the instant restore and Time Travel Assist features: Instant restore — The backups created when you restore a branch do add to your total number of branches, but since they do not have a compute attached they do not add to consumption costs. Time Travel Assist — Costs related to Time Travel queries are minimal. See Billing considerations . Limitations Instant restore is typically performed on root branches (like production ). When you restore a root branch, both the restored branch and backup branch become separate root branches with no parent-child relationship. Deleting backup branches is only supported in certain cases. See Deleting backup branches for details. Instant restore (PITR) is currently not supported on branches created from a snapshot restore. If you restore a snapshot to create a new branch, you cannot perform point-in-time restore on that branch at this time. Attempting to do so will return an error: restore from snapshot on target branch is still ongoing . When you restore a non-root branch to an earlier point in time, the backup branch becomes the parent of the restored branch. This means subsequent "Reset from parent" operations will reset to the backup, not to your original parent branch. For example, let's say you have a main branch with a child development branch development . You restore development to an earlier point in time. At this point, development 's parent changes from main to the backup development_old_timestamp . Later, if you want to refresh development with the latest data from main , you cannot use Reset from parent since the backup is now the parent. Instead, use Instant restore and select main as the source. Previous Restore window Next Time Travel Last updated on January 9, 2026 Was this page helpful? Yes No Thank you for your feedback! On this page How instant restore works How to use instant restore Deleting backup branches Billing considerations Limitations Copy page as markdown Edit this page on GitHub Open in ChatGPT Neon Docs Neon A Databricks Company Neon status loading... 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https://cursor.com/ja/ | Cursor コンテンツへスキップ Cursor 機能 企業 料金プラン リソース ↓ 変更履歴 ブログ ドキュメント ↗ コミュニティ 学習 ↗ ワークショップ フォーラム ↗ 採用情報 機能 企業 料金プラン リソース → ログイン ダウンロード 驚異的な生産性を実現するために構築されたCursorは、AIを活用したコーディングの最良の方法です。 macOS版をダウンロード ⤓ モバイルエージェントを試す → This element contains an interactive demo for sighted users showing multiple Cursor interfaces: the IDE with AI-powered coding assistance, the CLI with command-line assistance. The interfaces are displayed over a scenic painted landscape wallpaper, giving the demo an artistic backdrop. Cursor Cursorを入手 進行中 4 企業向け注文管理システム 生成中 TabとAgentの使用パターンを分析 生成中 PyTorch MNIST実験 生成中 PRコメント取得の問題を修正 生成中 レビュー準備完了 2 DashboardのCursor Rulesを設定する + 37 - 0 · DashboardのCursor Rulesを設定する バイオインフォマティクスツール + 135 - 21 · バイオインフォマティクスツール train_model.py run_experiment.py config.yaml import torch import torch . nn as nn from torch . utils . data import DataLoader from torchvision import datasets def get_dataloaders ( batch_size = 64 ): transform = transforms . Compose ([ transforms . ToTensor ()]) train = datasets . MNIST ( root = "data" , train = True , download = True , transform = transform ) test = datasets . MNIST ( root = "data" , train = False , download = True , transform = transform ) return DataLoader ( train , batch_size = batch_size , shuffle = True ), DataLoader ( test , batch_size = batch_size ) class MLP ( nn . Module ): def __init__ ( self , hidden = 128 ): super (). __init__ () self . net = nn . Sequential ( nn . Flatten (), nn . Linear ( 28 * 28 , hidden ), nn . ReLU (), nn . Linear ( hidden , 10 ), ) def forward ( self , x ): return self . net ( x ) def train_model ( epochs = 1 , lr = 1e-3 , device = None): device = device or ( "cuda" if torch . cuda . is_available () else "cpu" ) model = MLP (). to ( device ) opt = torch . optim . Adam ( model . parameters (), lr = lr ) loss_fn = nn . CrossEntropyLoss () train_loader , _ = get_dataloaders () + # Seed for reproducibility + torch . manual_seed ( 42 ) + if device == "cuda" : + torch . cuda . manual_seed_all ( 42 ) + # AMP + Scheduler + scaler = torch . cuda . amp . GradScaler ( enabled =( device == "cuda" )) + scheduler = torch . optim . lr_scheduler . CosineAnnealingLR ( opt , T_max = epochs ) model . train () for epoch in range ( epochs ) : total , correct = 0 , 0 for x , y in tqdm ( train_loader , desc = f "epoch { epoch + 1 } " ) : x , y = x . to ( device ), y . to ( device ) opt . zero_grad ( set_to_none = True ) logits = model ( x ) loss = loss_fn ( logits , y ) loss . backward () opt . step () scaler . scale ( loss ). backward () scaler . unscale_ ( opt ) + torch . nn . utils . clip_grad_norm_ ( model . parameters (), max_norm = 1.0 ) scaler . step ( opt ) scaler . update () + preds = logits . argmax ( dim = 1 ) + total += y . size ( 0 ) + correct += ( preds == y ). sum (). item () + acc = correct / max ( 1 , total ) scheduler . step () + print ( f "epoch { epoch + 1 } : acc= { acc :.3f } " ) return model `, import torch import torch.nn as nn from torch.utils.data import DataLoader from torchvision import datasets def get_dataloaders ( batch_size = 64 ): transform = transforms. Compose ([transforms. ToTensor ()]) train = datasets. MNIST (root= " data " , train= True , download= True , transform=transform) test = datasets. MNIST (root= " data " , train= False , download= True , transform=transform) return DataLoader (train, batch_size=batch_size, shuffle= True ), DataLoader (test, batch_size=batch_size) class MLP (nn.Module): def __init__ ( self , hidden = 128 ): super (). __init__ () self .net = nn. Sequential ( nn. Flatten (), nn. Linear ( 28 * 28 , hidden), nn. ReLU (), nn. Linear (hidden, 10 ), ) def forward ( self , x ): return self . net (x) def train_model ( epochs = 1 , lr = 1e-3 , device = None ): device = device or ( " cuda " if torch.cuda. is_available () else " cpu " ) model = MLP (). to (device) opt = torch.optim. Adam (model. parameters (), lr=lr) loss_fn = nn. CrossEntropyLoss () train_loader, _ = get_dataloaders () + # Seed for reproducibility + torch. manual_seed ( 42 ) + if device == " cuda " : + torch.cuda. manual_seed_all ( 42 ) + # AMP + Scheduler + scaler = torch.cuda.amp. GradScaler (enabled=(device == " cuda " )) + scheduler = torch.optim.lr_scheduler. CosineAnnealingLR (opt, T_max=epochs) model. train () for epoch in range (epochs): total, correct = 0 , 0 for x, y in tqdm (train_loader, desc= f "epoch { epoch+ 1 } " ): x, y = x. to (device), y. to (device) opt. zero_grad (set_to_none= True ) logits = model (x) loss = loss_fn (logits, y) loss. backward () opt. step () scaler. scale (loss). backward () scaler. unscale_ (opt) + torch.nn.utils. clip_grad_norm_ (model. parameters (), max_norm= 1.0 ) scaler. step (opt) scaler. update () + preds = logits. argmax (dim= 1 ) + total += y. size ( 0 ) + correct += (preds == y). sum (). item () + acc = correct / max ( 1 , total) scheduler. step () + print ( f "epoch { epoch+ 1 } : acc= { acc :.3f } " ) return model ` , PyTorch MNIST実験 混合精度トレーニング、学習率スケジューリング、適切な検証を追加してください。また、異なるハイパーパラメータ設定を簡単に実行できるように、実験設定システムを作成してください。 Agent GPT-5 agent CLIを取得 Cursor Agent ~/Repos/ml-research-notebook PyTorch MNIST実験 混合精度トレーニング、学習率スケジューリング、適切な検証を追加してください。また、異なるハイパーパラメータ設定を簡単に実行できるように、実験設定システムを作成してください。 → GPT-5.2 / でコマンド · @ でファイル 何百万人ものプロフェッショナル開発者に毎日信頼されています。 Agentがアイデアをコードに変換 人間とAIが協働するプログラマー。単独の開発者と比較して桁違いの生産性を実現します。 Agentについて学ぶ → This element contains an interactive demo for sighted users. It's a demonstration of Cursor's IDE showing AI-powered coding assistance features. The interface is displayed over a scenic painted landscape wallpaper, giving the demo an artistic backdrop. Cursor Cursorを入手 進行中 4 企業向け注文管理システム 生成中 TabとAgentの使用パターンを分析 生成中 PyTorch MNIST実験 生成中 PRコメント取得の問題を修正 生成中 レビュー準備完了 2 DashboardのCursor Rulesを設定する + 37 - 0 · DashboardのCursor Rulesを設定する バイオインフォマティクスツール + 135 - 21 · バイオインフォマティクスツール TabとAgentの使用パターンを分析 チーム全体のワークスペースにおいて、タブビューとエージェントパネルにどのように注意を分散しているかを理解するのを手伝ってください。 Agent GPT-5 魔法のように正確な自動補完 当社のカスタムTabモデルは、驚異的な速度と精度で次のアクションを予測します。 Tabについて学ぶ → This element contains an interactive demo for sighted users. It's a demonstration of Cursor's IDE showing AI-powered coding assistance features. The interface is displayed over a scenic painted landscape wallpaper, giving the demo an artistic backdrop. Cursor Cursorを入手 Dashboard.tsx SupportChat.tsx "use client" ; import React , { useState } from "react" ; import Navigation from "./Navigation" ; import SupportChat from "./SupportChat" ; export default function Dashboard () { return ( < div className = "flex h-[600px] border rounded-lg overflow-hidden" > < div className = "w-64 border-r" > </ div > < div className = "w-80 border-l" > < SupportChat /> </ div > </ div > ); } " use client " ; import React, { useState } from " react " ; import Navigation from " ./Navigation " ; import SupportChat from " ./SupportChat " ; export default function Dashboard() { return ( < div className = " flex h-[600px] border rounded-lg overflow-hidden " > < div className = " w-64 border-r " > </ div > < div className = " w-80 border-l " > < SupportChat /> </ div > </ div > ); } ソフトウェア開発のあらゆる場面で CursorはGitHubでプルリクエストをレビューし、Slackでチームメイトとして、そしてあなたが作業するあらゆる場所に存在します。 Cursorのエコシステムについて学ぶ → This element contains an interactive demo for sighted users showing multiple Cursor interfaces: Slack integration for team communication, GitHub integration for code review and debugging. The interfaces are displayed over a scenic painted landscape wallpaper, giving the demo an artistic backdrop. Slack SlackでCursorを入手 #ask-cursor 8名のメンバー dylan 細かいことですが、リリースページにアンカーリンクがあると本当に便利だと思います 4 件の返信 dylan cursor.com/changelog#1.0 にアクセスして 1.0 の変更履歴を確認できるようにしたい eric checks out @cursor can you take a stab? Cursor APP 変更履歴エントリの直接リンク機能を実装し、プロジェクト全体のNode.jsバージョン制約を更新することで、互換性と保守性を向上させました。 PRを表示 Cursorで開く Webで開く dylan Nice @eric can you take a look? GitHub Pull Request BugBotを入手 レビュー cursor ボット レビュー済み 1分前 src/vs/workbench/composer/browser/components/ComposerUnifiedDropdown.tsx 3292 - {selectedMode().keybinding} 3293 + {composerOpenModeToggleKeybinding} cursor ボット 1分前 バグ: 関数が文字列ではなくオブジェクトを返す（ロジックバグ） composerOpenModeToggleKeybinding は値を取得するために呼び出す必要がある関数です。直接使用すると、キーバインディングの表示条件が常に真となります。 Cursorで修正 Webで修正 ソフトウェア開発の新しい方法。 あるバッチと次のバッチとでは雲泥の差で、採用率は一桁台から80％超まで跳ね上がりました。Cursor は瞬く間に広まり、優秀な開発者は皆使うようになりました。 Diana Hu 無限責任組合員 , Y Combinator 今、有料で使っているAIツールの中で群を抜いて役に立っているのは、間違いなくCursorです。動作が速く、必要なタイミングと場所でオートコンプリートが効き、括弧も正しく処理し、キーボードショートカットも整理されていて、独自のモデルも持ち込める……すべてがよく作り込まれています。 shadcn shadcn/ui の作者 優れた LLM アプリケーションには「自律性スライダー」があり、AI にどこまで主体的に動かせるかをあなたがコントロールできます。Cursor では、Tab 補完を使ったり、Cmd+K で特定箇所の編集を指示したりできるほか、フルオートノミーのエージェント版に切り替えて、AI に一気に任せることもできます。 Andrej Karpathy 最高経営責任者 , Eureka Labs Cursor は、数百人から数千人規模へと、非常に熱心な Stripe 社員のあいだで急速に広がりました。私たちは他のどの取り組みよりも研究開発とソフトウェア開発に多くのコストをかけており、そのプロセスをより効率的かつ生産的にすることで、非常に大きな経済的成果が生まれます。 Patrick Collison 共同創業者兼CEO , Stripe 正式に宣言する。 ノリだけのコーディングは嫌いだ。 Cursor の Tab 補完でコーディングするのは大好きだ。 マジでやばい。 ThePrimeagen @ThePrimeagen プログラマーであることは、間違いなくどんどん楽しくなっています。ページを延々と読み漁ることよりも、「何を実現したいか」に集中できるようになってきました。私たちは、まだ可能性のわずか1％にしか到達していませんが、GPT-5 のようなモデルが最も輝くのは、Cursor のようなインタラクティブな体験の中です。 Greg Brockman 社長 , OpenAI 最先端を走り続ける 最高のモデルにアクセス OpenAI、Anthropic、Gemini、xAIの最先端モデルから自由に選択できます。 モデルを探索 ↗ Auto 推奨 Composer 1 GPT-5 高速 Claude Sonnet 4.5 ✓ Claude Opus 4.5 Gemini 3 Pro Grok Code コードベース全体の理解 Cursorは、規模や複雑さに関わらず、コードベースの仕組みを学習します。 コードベースのインデックス作成について学ぶ ↗ これらのメニューラベルの色はどこで定義されていますか？ 永続的なソフトウェアを開発 Fortune 500の半数以上に信頼され、安全かつ大規模に開発を加速しています。 企業向けプランを見る → 変更履歴 CLI 2026年1月8日 新しい CLI 機能とパフォーマンスの向上 2.3 2025年12月22日 レイアウトのカスタマイズと安定性の改善 2025年12月18日 企業向けインサイト、請求グループ、サービスアカウント、セキュリティ制御の強化 2.2 2025年12月10日 デバッグモード、プランモードの改善、マルチエージェント評価、ピン留めチャット Cursorの新機能を見る → Cursorは、コーディングの未来を構築することに注力する実践的なチームです。 参加する → 最近のハイライト Cursor 2.0 と Composer のご紹介 エージェントと連携して作業するために特化設計された、新しいインターフェースと初のコーディングモデル。 Product · 2025年10月29日 オンライン強化学習による Cursor Tab の改善 新しい Tab モデルは、提案数を21%削減しつつ、受諾率を28%向上させます。 Research · 2025年9月12日 カスタムMXFP8カーネルによるMoE学習の1.5倍高速化 Blackwell GPU 向けに全面的に再構築し、MoE レイヤーで 3.5 倍の高速化を実現。 Research · 2025年8月29日 さらに投稿を見る → 今すぐCursorを試す。 macOS版をダウンロード ⤓ モバイルエージェントを試す → 製品 機能 企業 Web Agents Bugbot CLI 料金プラン リソース ダウンロード 変更履歴 ドキュメント ↗ 学習 ↗ フォーラム ↗ ステータス ↗ 会社情報 採用情報 ブログ コミュニティ ワークショップ 学生 ブランド 法務 利用規約 プライバシーポリシー データ利用 セキュリティ 接続 X ↗ LinkedIn ↗ YouTube ↗ © 2026 Cursor 🛡 SOC 2認証取得済み 🌐 日本語 ↓ English 简体中文 日本語 ✓ 繁體中文 コンテンツへスキップ Cursor 機能 企業 料金プラン リソース ↓ 変更履歴 ブログ ドキュメント ↗ コミュニティ 学習 ↗ ワークショップ フォーラム ↗ 採用情報 機能 企業 料金プラン リソース → ログイン ダウンロード 驚異的な生産性を実現するために構築されたCursorは、AIを活用したコーディングの最良の方法です。 macOS版をダウンロード ⤓ モバイルエージェントを試す → This element contains an interactive demo for sighted users showing multiple Cursor interfaces: the IDE with AI-powered coding assistance, the CLI with command-line assistance. The interfaces are displayed over a scenic painted landscape wallpaper, giving the demo an artistic backdrop. Cursor Cursorを入手 進行中 4 企業向け注文管理システム 生成中 TabとAgentの使用パターンを分析 生成中 PyTorch MNIST実験 生成中 PRコメント取得の問題を修正 生成中 レビュー準備完了 2 DashboardのCursor Rulesを設定する + 37 - 0 · DashboardのCursor Rulesを設定する バイオインフォマティクスツール + 135 - 21 · バイオインフォマティクスツール train_model.py run_experiment.py config.yaml import torch import torch . nn as nn from torch . utils . data import DataLoader from torchvision import datasets def get_dataloaders ( batch_size = 64 ): transform = transforms . Compose ([ transforms . ToTensor ()]) train = datasets . MNIST ( root = "data" , train = True , download = True , transform = transform ) test = datasets . MNIST ( root = "data" , train = False , download = True , transform = transform ) return DataLoader ( train , batch_size = batch_size , shuffle = True ), DataLoader ( test , batch_size = batch_size ) class MLP ( nn . Module ): def __init__ ( self , hidden = 128 ): super (). __init__ () self . net = nn . Sequential ( nn . Flatten (), nn . Linear ( 28 * 28 , hidden ), nn . ReLU (), nn . Linear ( hidden , 10 ), ) def forward ( self , x ): return self . net ( x ) def train_model ( epochs = 1 , lr = 1e-3 , device = None): device = device or ( "cuda" if torch . cuda . is_available () else "cpu" ) model = MLP (). to ( device ) opt = torch . optim . Adam ( model . parameters (), lr = lr ) loss_fn = nn . CrossEntropyLoss () train_loader , _ = get_dataloaders () + # Seed for reproducibility + torch . manual_seed ( 42 ) + if device == "cuda" : + torch . cuda . manual_seed_all ( 42 ) + # AMP + Scheduler + scaler = torch . cuda . amp . GradScaler ( enabled =( device == "cuda" )) + scheduler = torch . optim . lr_scheduler . CosineAnnealingLR ( opt , T_max = epochs ) model . train () for epoch in range ( epochs ) : total , correct = 0 , 0 for x , y in tqdm ( train_loader , desc = f "epoch { epoch + 1 } " ) : x , y = x . to ( device ), y . to ( device ) opt . zero_grad ( set_to_none = True ) logits = model ( x ) loss = loss_fn ( logits , y ) loss . backward () opt . step () scaler . scale ( loss ). backward () scaler . unscale_ ( opt ) + torch . nn . utils . clip_grad_norm_ ( model . parameters (), max_norm = 1.0 ) scaler . step ( opt ) scaler . update () + preds = logits . argmax ( dim = 1 ) + total += y . size ( 0 ) + correct += ( preds == y ). sum (). item () + acc = correct / max ( 1 , total ) scheduler . step () + print ( f "epoch { epoch + 1 } : acc= { acc :.3f } " ) return model `, import torch import torch.nn as nn from torch.utils.data import DataLoader from torchvision import datasets def get_dataloaders ( batch_size = 64 ): transform = transforms. Compose ([transforms. ToTensor ()]) train = datasets. MNIST (root= " data " , train= True , download= True , transform=transform) test = datasets. MNIST (root= " data " , train= False , download= True , transform=transform) return DataLoader (train, batch_size=batch_size, shuffle= True ), DataLoader (test, batch_size=batch_size) class MLP (nn.Module): def __init__ ( self , hidden = 128 ): super (). __init__ () self .net = nn. Sequential ( nn. Flatten (), nn. Linear ( 28 * 28 , hidden), nn. ReLU (), nn. Linear (hidden, 10 ), ) def forward ( self , x ): return self . net (x) def train_model ( epochs = 1 , lr = 1e-3 , device = None ): device = device or ( " cuda " if torch.cuda. is_available () else " cpu " ) model = MLP (). to (device) opt = torch.optim. Adam (model. parameters (), lr=lr) loss_fn = nn. CrossEntropyLoss () train_loader, _ = get_dataloaders () + # Seed for reproducibility + torch. manual_seed ( 42 ) + if device == " cuda " : + torch.cuda. manual_seed_all ( 42 ) + # AMP + Scheduler + scaler = torch.cuda.amp. GradScaler (enabled=(device == " cuda " )) + scheduler = torch.optim.lr_scheduler. CosineAnnealingLR (opt, T_max=epochs) model. train () for epoch in range (epochs): total, correct = 0 , 0 for x, y in tqdm (train_loader, desc= f "epoch { epoch+ 1 } " ): x, y = x. to (device), y. to (device) opt. zero_grad (set_to_none= True ) logits = model (x) loss = loss_fn (logits, y) loss. backward () opt. step () scaler. scale (loss). backward () scaler. unscale_ (opt) + torch.nn.utils. clip_grad_norm_ (model. parameters (), max_norm= 1.0 ) scaler. step (opt) scaler. update () + preds = logits. argmax (dim= 1 ) + total += y. size ( 0 ) + correct += (preds == y). sum (). item () + acc = correct / max ( 1 , total) scheduler. step () + print ( f "epoch { epoch+ 1 } : acc= { acc :.3f } " ) return model ` , PyTorch MNIST実験 混合精度トレーニング、学習率スケジューリング、適切な検証を追加してください。また、異なるハイパーパラメータ設定を簡単に実行できるように、実験設定システムを作成してください。 Agent GPT-5 agent CLIを取得 Cursor Agent ~/Repos/ml-research-notebook PyTorch MNIST実験 混合精度トレーニング、学習率スケジューリング、適切な検証を追加してください。また、異なるハイパーパラメータ設定を簡単に実行できるように、実験設定システムを作成してください。 → GPT-5.2 / でコマンド · @ でファイル 何百万人ものプロフェッショナル開発者に毎日信頼されています。 Agentがアイデアをコードに変換 人間とAIが協働するプログラマー。単独の開発者と比較して桁違いの生産性を実現します。 Agentについて学ぶ → This element contains an interactive demo for sighted users. It's a demonstration of Cursor's IDE showing AI-powered coding assistance features. The interface is displayed over a scenic painted landscape wallpaper, giving the demo an artistic backdrop. Cursor Cursorを入手 進行中 4 企業向け注文管理システム 生成中 TabとAgentの使用パターンを分析 生成中 PyTorch MNIST実験 生成中 PRコメント取得の問題を修正 生成中 レビュー準備完了 2 DashboardのCursor Rulesを設定する + 37 - 0 · DashboardのCursor Rulesを設定する バイオインフォマティクスツール + 135 - 21 · バイオインフォマティクスツール TabとAgentの使用パターンを分析 チーム全体のワークスペースにおいて、タブビューとエージェントパネルにどのように注意を分散しているかを理解するのを手伝ってください。 Agent GPT-5 魔法のように正確な自動補完 当社のカスタムTabモデルは、驚異的な速度と精度で次のアクションを予測します。 Tabについて学ぶ → This element contains an interactive demo for sighted users. It's a demonstration of Cursor's IDE showing AI-powered coding assistance features. The interface is displayed over a scenic painted landscape wallpaper, giving the demo an artistic backdrop. Cursor Cursorを入手 Dashboard.tsx SupportChat.tsx "use client" ; import React , { useState } from "react" ; import Navigation from "./Navigation" ; import SupportChat from "./SupportChat" ; export default function Dashboard () { return ( < div className = "flex h-[600px] border rounded-lg overflow-hidden" > < div className = "w-64 border-r" > </ div > < div className = "w-80 border-l" > < SupportChat /> </ div > </ div > ); } " use client " ; import React, { useState } from " react " ; import Navigation from " ./Navigation " ; import SupportChat from " ./SupportChat " ; export default function Dashboard() { return ( < div className = " flex h-[600px] border rounded-lg overflow-hidden " > < div className = " w-64 border-r " > </ div > < div className = " w-80 border-l " > < SupportChat /> </ div > </ div > ); } ソフトウェア開発のあらゆる場面で CursorはGitHubでプルリクエストをレビューし、Slackでチームメイトとして、そしてあなたが作業するあらゆる場所に存在します。 Cursorのエコシステムについて学ぶ → This element contains an interactive demo for sighted users showing multiple Cursor interfaces: Slack integration for team communication, GitHub integration for code review and debugging. The interfaces are displayed over a scenic painted landscape wallpaper, giving the demo an artistic backdrop. Slack SlackでCursorを入手 #ask-cursor 8名のメンバー dylan 細かいことですが、リリースページにアンカーリンクがあると本当に便利だと思います 4 件の返信 dylan cursor.com/changelog#1.0 にアクセスして 1.0 の変更履歴を確認できるようにしたい eric checks out @cursor can you take a stab? Cursor APP 変更履歴エントリの直接リンク機能を実装し、プロジェクト全体のNode.jsバージョン制約を更新することで、互換性と保守性を向上させました。 PRを表示 Cursorで開く Webで開く dylan Nice @eric can you take a look? GitHub Pull Request BugBotを入手 レビュー cursor ボット レビュー済み 1分前 src/vs/workbench/composer/browser/components/ComposerUnifiedDropdown.tsx 3292 - {selectedMode().keybinding} 3293 + {composerOpenModeToggleKeybinding} cursor ボット 1分前 バグ: 関数が文字列ではなくオブジェクトを返す（ロジックバグ） composerOpenModeToggleKeybinding は値を取得するために呼び出す必要がある関数です。直接使用すると、キーバインディングの表示条件が常に真となります。 Cursorで修正 Webで修正 ソフトウェア開発の新しい方法。 あるバッチと次のバッチとでは雲泥の差で、採用率は一桁台から80％超まで跳ね上がりました。Cursor は瞬く間に広まり、優秀な開発者は皆使うようになりました。 Diana Hu 無限責任組合員 , Y Combinator 今、有料で使っているAIツールの中で群を抜いて役に立っているのは、間違いなくCursorです。動作が速く、必要なタイミングと場所でオートコンプリートが効き、括弧も正しく処理し、キーボードショートカットも整理されていて、独自のモデルも持ち込める……すべてがよく作り込まれています。 shadcn shadcn/ui の作者 優れた LLM アプリケーションには「自律性スライダー」があり、AI にどこまで主体的に動かせるかをあなたがコントロールできます。Cursor では、Tab 補完を使ったり、Cmd+K で特定箇所の編集を指示したりできるほか、フルオートノミーのエージェント版に切り替えて、AI に一気に任せることもできます。 Andrej Karpathy 最高経営責任者 , Eureka Labs Cursor は、数百人から数千人規模へと、非常に熱心な Stripe 社員のあいだで急速に広がりました。私たちは他のどの取り組みよりも研究開発とソフトウェア開発に多くのコストをかけており、そのプロセスをより効率的かつ生産的にすることで、非常に大きな経済的成果が生まれます。 Patrick Collison 共同創業者兼CEO , Stripe 正式に宣言する。 ノリだけのコーディングは嫌いだ。 Cursor の Tab 補完でコーディングするのは大好きだ。 マジでやばい。 ThePrimeagen @ThePrimeagen プログラマーであることは、間違いなくどんどん楽しくなっています。ページを延々と読み漁ることよりも、「何を実現したいか」に集中できるようになってきました。私たちは、まだ可能性のわずか1％にしか到達していませんが、GPT-5 のようなモデルが最も輝くのは、Cursor のようなインタラクティブな体験の中です。 Greg Brockman 社長 , OpenAI 最先端を走り続ける 最高のモデルにアクセス OpenAI、Anthropic、Gemini、xAIの最先端モデルから自由に選択できます。 モデルを探索 ↗ Auto 推奨 Composer 1 GPT-5 高速 Claude Sonnet 4.5 ✓ Claude Opus 4.5 Gemini 3 Pro Grok Code コードベース全体の理解 Cursorは、規模や複雑さに関わらず、コードベースの仕組みを学習します。 コードベースのインデックス作成について学ぶ ↗ これらのメニューラベルの色はどこで定義されていますか？ 永続的なソフトウェアを開発 Fortune 500の半数以上に信頼され、安全かつ大規模に開発を加速しています。 企業向けプランを見る → 変更履歴 CLI 2026年1月8日 新しい CLI 機能とパフォーマンスの向上 2.3 2025年12月22日 レイアウトのカスタマイズと安定性の改善 2025年12月18日 企業向けインサイト、請求グループ、サービスアカウント、セキュリティ制御の強化 2.2 2025年12月10日 デバッグモード、プランモードの改善、マルチエージェント評価、ピン留めチャット Cursorの新機能を見る → Cursorは、コーディングの未来を構築することに注力する実践的なチームです。 参加する → 最近のハイライト Cursor 2.0 と Composer のご紹介 エージェントと連携して作業するために特化設計された、新しいインターフェースと初のコーディングモデル。 Product · 2025年10月29日 オンライン強化学習による Cursor Tab の改善 新しい Tab モデルは、提案数を21%削減しつつ、受諾率を28%向上させます。 Research · 2025年9月12日 カスタムMXFP8カーネルによるMoE学習の1.5倍高速化 Blackwell GPU 向けに全面的に再構築し、MoE レイヤーで 3.5 倍の高速化を実現。 Research · 2025年8月29日 さらに投稿を見る → 今すぐCursorを試す。 macOS版をダウンロード ⤓ モバイルエージェントを試す → 製品 機能 企業 Web Agents Bugbot CLI 料金プラン リソース ダウンロード 変更履歴 ドキュメント ↗ 学習 ↗ フォーラム ↗ ステータス ↗ 会社情報 採用情報 ブログ コミュニティ ワークショップ 学生 ブランド 法務 利用規約 プライバシーポリシー データ利用 セキュリティ 接続 X ↗ LinkedIn ↗ YouTube ↗ © 2026 Cursor 🛡 SOC 2認証取得済み 🌐 日本語 ↓ English 简体中文 日本語 ✓ 繁體中文 Agent Agent Cursorで修正 Webで修正 Agent Agent Cursorで修正 Webで修正 | 2026-01-13T08:48:01 |
https://design.forem.com/t/javascript | JavaScript - 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 JavaScript Follow Hide Once relegated to the browser as one of the 3 core technologies of the web, JavaScript can now be found almost anywhere you find code. JavaScript developers move fast and push software development forward; they can be as opinionated as the frameworks they use, so let's keep it clean here and make it a place to learn from each other! Create Post submission guidelines Client-side, server-side, it doesn't matter. This tag should be used for anything JavaScript focused. If the topic is about a JavaScript framework or library , just remember to include the framework's tag as well. about #javascript How should the tag be written? All lower-case letters for the tag: javascript . Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu Creating Engaging Tableau Dashboards Using GIFs Perceptive Analytics Perceptive Analytics Perceptive Analytics Follow Dec 18 '25 Creating Engaging Tableau Dashboards Using GIFs # webdev # programming # ai # javascript 1 reaction Comments Add Comment 5 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 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 Creating Dynamic Tableau Dashboards with GIFs: Transforming Data Stories into Motion Dipti Dipti Dipti Follow Oct 15 '25 Creating Dynamic Tableau Dashboards with GIFs: Transforming Data Stories into Motion # webdev # programming # ai # javascript 5 reactions Comments Add Comment 5 min read Tablify: Your new tab, your way Cristopher Ramirez Cristopher Ramirez Cristopher Ramirez Follow Oct 4 '25 Tablify: Your new tab, your way # javascript # design # webdesign # sideprojects 14 reactions Comments Add Comment 1 min read loading... trending guides/resources Creating Engaging Tableau Dashboards Using GIFs 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 | 2026-01-13T08:48:01 |
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https://ruul.io/blog/top-digital-nomad-jobs#$%7Bid%7D | Top Digital Nomad Jobs for 2025 – Remote, Flexible & In-Demand Roles Product Payment Requests Get paid anywhere. Sell Services Make your services buyable Sell Products Create once sell forever Subscriptions Get paid on repeat Ruul Space Your personel storefront. One link for everything you offer. Learn more Pricing Resources Partner Programs Referral Program Get 1% for life. Seriously. Affiliate Program Bring users, get paid Partners Let’s grow together. More Blog About us Support Brand Kit For Customers Log in Sign up For Businesses Login Sign up grow Top 15 Digital Nomad Jobs in 2025 Explore the 15 best digital nomad jobs in 2025, from writing to coding—fully remote, high-paying, and travel-friendly. Esen Bulut 5 min read RUUL FOR INDEPENDENCE You chose independence.We make sure you keep it. Sell your time, your talent, whatever you create or build always on your terms. Get started See Example This is also a heading This is a heading Key Points Writing & Copywriting – Create content for websites, blogs, and social media. No need for real-time communication. Software Development – High demand and great pay. Remote tech jobs will grow by 40% by 2025. Graphic Design – AI tools help, but creativity is key. Human touch still matters. Data Analysis – Extract insights from data. Job demand is rising fast. UX Design – Improve user experiences. Cloud-based tools make remote work easy. Virtual Assistant – Handle admin tasks remotely. Can work from a phone or tablet. Social Media Management – Create and schedule content. Easily managed from a phone. Social Media Influencer – Build an audience and monetize content. Offers financial freedom. Customer Service Representative – Assist customers via chat, email, or calls. AI can't replace human support. Online Tutoring – Teach skills like languages or coding. Live or pre-recorded lessons. Data Entry Specialist – Input and manage data. Human accuracy is still in demand. Prompt Engineering – Optimize AI responses. A new and growing field. AI Model Trainer & Fine-Tuning Specialist – Train AI models. High pay, fast-growing industry. Video Editor – Short-form videos are booming. AI makes editing easier. Voiceover & Podcast Editing – Audio content is exploding. Edit or record your own. It all felt like a figment of our imagination a long time ago. But with the world constantly shifting, being a digital nomad is the order of the day! This piece profoundly delves into the 15 best digital nomad jobs you can secure and do remotely - at home or in a resort. Let’s go! Rise of the digital nomadism Globally, 40 million people are adopting the digital nomad lifestyle . And this number is expected to rise to over 60 million by 2030. No wonder digital nomadism is on the rise: Once a difficult choice, it is now highly accessible. Gen Z's participation in digital nomadism has also boosted the number: 26% of digital nomads are Gen Z . Seeking a life of prosperity, freedom, and flexibility, Gen Zs loved the opportunity to work while living in the country of their choice. New to the digital nomad concept? Discover what a digital nomad is . Why is it rising We can attribute this rise in remote work opportunities to the following factors: Technology growth: The exponential growth of reliable and affordable technology tools is the backbone of nomadic digital work. The biggest drivers are better Internet connectivity, video conferencing, and cloud-based tools. Changing Work Culture: Today's workforce emphasizes flexibility to enhance productivity , improve job satisfaction, and reduce costs. Many companies are offering these location-independent careers to reinforce the above. Global pandemic : Remote work options existed before the pandemic, but when economic shutdowns occurred, the world had to embrace it. What started as an experiment proved effective and became a widely accepted work model. Lifestyle Aspirations: Some professionals desire a flexible lifestyle where they get to earn and still travel. This dire need has led to an open market for many freelance jobs for travelers. Benefits of digital nomadism Digital nomadism can give you; Work-life balance: The second motivation for digital nomads is work-life balance . Better work morale: Higher happiness compared to traditional workers. More travel: In 2024, the average digital nomad visited 6.6 locations . Higher productivity: 85% of digital nomads feel more productive. Cost-saving: 35% of digital nomads opted for financial benefits. Also, see the challenges digital nomads face and learn the solutions. Top digital nomad jobs in 2025 Find 15 digital nomad jobs for beginners, intermediates, and experts. 1. Writing and copywriting Brands globally seek fresh, relatable, and engaging content every day. They need this content for their websites, mobile applications, blogs, social media, and more. Why is it good? With freelance writing, time difference is not a problem. Therefore, you don't have to communicate synchronously with the team or the client when you work. Best copywriting courses: Marie Forleo’s The Copy Cure | Paid course New York Times bestselling author Marie Forleo shows aspiring writers how to turn words into sales. 2. Software development There are 8.93 million mobile apps worldwide and growing every day. Every business that wants to offer a quality mobile experience to its customers needs software developers. Why is it good? Software developers are among the highest-paying digital nomad jobs , with salaries higher than many of the jobs on this list. For example, the average hourly salary is $54 but can go up to $150 depending on experience. As a digital nomad, you will be financially comfortable. And according to Gartner , you'll have an easy time finding work, as remote technology will cover 40% of jobs by 2025. Software development course: Codeacademy Codeacademy offers an easily digestible learning experience by presenting various programming languages in separate modules. 3. Graphic designer Technical knowledge alone isn’t enough for graphic design - you also need creativity and vision. But with AI competition, designers now have to think even more creatively and make the most of different design tools. Why is it good? Graphic design has reached a point where AI can handle much of the work. However, we still emphasize the human touch. Designers who can leverage AI-powered tools will likely outpace their competitors and become the most sought-after professionals in the industry today. Graphic design course: AI Powered Graphic Design - Midjourney, Firefly, GPT, Bard This course teaches you how to master graphic design with AI. 4. Data analyst A remote data analyst offers businesses a simpler version of sophisticated information. When you become a data analyst, your roles may include collecting, cleaning, analyzing and interpreting data to show patterns and trends. In addition, this skill is marketable across all sectors: education, trade, security, etc. Why is it good? Data analytics is a great job for those who don't want to lose their job. Demand is increasing day by day. 1.4 million new job opportunities are expected between 2023 and 2027 in this field. So, data analytics won't make people unemployed. Data analysis course: Microsoft Excel: Advanced Excel Formulas & Functions With 420,000 students, this best-selling course in its category teaches more than 75 advanced formulas with MS Office. 5. User experience designer This work requires the creation of visually appealing, intuitive, user-friendly interfaces, understanding human behavior, design principles and user interface (UI) best practices. Why is it good? In UX design, you can do faster and more creative work with AI-supported tools (ChatGPT for UX research, Uizard for design, Framer for automation, etc.). Software like Figma, Adobe XD, Sketch, Miro are cloud-based, so you can work from anywhere. User experience (UX) designing course: Google UX Design Professional Certificate Rated 4.8 out of 81,000 users, Google's certified course offers beginners a comprehensive course including AI skills. 6. Virtual assistant and administrative work In traditional offices, secretaries and assistants handled all administrative tasks. Virtual assistants perform the same role today. Why is it good? The good news is that you can often work from a phone or tablet in addition to a computer. This flexibility allows you to work more comfortably on the go as a digital nomad. Virtual assistant courses: Must-Have Skills (Training) for Virtual Assistants This course enables virtual assistants to improve their skills and increase professionalism. So you will have a good reason to raise your rate. 7. Social media management Social media management is perfect for digital nomads who like flexibility. You can focus on what you do best, whether it's creating content, engaging audiences or generating new ideas. Why is it good? You can do it all from your phone. Posting, responding to messages, following trends - all mobile-friendly. We're sure it will feel natural and effortless, especially for Gen Z. Social media management course: Coursera - Social Media Management This 14-hour course of 5 modules was created specifically for beginners and is loved by 97% of students. 8. Social media influencer As an influencer, you need to expand your audience and influence them to buy. It is a new business model that can bring comfort and high income for creative individuals who can be active on social media. Why is it good? The idea of working by phone from any location sounds great. It also offers more financial well-being and freedom than other jobs on this list, as well as fame. Plus, you are free on days when you don't want to work. Social media influencer course: Skillshare - Online Influencer Marketing Classes Skillshare offers influencer marketing courses covering social media, content creation, engagement strategies, and even lessons on boosting your business with AI. 9. Customer service representative AI bots are everywhere, but human interaction is still key. As businesses grow, more support agents are needed. Strengthen your empathy and sharpen your analytical mindset to resolve customer inquiries. Why is it good? Are you better at verbal or written communication? Being a customer representative doesn’t always require real-time skills. If neither suits you, you can handle customer support through asynchronous emails. Customer service representative course: Alison - Customer Service Skills From understanding customer service to managing customer complaints effectively, this easily digestible short-format course covers many important points. 10. Online tutoring If you're looking for the best digital nomad jobs for academics, this might be the one. Whether you teach languages, software, or even yoga, turning your expertise into a course is a smart way to earn money - doesn’t that sound great? Why is it good? If you have graphic design skills, you already have a job. Turning it into a course for extra income is a total win! You can teach through live video sessions or sell pre-recorded courses with videos and PDFs. Online tutoring course: Coursera - Learning to Teach Online Shared for free on Coursera, this course is great for beginners with 5 modules focusing on the fundamentals. 11. Data entry specialist As the world goes digital, many institutions have tons of data to digitize. This creates opportunities for digital nomad data entry jobs. These roles involve entering information into spreadsheets and databases to ensure smooth business operations. Why is it good? A strong job against AI, as there is a high demand for human control over data. In sectors that require flawless data entry and validation, the need for the human touch will persist. Data entry specialist course: Udemy - Data Entry Course for Beginners This affordable Udemy course simplifies data entry for beginners and shows you how to find a job by the end of the course. 12. Prompt engineer AI is accessible to everyone, but not all of us can fully harness its potential. That's why companies are hiring prompt engineers who can create effective prompts to make the most of AI. Why is it good? It's a new and high-demand profession, making it a great time to start. You can work from anywhere with an internet connection, regardless of time zones. Prompt engineer course: Learn Prompting - Introduction to Prompt Engineering This course teaches prompt engineering at your own pace in about 3 days. It’s a great resource for learning the fundamentals of the profession and solidifying the basics, even if you have no prior knowledge. 13. AI model trainer & fine-tuning specialist The AI market is expected to grow by 2030 , with new models being developed every day. Companies are increasingly seeking AI Model Trainers & Fine-Tuning Specialists to develop their own models. Why is it good? Becoming a trainer offers high salaries and easy job opportunities. Since it's a relatively new field, the sooner you jump on the train, the better. AI model trainer course: Conversation Design Institute - Conversational AI Training Course This professional course teaches you how to train AI models to understand human language and rewards you with a valid certificate upon completion. 14. Video editor Short-form videos are booming. Reels, YouTube Shorts, and TikTok thrive, especially with Gen Z boosting engagement. High-follower accounts need more edited videos daily, while long-form content still holds strong on YouTube. Why is it good? AI makes video editing easier than ever - auto subtitles, seamless transitions, and even multilingual dubbing are now possible. Video editing course: Udemy - Adobe Premiere Pro Courses You can choose from over 360 Adobe Premiere Pro courses on Udemy - essential for every video editor. 15. Voiceover & podcast editing People wanted content they could consume without full focus - enter podcasts. With 584 million listeners worldwide and ad spending expected to hit $4.46 billion by 2025 , the industry is booming. Why is it good? You can record your own podcast or edit for others. It’s a growing field since 2020, with plenty of niche categories still waiting to be explored. Voiceover & podcast editing course: Udemy - Podcasting Made Easy - How To Start a Podcast This course covers everything from setting up to the basics of audio editing, perfect for podcast beginners. How can Ruul help you? Found your ideal digital nomad job? Let Ruul handle the paperwork . Send legal invoices and get paid globally — without setting up a company. Ruul makes secure payments easy for digital nomads, no matter where you are. With commissions starting at just 2.75%, get your money transferred to your account within a day. PS: Our article can help you with managing your finances as a digital nomad . Frequently asked questions 1. What job do most digital nomads do? Most digital nomads work in writing, graphic design, and software development. Advertising, SEO, and social media marketing are also popular fields. 2. What jobs can be done 100% remotely? Any job with a computer and internet can be done remotely. Asynchronous work is especially suited for full remote setups. 3. How to find a job as a digital nomad? As a digital nomad, you can find work on Upwork, Freelancer.com, and Fiverr. But for long-term stability, building a network on LinkedIn and securing loyal clients is key. ABOUT THE AUTHOR Esen Bulut Esen Bulut is the co-founder of Ruul. After graduating Boston College with finance and economics degrees, she began her career as a Finance Executive. Prior to Ruul, she held managerial positions in finance and marketing. Esen's entrepreneurship success earned her recognition in Fortune's 40 under 40 list in 2022. More 5 top inspiring podcasts for freelancers Discover the best podcasts for freelancers to stay inspired and improve work-life balance. Listen real-life advice and tips from successful freelancers worldwide now! Read more Best practices for leading a remote team Learn the best practices for managing remote teams to achieve higher productivity, lower expenses, and access to a larger talent pool. Read more Top Alternatives To Linktree For Freelancers Selling Services Take a look at the top 16 Linktree alternatives you can switch to better market your service. Read more MORE THAN 120,000 Independents Over 120,000 independents trust Ruul to sell their services, digital products, and securely manage their payments. FROM 190 Countries Truly global coverage: trusted across 190 countries with seamless payouts available in 140 currencies. PROCESSED $200m+ of Transactions Over $200M successfully processed, backed by an 8-year legacy of secure, reliable transactions trusted by independents worldwide. FREQUENTLY ASKED QUESTIONS Everything you need to know. Get clear, straightforward answers to the most common questions about using Ruul. hey@ruul.io What is Ruul? Ruul is a merchant-of-record platform helping freelancers and creators globally sell services, digital products, subscriptions, and easily get paid. Who is Ruul for? Ruul is designed for freelancers, creators, and independent professionals who want a simple way to sell online and get paid globally. How does Ruul work? Open an account, complete a quick verification (KYC), and link your payout account. Then, start selling through your store or send payment requests to customers instantly. How does pricing work? Signing up is free. There are no subscription or hidden fees. Ruul charges a small commission only when you sell or get paid through the platform. What is a Merchant of Record? A merchant of record is the legal seller responsible for processing payments, handling taxes, and managing compliance for each transaction. What can I sell on Ruul? You can sell services, digital products, license keys, online courses, subscriptions, and digital memberships. How do I get paid on Ruul? Add your preferred bank account, digital wallet, or receive payouts in stablecoins as crypto. Funds arrive within 24 hours after a payout is triggered. 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https://neon.tech/postgresql/tutorial | PostgreSQL Tutorial This 250+ engineer team replaced shared staging with isolated database branches for safer deploys Neon PostgreSQL Tutorial Search ... Ask AI Log In Sign Up Getting Started Administration PostgreSQL 18 Advanced Functions API Search ... Ask AI PostgreSQL Tutorial Introduction Getting Started PostgreSQL Quick Start What is PostgreSQL? PostgreSQL Sample Database Install PostgreSQL on Windows Connect to Database Load Sample Database Install PostgreSQL on macOS Install PostgreSQL on Linux Querying Data SELECT Column Aliases ORDER BY SELECT DISTINCT Filtering Data WHERE AND Operator OR Operator LIMIT FETCH IN BETWEEN LIKE IS NULL Join Tables Joins Table Aliases INNER JOIN LEFT JOIN RIGHT JOIN SELF-JOIN FULL OUTER JOIN Cross Join Natural Join Group Data GROUP BY HAVING GROUPING SETS CUBE ROLLUP Set Operations UNION INTERSECT EXCEPT Common Table Expression (CTE) Common Table Expression (CTE) Recursive CTE Modifying Data INSERT INSERT Multiple Rows UPDATE UPDATE Join DELETE DELETE Join Upsert MERGE Transactions PostgreSQL Transaction Import / Export Import CSV File into Table Export Table to CSV File Subquery Subquery Correlated Subquery ANY Operator ALL Operator EXISTS Operator Managing Tables PostgreSQL Data Types Create Table Select Into Create Table As SERIAL Sequences Identity Column Generated Columns Alter Table Rename Table Add Column Drop Column Change Column's Data Type Rename Column Drop Table Temporary Table Truncate Table Database Constraints Primary Key Foreign Key CHECK Constraint UNIQUE Constraint NOT NULL Constraint DEFAULT Constraint PostgreSQL Data Types Boolean CHAR, VARCHAR, and TEXT NUMERIC DOUBLE PRECISION REAL Integer SERIAL DATE TIMESTAMP Interval TIME UUID JSON HSTORE Array User-defined Data Types Enum XML BYTEA Composite Types Conditional Expressions & Operators CASE COALESCE NULLIF CAST Back to Docs PostgreSQL Tutorial Welcome to the PostgreSQLTutorial.com website! This PostgreSQL tutorial helps you quickly understand PostgreSQL. You’ll master PostgreSQL fast through many practical examples and apply the knowledge to application development using PostgreSQL. If you want to: Learn PostgreSQL fast. Develop applications using PostgreSQL as the back-end database. Migrate from other database management systems such as MySQL, Oracle, and Microsoft SQL Server. You’ve come to the right place. This website provides you with everything you need to know to get started with PostgreSQL quickly and effectively. The PostgreSQL tutorial demonstrates many unique features of PostgreSQL that position it as the most advanced open-source database management system. Quick start Getting Started with PostgreSQL This section helps you get started with PostgreSQL by showing you how to install PostgreSQL on Windows, Linux, and macOS. You also learn how to connect to PostgreSQL using the psql tool as well as how to load a sample database into the PostgreSQL for practicing. Basic Tutorial First, you’ll learn how to query data from a single table using basic data techniques, which include selecting data, sorting result sets, and filtering rows. Next, you’ll delve into advanced queries, which include joining multiple tables, using set operations, and constructing the subquery. Finally, you’ll learn how to manage database tables, including creating a new table or modifying the structure of an existing table. Section 1. Querying Data Select – show you how to query data from a single table. Column aliases – learn how to assign temporary names to columns or expressions within a query. Order By – guide you on how to sort the result set returned by a query. Select Distinct – show you how to remove duplicate rows from the result set. Section 2. Filtering Data Where – filter rows based on a specified condition. AND operator – combine two boolean expressions and return true if both expressions evaluate to true. OR operator – combine two boolean expressions and return false if either expression evaluates to false. Limit – retrieve a subset of rows generated by a query. Fetch – limit the number of rows returned by a query. In – select data that matches any value in a list of values. Between – select data that is a range of values. Like – filter data based on pattern matching. Is Null – check if a value is null or not. Section 3. Joining Multiple Tables Joins – show you a brief overview of joins in PostgreSQL. Table aliases – describes how to use table aliases in the query. Inner Join – select rows from one table that have the corresponding rows in other tables. Left Join – select rows from one table that may or may not have the corresponding rows in other tables. Self-join – join a table to itself by comparing a table to itself. Full Outer Join – use the full join to find a row in a table that does not have a matching row in another table. Cross Join – produce a Cartesian product of the rows in two or more tables. Natural Join – join two or more tables using implicit join conditions based on the common column names in the joined tables. Section 4. Grouping Data Group By – divide rows of a result set into groups and optionally apply an aggregate function to each group. Having – apply conditions to groups, which allow you to filter groups. Section 5. Set Operations Union – combine result sets of multiple queries into a single result set. Intersect – combine the result sets of two or more queries and return a single result set containing rows that appear in both result sets. Except – return the rows from the first query that do not appear in the output of the second query. Section 6. Grouping sets, Cubes, and Rollups Grouping Sets – generate multiple grouping sets in reporting. Cube – define multiple grouping sets that include all possible combinations of dimensions. Rollup – generate reports that contain totals and subtotals. Section 7. Subquery Subquery – write a query nested inside another query. Correlated Subquery – show you how to use a correlated subquery to perform a query that depends on the values of the current row being processed. ANY – retrieve data by comparing a value with a set of values returned by a subquery. ALL – query data by comparing a value with a list of values returned by a subquery. EXISTS – check for the existence of rows returned by a subquery. Section 8. Common Table Expressions PostgreSQL CTE – introduce you to PostgreSQL common table expressions or CTEs. Recursive query using CTEs – discuss the recursive query and learn how to apply it in various contexts. Section 9. Modifying Data In this section, you will learn how to insert data into a table with the INSERT statement, modify existing data with the UPDATE statement, and remove data with the DELETE statement. Additionally, you will learn how to use the UPSERT statement to merge data. Insert – guide you on how to insert a single row into a table. Insert multiple rows – show you how to insert multiple rows into a table. Update – update existing data in a table. Update join – update values in a table based on values in another table. Delete – delete data in a table. Upsert – insert or update data if the new row already exists in the table. Section 10. Transactions PostgreSQL Transactions – show you how to handle transactions in PostgreSQL using BEGIN, COMMIT, and ROLLBACK statements. Section 11. Import & Export Data You will learn how to import and export PostgreSQL data from and to CSV file format using the copy command. Import CSV file into Table – show you how to import CSV file into a table. Export PostgreSQL Table to CSV file – show you how to export tables to a CSV file. Section 12. Managing Tables In this section, you will begin exploring the PostgreSQL data types and learn how to create new tables and modify the structure of the existing ones. Data types – cover the most commonly used PostgreSQL data types. Create a table – guide you on how to create a new table in the database. Select Into & Create table as – shows you how to create a new table from the result set of a query. Auto-increment column with SERIAL – uses SERIAL to add an auto-increment column to a table. Sequences – introduce you to sequences and describe how to use a sequence to generate a sequence of numbers. Identity column – show you how to use the identity column. Alter table – modify the structure of an existing table. Rename table – change the name of the table to a new one. Add column – show you how to add one or more columns to an existing table. Drop column – demonstrate how to drop a column of a table. Change column data type – show you how to change a column’s data. Rename column – illustrate how to rename one or more table columns. Drop table – remove an existing table and all of its dependent objects. Truncate table – remove all data in a large table quickly and efficiently. Temporary table – show you how to use the temporary table. Copy a table – show you how to copy a table to a new one. Section 13. PostgreSQL Constraints Primary key – illustrate how to define a primary key when creating a table or adding a primary key to an existing table. Foreign key – show you how to define foreign key constraints when creating a new table or adding foreign key constraints for existing tables. DELETE CASCADE – show you how to automatically delete rows in child tables when the corresponding rows in the parent table are deleted. CHECK constraint – add logic to check value based on a Boolean expression. UNIQUE constraint – ensure that values in a column or a group of columns are unique across the table. NOT NULL constraint – ensure values in a column are not NULL. DEFAULT constraint – specify a default value for a column using the DEFAULT constraint. Section 14. PostgreSQL Data Types in Depth Boolean – store TRUE and FALSE values with the Boolean data type. CHAR, VARCHAR, and TEXT – learn how to use various character types including CHAR , VARCHAR , and TEXT . NUMERIC – show you how to use NUMERIC type to store values that precision is required. DOUBLE PRECISION – learn to store inexact, variable-precision numbers in the database. The DOUBLE PRECISION type is also known as the FLOAT type. REAL – guide you on how to use single-precision floating-point numbers in the database. Integer – introduce you to various integer types in PostgreSQL including SMALLINT , INT and BIGINT . DATE – introduce the DATE data type for storing date values. Timestamp – understand timestamp data types quickly. Interval – show you how to use interval data type to handle a period effectively. TIME – use the TIME datatype to manage the time of day values. UUID – guide you on how to use UUID datatype and how to generate UUID values using supplied modules. Array – show you how to work with arrays and introduce you to some handy functions for array manipulation. hstore – introduce you to the hstore data type, a set of key/value pairs stored in a single value in PostgreSQL. JSON – illustrate how to work with JSON data type and use some of the most important JSON operators and functions. User-defined data types – show you how to use the CREATE DOMAIN and CREATE TYPE statements to create user-defined data types. Enum – learn how to create an enum type that defines a list of fixed values for a column. XML – show you how to store XML documents in the database using the XML data type. BYTEA – learn how to store binary strings in the database. Composite Types – show you how to define a composite type that consists of multiple fields. Section 15. Conditional Expressions & Operators CASE – show you how to form conditional queries with CASE expression. COALESCE – return the first non-null argument. You can use it to substitute NULL by a default value. NULLIF – return NULL if the first argument equals the second one. CAST – convert from one data type into another e.g., from a string into an integer, from a string into a date. Section 16. PostgreSQL Utilities psql commands – show you the most common psql commands that help you interact with psql faster and more effectively. Section 17. PostgreSQL Recipes How to compare two tables – describe how to compare data in two tables in a database. How to delete duplicate rows in PostgreSQL – show you various ways to delete duplicate rows from a table. How to generate a random number in a range – illustrate how to generate a random number in a specific range. EXPLAIN statement – guide you on how to use the EXPLAIN statement to return the execution plan of a query. PostgreSQL vs. MySQL – compare PostgreSQL with MySQL in terms of functionalities. Advanced PostgreSQL Tutorial This advanced PostgreSQL tutorial covers the advanced concepts including stored procedures, indexes, views, triggers, and database administrations. PostgreSQL PL/pgSQL This PostgreSQL stored procedures section shows you step by step how to develop PostgreSQL user-defined functions using PL/pgSQL procedural language. PostgreSQL Triggers This section provides you with PostgreSQL trigger concept and shows how to manage triggers in PostgreSQL. PostgreSQL Views This section introduces you to PostgreSQL views concept and shows you how to manage views in the database. PostgreSQL Indexes In this tutorial, you will learn how to use PostgreSQL indexes to enhance the data retrieval speed and various index types. PostgreSQL Administration PostgreSQL administration covers common database administrative tasks including role and database management, backup, and restore. Last updated on September 8, 2024 Was this page helpful? Yes No Thank you for your feedback! On this page Quick start Basic Tutorial Advanced PostgreSQL Tutorial Copy page as markdown Edit this page on GitHub Open in ChatGPT PostgreSQL Documentation Neon A Databricks Company Neon status loading... Made in SF and the World Copyright Ⓒ 2022 – 2026 Neon, LLC Company About Blog Careers Contact Sales Partners Security Legal Privacy Policy Terms of Service DPA Subprocessors List Privacy Guide Cookie Policy Business Information Resources Docs Changelog Support Community Guides PostgreSQL Tutorial Startups Creators Social Discord GitHub x.com LinkedIn YouTube Compliance CCPA Compliant GDPR Compliant ISO 27001 Certified ISO 27701 Certified SOC 2 Certified HIPAA Compliant Compliance Guide Neon’s Sub Contractors Sensitive Data Terms Trust Center | 2026-01-13T08:48:01 |
https://www.trustpilot.com/review/designhill.com | Designhill Reviews | Read Customer Service Reviews of designhill.com Suggested companies DesignCrowd designcrowd.com • 3.2K reviews 4.6 99designs www.99designs.com • 1.5K reviews 4.4 Paidwork paidwork.com • 47K reviews 4.4 Categories Blog Log in For businesses For businesses Log in Categories Blog Shopping & Fashion Malls & Marketplaces Online Marketplace Designhill Summary About Reviews Visit website Write a review Visit website Claimed profile Designhill Reviews 3,448 • 4.7 Online Marketplace Write a review Visit website Write a review Companies on Trustpilot aren't allowed to offer incentives or pay to hide reviews. Review summary Based on reviews, created with AI Reviewers overwhelmingly had a great experience with this company. Consumers consistently praise the platform for its user-friendly interface and the seamless process it offers for connecting clients and designers. People appreciate the ease of use and efficient communication tools, which facilitate the design process from initial brief to final submission. The platform's structure allows for a smooth and rewarding experience, enabling creatives to showcase their skills and build strong relationships with clients. Customers highlight the quality and variety of designs available, often receiving numerous creative, original, and unique options. The responsiveness and helpfulness of the staff are also frequently mentioned, with users noting that their issues are resolved quickly. The contest system is lauded for providing a wide array of ideas and allowing for valuable feedback and modifications, ensuring clients receive designs that perfectly match their vision. See more Based on these reviews Jon Hurm Jan 14, 2025 Truthfully I was very uneasy about the process from day one, and thought I had wasted money, I had seen a lot of AI work done in the past that I was not impressed with at all. Then Washi one of the g... See more GF Gary Ford Dec 3, 2025 Got SO MANY possible designs, gave me a lot of food for thought, cheaper than 99 designs but got the same result! Md Aminul Islam Sep 15, 2025 I am very happy to be a part of Designhill. The platform gives designers like me the opportunity to showcase creativity and connect with amazing clients worldwide. The process is smooth, fair, and pro... See more CC Christina Clum Aug 1, 2025 I have used Designhill so many times now and the results are always the same. The designs you receive are so creative, original and unique, it is never easy choosing a winner. This is a fantastic and... See more Oluwadarasimi Oluwarotimi Nov 7, 2025 I love how fast Designhill customer service replies. I can't wait for the great things I'll achieve on this platform 🥰 If you're a designer looking for another platform to share your designs on... See more CH Chris Updated Feb 8, 2025 I explained to Designhill what I was thinking of. There were a lot of factors to take into account, and my designer interpreted it perfectly. The leaflet contest ended up being so helpful because I go... See more Kyle Campbell Aug 6, 2025 It was a great experience, and we got a logo that was well done. The contest for the designers, as well as being able to have friends and family do polls to help us choose the right logo, was very be... See more Kaito Designer Sep 17, 2025 It is one of the best platforms to get clients, as our work demonstrates whether we are professionals or not. Md Aminul Islam Mar 13, 2025 "I am truly grateful for the amazing experience working with Mr. Akia Booker through Designhill! The contest was exciting, and Mr. Akia Booker was a fantastic collaborator—clear, professional, and app... See more JD JD Jun 10, 2025 We had many great designs submitted that inspired us to move in a direction we didn't think of. Great service and competitive pricing. MV Maggie Vineyard Sep 26, 2025 Loved using Design Hill. The quality of the designs was fantastic and the quantity of entries we received was awesome! JJ Joe Joslyn Sep 30, 2025 Good platform, The website is not user friendly and clunky to get around. It is not easy at all. Other than that, the quality of designers is very good. People complain about price. But you get wh... See more Abu Washi Arnob Jan 14, 2025 Designhill has been an incredible platform for showcasing my design skills and connecting with amazing clients. The seamless project process, from receiving briefs to final submission, makes it easy t... See more Handy Yamakawa Mar 4, 2025 Thank you Designhill for still being a bridge between designers and clients. Still loyal to Designhill until now. Handy Yamakawa Feb 4, 2025 Still loyal to Designhill until now even though busy with work until PRO status is lost. Hopefully my PRO status can come back again, I will try. Ngi Man Mar 10, 2025 Always efficient , responsive and value for money. Very happy with the results from Designhill! Md Aminul Islam Apr 17, 2025 I'm truly grateful to Designhill for providing a platform that connects creatives with amazing clients. Winning this project was a wonderful opportunity, and I appreciate the exposure, support, and... See more BO Bob Feb 20, 2025 The company has strict requirements, but if a designer is serious about their career they will be rewarded. JE Jeffrey Mar 25, 2025 It's an excellent platform...that we will use again. Highly recommend. Rebecca Walker Jun 13, 2025 Overall good experience. I had never used a design platform let alone a design contest, and did not know what to expect. The designers took our description and gave us many ideas. We ultimately chose... See more ZA Zac Oct 20, 2025 Excellent service exactly as described. Many different options for my logo from over 80 designers gave me the opportunity to look at things from different perspectives. Great experience, will use ag... See more Abu Washi Arnob Dec 10, 2025 Designhill made the entire contest process smooth, transparent, and enjoyable. The platform is well-designed, easy to navigate, and provides great tools for communication and file delivery. I really a... See more Julie Lindsay Kirsch Oct 9, 2025 This designer read my words and really listened to me. The designer thought outside of the box. The ideas that the designer came up with from reading all my complicated visions, brought my LOGO to l... See more JO Jacquline Owens Mar 25, 2025 I am so happy with the thought and attention to detail of my logo design. My desires were met in an efficient way. Love it. amar khodrane Sep 17, 2025 "Amazing platform! Very easy to use with a wide variety of creative and professional designs. The customer support is fast and helpful. Highly recommended for anyone looking for quality design work." Glenn Wenger Sep 15, 2025 Designhill made it easy to create a new logo for our company. Every step of the way they made the process safe and still allowed artistic freedom. Our logo will be great to bring us into the next phas... See more Meta Jarc Sep 17, 2025 Designhill is a company I trust because they are always professional, the website itself is well laid out, and their experts give a lot of advice without me having to search for it online. Eric Evans whoisericevans Apr 30, 2025 I have used Design Hill for all of my company logos consisting of over 5. I have gotten high quality logos every single time! FE Fettyblaq Sep 23, 2025 The best platform for freelancer. I will always choose this website millions times EP EPD May 9, 2025 I would like to express my sincere gratitude for the opportunity to collaborate with Designhill. I was truly impressed by the platform's seamless integration and the high level of professionalism demo... See more Walid Mosad Oct 22, 2025 I benefited a lot from the experience and I hope it will be repeated. Rixga Fatama Jul 8, 2025 Designhill staff are very responsive and in less than 24 hours my problem was solved. This is very helpful for me as a designer. Thank you very much to Designhill staff. MA Marty Jun 16, 2025 I have been so pleased with my designer on this project! I got so many great designs, but this one was perfect. Once selected, the designer was so responsive and made every update I requested very qui... See more Scott Bacon Feb 27, 2025 Designhills process and guidance is amazing!! There are so many amazing designers on this website. Acidcraft is the designer that I choose, he had some amazing designs and was willing to work with... See more Kholis Lembayunk Aug 23, 2025 Joining Designhill has been one of the best decisions in my design journey. This platform not only provides the opportunity to participate in various design contests from international clients, but al... See more Linda B Apr 16, 2025 I was able to look at a wide array of logos and was happy to see the variety. Customer service also responded in good time and helped me a lot. I would recommend Designhill for anyone looking for a lo... See more Caroline D. Apr 6, 2025 The Designhill crowdsourcing experience worked great, I got lots of ideas and was able to give feedback to designers or ask for changes and tweaks. I ended up with a logo design that was exactly what... See more RG Ryan Gonzales Oct 9, 2025 Extremely satisfied with the work done by the designer! Worked very fast to get my designs amended to meet the requirements that I needed. Great service and extremely satisfied. Angela Holcomb Apr 3, 2025 This is my second experience with Designhill for logo services, and once again, they did not disappoint. Their professionalism and creativity truly stand out. If you need a logo that makes an impact,... See more Kendra Cooney Oct 30, 2025 I have used Design Hill three times now and it has always been a great experience. Our designer with your project was exceptional, so easy to work with! GYAN CHAND Oct 9, 2025 Working with Designhill has been an absolutely wonderful experience. The platform made it easy to connect with amazing clients and bring creative visions to life. The process was smooth, professional,... See more Buck Farley Mar 24, 2025 Super straight forward process and an easy to navigate platform! I enjoyed the process of the contest and working with my designer in transfer. Muhammad Argianto Dec 9, 2025 My experience with Designhill has been excellent. The platform is user-friendly, client instructions are clear, and the contest process runs smoothly. I’ve been able to improve my skills, gain interna... See more AVRI DIANTO Mar 28, 2025 I really love the art of design, collecting many stories, presenting many feelings, and remembered forever, of course useful for business people, here at designhill I will continue to provide the best... See more See all 3,448 reviews We perform checks on reviews Company details Online Marketplace Design Agency Graphic Designer Printed Clothing Store Written by the company Designhill.com is an online design marketplace that helps business owner’s source high quality custom designs at affordable prices. Businesses that have specific design needs such as logo design, business card design, web design, stationary designs, packaging designs (more than 35+ design categories) etc. can run design contests and choose from dozens of des igns submitted by designers from all over the world. The website is a combination of a crowdsourcing custom design marketplace and a creative platform for designers to learn and showcase their creative work. The platform has over 100,000+ graphic artists, logo designers, illustrators and visual artists from across the world who work 24*7. Moreover, the sites provides you an option to choose from 30-50+ unique designs in under 7 days. See more Contact info 21, KG Marg Connaught Place, 110001, Delhi, India support@designhill.com designhill.com 4.7 Excellent 3K reviews 5-star 4-star 3-star 2-star 1-star How is the TrustScore calculated? Hasn’t replied to negative reviews How this company uses Trustpilot People also looked at DesignCrowd designcrowd.com 4.6 (3K) 99designs www.99designs.com 4.4 (1K) Paidwork paidwork.com 4.4 (47K) FlexJobs - Work From Home & Remote Jobs www.flexjobs.com 4.2 (6K) TeePublic www.teepublic.com 4.4 (573K) Luckywatch luckywatch.pro 4.7 (497) SerpClix serpclix.com 4.6 (1K) HashUp hashup.cc 4.5 (1K) 4.7 All reviews 3,448 total ● Write a review 5-star 90% 4-star 7% 3-star < 1% 2-star < 1% 1-star 2% Advertisement How Trustpilot labels reviews More filters Most recent May use unsupported invitation methods Read more We’ve detected that this company may be asking for reviews in a way that Trustpilot doesn’t support. This can lead to bias and compromise the reliability of reviews. Trustpilot provides companies with free and supported methods to send review invitations. These help ensure that reviews are genuine and asked for in a fair, consistent way. Puji Riyanto ID • 72 reviews Dec 29, 2025 Designhill is the best December 28, 2025 Unprompted review See 69 more reviews by Puji Advertisement Abu Washi Arnob BD • 2 reviews Dec 10, 2025 Designhill made the entire contest… Designhill made the entire contest process smooth, transparent, and enjoyable. The platform is well-designed, easy to navigate, and provides great tools for communication and file delivery. I really appreciate the fair contest structure and how efficiently the handover system works. Overall, an excellent experience for designers looking to work with quality clients. Highly recommended! December 10, 2025 Unprompted review See 1 more review by Abu Muhammad Argianto ID • 1 review Dec 9, 2025 Reliable and supportive platform for designers My experience with Designhill has been excellent. The platform is user-friendly, client instructions are clear, and the contest process runs smoothly. I’ve been able to improve my skills, gain international clients, and build a stronger portfolio. Their support team is responsive and helpful, making the entire design experience more professional. Great platform for both beginners and experienced designers. December 9, 2025 Unprompted review GF Gary Ford GB • 11 reviews Dec 3, 2025 Got SO MANY possible designs Got SO MANY possible designs, gave me a lot of food for thought, cheaper than 99 designs but got the same result! November 30, 2025 Unprompted review Aman IN • 1 review Dec 3, 2025 It was fantastic. December 3, 2025 Unprompted review Advertisement DW Dillanger Wooton US • 1 review Nov 27, 2025 highly recommend for a startup company November 27, 2025 Unprompted review Oluwadarasimi Oluwarotimi NG • 1 review Nov 7, 2025 I love how fast Designhill customer… I love how fast Designhill customer service replies. I can't wait for the great things I'll achieve on this platform 🥰 If you're a designer looking for another platform to share your designs on, get more clients, designhill should be your bestie 🤭 October 8, 2025 Unprompted review DL dady lapian ID • 8 reviews Oct 30, 2025 Best for designers October 30, 2025 Unprompted review See 7 more reviews by dady Kendra Cooney US • 1 review Oct 30, 2025 I have used Design Hill three times now… I have used Design Hill three times now and it has always been a great experience. Our designer with your project was exceptional, so easy to work with! October 30, 2025 Unprompted review Advertisement ZA Zac US • 1 review Oct 20, 2025 Excellent service exactly as described Excellent service exactly as described. Many different options for my logo from over 80 designers gave me the opportunity to look at things from different perspectives. Great experience, will use again for future projects. October 19, 2025 Unprompted review RG Ryan Gonzales US • 1 review Oct 9, 2025 Extremely satisfied Extremely satisfied with the work done by the designer! Worked very fast to get my designs amended to meet the requirements that I needed. Great service and extremely satisfied. October 9, 2025 Unprompted review GYAN CHAND IN • 3 reviews Oct 9, 2025 Working with Designhill has been an… Working with Designhill has been an absolutely wonderful experience. The platform made it easy to connect with amazing clients and bring creative visions to life. The process was smooth, professional, and inspiring — from brief to final design. I truly appreciate how Designhill empowers artists and clients to collaborate so seamlessly. It’s not just a marketplace, it’s a place where creativity finds its true meaning. I look forward to continuing this creative journey with Designhill! October 9, 2025 Unprompted review See 1 more review by GYAN Julie Lindsay Kirsch US • 1 review Oct 9, 2025 DESIGNHILL is FABULOUS This designer read my words and really listened to me. The designer thought outside of the box. The ideas that the designer came up with from reading all my complicated visions, brought my LOGO to life! This designer cared if I was pleased.. This designer took an interest in really trying to make our character for our LOGO come to life! I explained how this was personal and had a story to tell.. I had a vision and my designer made it better than I could have hoped or imagined. It is exactly what I wanted and more importantly it is better than I thought it could ever be! I am detailed, and no afraid to use my voice. I had to see many options to get my LOGO where it is today! October 9, 2025 Unprompted review Advertisement JJ Joe Joslyn US • 2 reviews Sep 30, 2025 Website is very clunky and hard to use. Good platform, The website is not user friendly and clunky to get around. It is not easy at all. Other than that, the quality of designers is very good. People complain about price. But you get what you pay for. In my case I found the right designer and paid a fair price for my design. I paid over $900.00 including tips! Money well spent. September 30, 2025 Unprompted review MV Maggie Vineyard US • 4 reviews Sep 26, 2025 Loved using Design Hill Loved using Design Hill. The quality of the designs was fantastic and the quantity of entries we received was awesome! September 26, 2025 Unprompted review See 1 more review by Maggie FE Fettyblaq NG • 2 reviews Sep 23, 2025 The best platform for freelancer The best platform for freelancer. I will always choose this website millions times September 23, 2025 Unprompted review See 1 more review by Fettyblaq amar khodrane DZ • 1 review Sep 17, 2025 "Amazing platform "Amazing platform! Very easy to use with a wide variety of creative and professional designs. The customer support is fast and helpful. Highly recommended for anyone looking for quality design work." October 1, 2024 Unprompted review Advertisement Meta Jarc SI • 1 review Sep 17, 2025 Designhill is a company I trust because… Designhill is a company I trust because they are always professional, the website itself is well laid out, and their experts give a lot of advice without me having to search for it online. September 17, 2025 Unprompted review Kaito Designer DZ • 1 review Sep 17, 2025 It is one of the best platforms It is one of the best platforms to get clients, as our work demonstrates whether we are professionals or not. September 17, 2025 Unprompted review Chamu Bro LK • 1 review Sep 16, 2025 my friend nice great experience September 18, 2024 Unprompted review Previous 1 2 3 4 Next page The Trustpilot Experience We're open to all Anyone can write a Trustpilot review. 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https://momentjs.com/docs/#/-project-status/ | Moment.js | Docs Moment Moment Timezone Luxon Home Docs Guides Tests GitHub Moment.js Documentation Search the docs Project Status Recommendations The Future Using Moment Node.js Browser Bower Require.js meteor Browserify Webpack Typescript System.js Other Troubleshooting Parse Now String String + Format String + Formats Special Formats Object Unix Timestamp (milliseconds) Unix Timestamp (seconds) Date Array ASP.NET JSON Date Moment Clone UTC parseZone Validation Creation Data Defaults Get + Set Millisecond Second Minute Hour Date of Month Day of Week Day of Week (Locale Aware) ISO Day of Week Day of Year Week of Year Week of Year (ISO) Month Quarter Year Week Year Week Year (ISO) Weeks In Year Weeks In Year (ISO) Get Set Maximum Minimum Manipulate Add Subtract Start of Time End of Time Maximum Minimum Local UTC UTC offset Time zone Offset Display Format Time from now Time from X Time to now Time to X Calendar Time Difference Unix Timestamp (milliseconds) Unix Timestamp (seconds) Days in Month As Javascript Date As Array As JSON As ISO 8601 String As Object As String Inspect Query Is Before Is Same Is After Is Same or Before Is Same or After Is Between Is Daylight Saving Time Is DST Shifted Is Leap Year Is a Moment Is a Date i18n Changing locale globally Changing locales locally Loading locales in NodeJS Loading locales in the browser Adding your locale to Moment.js Checking the current Moment.js locale Listing the months and weekdays of the current Moment.js locale Accessing locale specific functionality Pseudo Locale Customize Month Names Month Abbreviations Weekday Names Weekday Abbreviations Minimal Weekday Abbreviations Long Date Formats Relative Time AM/PM AM/PM Parsing Calendar Calendar Format Ordinal Relative Time Thresholds Relative Time Rounding Changing Time Source First Day of Week and First Week of Year Eras Invalid Date Durations Creating Clone Humanize Milliseconds Seconds Minutes Hours Days Weeks Months Years Add Time Subtract Time Using Duration with Diff As Unit of Time Get Unit of Time As JSON Is a Duration As ISO 8601 String Locale Utilities Normalize Units Invalid Plugins Strftime MSDate Java DateFormat Parser Date Ranges Twix Precise Range ISO Calendar Jalaali Calendar Hijri Calendar Islamic Civil Calendar Recur Twitter Fiscal Quarters Parse Date Format Round Transform Taiwan Calendar Duration Format Timer Business Short Date Formatter German Holiday (Feiertag) Project Status Moment.js has been successfully used in millions of projects, and we are happy to have contributed to making date and time better on the web. As of September 2020, Moment gets over 12 million downloads per week! However, Moment was built for the previous era of the JavaScript ecosystem. The modern web looks much different these days. Moment has evolved somewhat over the years, but it has essentially the same design as it did when it was created in 2011. Given how many projects depend on it, we choose to prioritize stability over new features . As an example, consider that Moment objects are mutable . This is a common source of complaints about Moment. We address it in our usage guidance but it still comes as a surprise to most new users. Changing Moment to be immutable would be a breaking change for every one of the projects that use it. Creating a "Moment v3" that was immutable would be a tremendous undertaking and would make Moment a different library entirely. Since this has already been accomplished in other libraries, we feel that it is more important to retain the mutable API. Another common argument against using Moment in modern applications is its size. Moment doesn't work well with modern "tree shaking" algorithms, so it tends to increase the size of web application bundles. If one needs internationalization or time zone support, Moment can get quite large. Modern web browsers (and Node.js) expose internationalization and time zone support via the Intl object, codified as ECMA-402 . Libraries like Luxon (and others) take advantage of this, reducing or removing the need to ship your own data files. Recently, Chrome Dev Tools started showing recommendations for replacing Moment for the size alone. We generally support this move. You may also want to read: You Probably Don't Need Moment.js Anymore You don't (may not) need Moment.js Why you shouldn't use Moment.js... 4 alternatives to moment.js for internationalizing dates The Moment team has discussed these issues at length. We recognize that many existing projects may continue to use Moment, but we would like to discourage Moment from being used in new projects going forward. Instead, we would like to recommend alternatives that are excellent choices for use in modern applications today. We would also like to promote the Temporal addition to the JavaScript language, which is looking for feedback and contributors. We now generally consider Moment to be a legacy project in maintenance mode. It is not dead , but it is indeed done . In practice, this means: We will not be adding new features or capabilities. We will not be changing Moment's API to be immutable. We will not be addressing tree shaking or bundle size issues. We will not be making any major changes (no version 3). We may choose to not fix bugs or behavioral quirks, especially if they are long-standing known issues. With specific regard to Moment's internationalization locale files: We may choose to not accept corrections to locale strings or localized date formats, especially if they have been argued successfully for their present form. You must make a new compelling argument for locale changes with significant, non-anecdotal evidence to support your position. If the string or format you are asking to change is reflected in the CLDR , then you must submit a change there first and have it accepted. However, since we understand that Moment is well established in millions of existing projects: We will address critical security concerns as they arise. We will release data updates for Moment-Timezone following IANA time zone database releases. Reasons to keep using Moment In most cases, you should not choose Moment for new projects. However there are some possible reasons you might want to keep using it. Browser support Moment works well on Internet Explorer 8 and higher. By contrast, Luxon only works on IE 10 and higher and requires a polyfill to do so. You can read more in Luxon's documentation. Other libraries have also had issues with Safari, especially on mobile devices. If you have a strong requirement to support older browsers, then you might want to stick with Moment for a bit longer. However, Day.js reports compatibility with IE8 and higher so you still may wish to consider that alternative. Dependency by other libraries Several other libraries, especially date pickers and graphing libraries, take Moment as a dependency. If you are using such a component and cannot find an alternative, then you are already including Moment in your project. Thus, it might make sense to continue using Moment throughout your project rather than including yet another date and time library. Familiarity If you are a long-time user of Moment, you may already understand its API and limitations well. If so, and the aforementioned issues are not a concern for you, then you certainly can continue to use it. Recommendations edit There are several great options to consider using instead of Moment. When choosing, consider that: Some libraries are split into modules, plugins, or companion libraries. Some libraries use the ECMAScript Intl API for locales, time zones, or both. Some libraries still provide their own locale and time zone files like Moment and Moment-Timezone do. Here are the alternatives we recommend: Luxon Luxon can be thought of as the evolution of Moment. It is authored by Isaac Cambron , a long-time contributor to Moment. Please read Why does Luxon exist? and the For Moment users pages in the Luxon documentation. Locales: Intl provided Time Zones: Intl provided Day.js Day.js is designed to be a minimalist replacement for Moment.js, using a similar API. It is not a drop-in replacement, but if you are used to using Moment's API and want to get moving quickly, consider using Day.js. Locales: Custom data files that can be individually imported Time Zones: Intl provided, via a plugin date-fns Date-fns offers a series of functions for manipulating JavaScript Date objects. For more details, scroll to "Why date-fns?" on the date-fns home page. Locales: Custom data files that can be individually imported Time Zones: Intl provided, via a separate companion library js-Joda js-Joda is a JavaScript port of Java's Three-Ten Backport , which is the base for JSR-310 implementation of the Java SE 8 java.time package. If you are familiar with java.time , Joda-Time , or Noda Time , you will find js-Joda comparable. Locales: Custom data files via add-on module Time Zones: Custom data files via add-on module No Library JavaScript has always had a Date object, defined ECMAScript (ECMA-262) specification here . When using Date objects, be aware of the following: The Date object internally represents a Unix timestamp with millisecond precision. It offers functions that will convert to and from the system's local time zone, but it is always UTC internally. Unlike a Moment object, it can not be set to use another time zone; It has no concept of "mode". Using Date.parse , or new Date(<string>) has been problematic and implemented inconsistently in the past. The current specification defines parsing a variation of ISO 8601 strings, where date-only forms (like "2020-09-14" ) are parsed as UTC, instead of local time as they would be by ISO 8601. Even then, not all modern implementations have implemented this specification correctly (e.g., Safari). Other types of strings may work, but parsing them is implementation specific and can vary significantly - especially with older browsers. Depending on the implementation, and the components provided in the string, you may be surprised with the result. For these reasons, we agree with MDN's statement that parsing strings with the Date object is strongly discouraged . Modern JavaScript environments will also implement the ECMA-402 specification, which provides the Intl object, and defines behavioral options of the Date object's toLocaleString , toLocaleDateString , and toLocaleTimeString functions. When using the Intl object, be aware of the following: Not every environment will implement the full specification. In particular, Node.js environments require internationalization support provided by ICU. See the Node.js documentation for further details. The ECMAScript Intl compatibility table (by kangax) can be useful in determining which features are supported and which are not. Most newer environments provide IANA time zone support via the timeZone option in the Intl.DateTimeFormat constructor (and in Date.toLocaleString , Date.toLocaleDateString , and Date.toLocaleTimeString ). This option can be used to take the internal UTC-based timestamp of a Date object and get a string that has been converted to a named time zone. However, it can not be used to convert a Date object to a different time zone. If the Date and Intl objects meet your needs and you fully understand their limitations, then you might consider using them directly. The Future edit Temporal - Better dates and times in the JavaScript language! One day soon, we hope there won't be a strong need for date and time libraries in JavaScript at all. Instead, we will be able to use capabilities of the JavaScript language itself. Though some capabilities are here today with Date and Intl , we know from experience and data that there is significant room for improvement. The effort to make better date and time APIs in the JavaScript language is being done via The ECMA TC39 Temporal Proposal . It is currently at Stage 3 of the TC39 process . Temporal will be a new global object that acts as a top-level namespace (like Math ). It exposes many separate types of objects including Temporal.Instant , Temporal.ZonedDateTime , Temporal.PlainDateTime , Temporal.PlainDate , Temporal.PlainTime and several others. The Temporal Cookbook shows many "recipes" with examples of how these objects can be used in different scenarios. You can try out Temporal today, via a non-production polyfill . Please give it a try, but don't use it in production (yet)! Please provide feedback, and consider contributing to this effort - especially if you have experience using Moment or other date and time libraries! Using Moment Moment was designed to work both in the browser and in Node.js. All code should work in both of these environments, and all unit tests are run in both of these environments. Currently, the following browsers are used for the ci system: Chrome on Windows XP, IE 8, 9, and 10 on Windows 7, IE 11 on Windows 10, latest Firefox on Linux, and latest Safari on OSX 10.8 and 10.11. If you want to try the sample codes below, just open your browser's console and enter them. Node.js edit npm install moment var moment = require('moment'); // require moment().format(); Or in ES6 syntax: import moment from 'moment'; moment().format(); Note: In 2.4.0 , the globally exported moment object was deprecated . It will be removed in next major release. If you want to include Moment Timezone as well, see the separate Moment Timezone docs for Node.js with examples. Browser edit <script src="moment.js"></script> <script> moment().format(); </script> Moment.js is available on cdnjs.com and on jsDelivr . Bower edit bower bower install --save moment Notable files are moment.js , locale/*.js and min/moment-with-locales.js . Require.js edit We strongly recommend reading this if you plan to use moment with Require.js. Also upgrade to 2.14.0 or above for best experience. As a start, you might have acquired moment through bower or node_modules or anything else that places moment.js together with a locales directory in a base folder. Then you should use a tool like adapt-pkg-main , or manually -- using packages config . requirejs.config({ packages: [{ name: 'moment', // This location is relative to baseUrl. Choose bower_components // or node_modules, depending on how moment was installed. location: '[bower_components|node_modules]/moment', main: 'moment' }] }); With the above setup, you can require the core with moment and de locale with moment/locale/de . // only needing core define(['moment'], function (moment) { console.log(moment().format('LLLL')); // 'Friday, June 24, 2016 1:42 AM' }); // core with single locale define(['moment', 'moment/locale/de'], function (moment) { moment.locale('de'); console.log(moment().format('LLLL')); // 'Freitag, 24. Juni 2016 01:42' }); // core with all locales define(['moment/min/moment-with-locales'], function (moment) { moment.locale('de'); console.log(moment().format('LLLL')); // 'Freitag, 24. Juni 2016 01:42' }); // async load locale define(['require', 'moment'], function(require, moment) { // Inside some module after the locale is detected. This is the // case where the locale is not known before module load time. require(['moment/locale/de'], function(localeModule) { // here the locale is loaded, but not yet in use console.log(moment().format('LLLL')); // 'Friday, June 24, 2016 1:42 AM' moment.locale('de'); // Use moment now that the locale has been properly set. console.log(moment().format('LLLL')); // 'Freitag, 24. Juni 2016 01:42' }) }); For more complicated use cases please read excellent explanation by @jrburke . Moment will still create a moment global, which is useful to plugins and other third-party code. If you wish to squash that global, use the noGlobal option on the module config. require.config({ config: { moment: { noGlobal: true } } }); If you don't specify noGlobal then the globally exported moment will print a deprecation warning. From next major release you'll have to export it yourself if you want that behavior. For version 2.5.x , in case you use other plugins that rely on Moment but are not AMD-compatible you may need to add wrapShim: true to your r.js config. Note: To allow moment.js plugins to be loaded in requirejs environments, moment is created as a named module. Because of this, moment must be loaded exactly as as "moment" , using paths to determine the directory. Requiring moment with a path like "vendor\moment" will return undefined . Note: From version 2.9.0 moment exports itself as an anonymous module, so if you're using only the core (no locales / plugins), then you don't need config if you put it on a non-standard location. meteor edit meteor / atmosphere / momentjs:moment meteor add momentjs:moment Browserify edit npm install moment var moment = require('moment'); moment().format(); Note: There is a bug that prevents moment.locale from being loaded. var moment = require('moment'); moment.locale('cs'); console.log(moment.locale()); // en Use the workaround below var moment = require('moment'); require('moment/locale/cs'); console.log(moment.locale()); // cs In order to include all the locales var moment = require('moment'); require("moment/min/locales.min"); moment.locale('cs'); console.log(moment.locale()); // cs Webpack edit npm install moment var moment = require('moment'); moment().format(); Note: By default, webpack bundles all Moment.js locales (in Moment.js 2.18.1, that’s 160 minified KBs). To strip unnecessary locales and bundle only the used ones, add moment-locales-webpack-plugin : // webpack.config.js const MomentLocalesPlugin = require('moment-locales-webpack-plugin'); module.exports = { plugins: [ // To strip all locales except “en” new MomentLocalesPlugin(), // Or: To strip all locales except “en”, “es-us” and “ru” // (“en” is built into Moment and can’t be removed) new MomentLocalesPlugin({ localesToKeep: ['es-us', 'ru'], }), ], }; There are other resources to optimize Moment.js with webpack, for example this one . Typescript 2.13.0+ edit As of version 2.13.0 , Moment includes a typescript definition file. Install via NPM npm install moment Import and use in your Typescript file const moment = require('moment'); let now = moment().format('LLLL'); Note: If you have trouble importing moment For Typescript 2.x try adding "moduleResolution": "node" in compilerOptions in your tsconfig.json file For Typescript 1.x try adding "allowSyntheticDefaultImports": true in compilerOptions in your tsconfig.json file and then use the syntax import moment from 'moment'; Locale Import To use moment.locale you first need to import the language you are targeting. import * as moment from 'moment'; import 'moment/locale/pt-br'; console.log(moment.locale()); // en moment.locale('fr'); console.log(moment.locale()); // fr moment.locale('pt-br'); console.log(moment.locale()); // pt-br System.js edit To load moment, place it in the path specified by your System.config in the baseURL configuration. Then import it into your page. <script src="system.js"></script> <script> System.config({ baseURL: '/app' }); System.import('moment.js'); </script> If you need moment to be loaded as global, you can do this with the meta configuration: System.config({ meta: { 'moment': { format: 'global' } } }); Alternatively, to provide Moment as a global to only a specific dependency, you can do this: System.config({ meta: { 'path/to/global-file.js': { globals: { moment: 'moment' } } } }); Other edit To use under Java/Rhino , see these instructions . To use in Demandware , see these instructions . Troubleshooting edit If you are having any troubles, the first place to check is the guides . If you don't find what you are looking for there, try asking a question on Stack Overflow with the momentjs tag. Note: More than half of the issues seen on Stack Overflow can be answered by this blog post . You can also use the GitHub issue tracker to find related issues or open a new issue. In addition, Moment has a Gitter where the internal team is frequently available. For general troubleshooting help, Stack Overflow is the preferred forum. Moment's maintainers are very active on Stack Overflow, as are several other knowledgeable users. The fastest response will be there. Parse Instead of modifying the native Date.prototype , Moment.js creates a wrapper for the Date object. To get this wrapper object, simply call moment() with one of the supported input types. The Moment prototype is exposed through moment.fn . If you want to add your own functions, that is where you would put them. For ease of reference, any method on the Moment.prototype will be referenced in the docs as moment#method . So Moment.prototype.format == moment.fn.format == moment#format . Please read: moment(...) is local mode. Ambiguous input (without offset) is assumed to be local time. Unambiguous input (with offset) is adjusted to local time. moment.utc(...) is utc mode. Ambiguous input is assumed to be UTC. Unambiguous input is adjusted to UTC. moment.parseZone() keep the input zone passed in. Ambiguous input is assumed to be UTC. moment.tz(...) with the moment-timezone plugin can parse input in a specific time zone. Keep in mind that a time zone and a time zone offset are two different things. An offset of -08:00 doesn't necessarily mean you are in the US Pacific time zone. See the Parsing Guide for additional information . Now 1.0.0+ edit moment(); moment(undefined); // From 2.14.0 onward, also supported moment([]); moment({}); To get the current date and time, just call moment() with no parameters. var now = moment(); This is essentially the same as calling moment(new Date()) . Note: From version 2.14.0 , moment([]) and moment({}) also return now. They used to default to start-of-today before 2.14.0, but that was arbitrary so it was changed. Note: Function parameters default to undefined when not passed in. Moment treats moment(undefined) as moment() . Note: Moments are created at evaluation time, so moment().diff(moment()) may not always return 0. See this GitHub issue for more details. String 1.0.0+ edit moment(String); When creating a moment from a string, we first check if the string matches known ISO 8601 formats, we then check if the string matches the RFC 2822 Date time format before dropping to the fall back of new Date(string) if a known format is not found. var day = moment("1995-12-25"); Warning: Browser support for parsing strings is inconsistent . Because there is no specification on which formats should be supported, what works in some browsers will not work in other browsers. For consistent results parsing anything other than ISO 8601 strings, you should use String + Format . Supported ISO 8601 strings An ISO 8601 string requires a date part. 2013-02-08 # A calendar date part 2013-02 # A month date part 2013-W06-5 # A week date part 2013-039 # An ordinal date part 20130208 # Basic (short) full date 201303 # Basic (short) year+month 2013 # Basic (short) year only 2013W065 # Basic (short) week, weekday 2013W06 # Basic (short) week only 2013050 # Basic (short) ordinal date (year + day-of-year) A time part can also be included, separated from the date part by a space or an uppercase T. 2013-02-08T09 # An hour time part separated by a T 2013-02-08 09 # An hour time part separated by a space 2013-02-08 09:30 # An hour and minute time part 2013-02-08 09:30:26 # An hour, minute, and second time part 2013-02-08 09:30:26.123 # An hour, minute, second, and millisecond time part 2013-02-08 24:00:00.000 # hour 24, minute, second, millisecond equal 0 means next day at midnight 20130208T080910,123 # Short date and time up to ms, separated by comma 20130208T080910.123 # Short date and time up to ms 20130208T080910 # Short date and time up to seconds 20130208T0809 # Short date and time up to minutes 20130208T08 # Short date and time, hours only Any of the date parts can have a time part. 2013-02-08 09 # A calendar date part and hour time part 2013-W06-5 09 # A week date part and hour time part 2013-039 09 # An ordinal date part and hour time part If a time part is included, an offset from UTC can also be included as +-HH:mm , +-HHmm , +-HH or Z . 2013-02-08 09+07:00 # +-HH:mm 2013-02-08 09-0100 # +-HHmm 2013-02-08 09Z # Z 2013-02-08 09:30:26.123+07:00 # +-HH:mm 2013-02-08 09:30:26.123+07 # +-HH Note: Support for the week and ordinal formats was added in version 2.3.0 . If a string does not match any of the above formats and is not able to be parsed with Date.parse , moment#isValid will return false. moment("not a real date").isValid(); // false The RFC 2822 date time format Before parsing a RFC 2822 date time the string is cleansed to remove any comments and/or newline characters. The additional characters are legal in the format but add nothing to creating a valid moment instance. After cleansing, the string is validated in the following space-separated sections, all using the English language: 6 Mar 17 21:22 UT 6 Mar 17 21:22:23 UT 6 Mar 2017 21:22:23 GMT 06 Mar 2017 21:22:23 Z Mon 06 Mar 2017 21:22:23 z Mon, 06 Mar 2017 21:22:23 +0000 Day of Week in three letters, followed by an optional comma. (optional) Day of Month (1 or 2 digit), followed by a three-letter month and 2 or 4 digit year Two-digit hours and minutes separated by a colon (:), followed optionally by another colon and seconds in 2-digits Timezone or offset in one of the following formats: UT : +0000 GMT : +0000 EST | CST | MST | PST | EDT | CDT | MDT | PDT : US time zones* A - I | K - Z : Military time zones* Time offset +/-9999 [*] See section 4.3 of the specification for details. The parser also confirms that the day-of-week (when included) is consistent with the date. String + Format 1.0.0+ edit moment(String, String); moment(String, String, String); moment(String, String, String[]); moment(String, String, Boolean); moment(String, String, String, Boolean); If you know the format of an input string, you can use that to parse a moment. moment("12-25-1995", "MM-DD-YYYY"); The parser ignores non-alphanumeric characters by default, so both of the following will return the same thing. moment("12-25-1995", "MM-DD-YYYY"); moment("12/25/1995", "MM-DD-YYYY"); You may get unexpected results when parsing both date and time. The below example may not parse as you expect: moment('24/12/2019 09:15:00', "DD MM YYYY hh:mm:ss"); You can use strict mode, which will identify the parsing error and set the Moment object as invalid: moment('24/12/2019 09:15:00', "DD MM YYYY hh:mm:ss", true); The parsing tokens are similar to the formatting tokens used in moment#format . Year, month, and day tokens Tokens are case-sensitive. Input Example Description YYYY 2014 4 or 2 digit year. Note: Only 4 digit can be parsed on strict mode YY 14 2 digit year Y -25 Year with any number of digits and sign Q 1..4 Quarter of year. Sets month to first month in quarter. M MM 1..12 Month number MMM MMMM Jan..December Month name in locale set by moment.locale() D DD 1..31 Day of month Do 1st..31st Day of month with ordinal DDD DDDD 1..365 Day of year X 1410715640.579 Unix timestamp x 1410715640579 Unix ms timestamp YYYY from version 2.10.5 supports 2 digit years in non strict mode, and converts them to a year near 2000 (same as YY ). Y was added in 2.11.1 . It will match any number, signed or unsigned. It is useful for years that are not 4 digits or are before the common era. It can be used for any year. Week year, week, and weekday tokens For these, the lowercase tokens use the locale aware week start days, and the uppercase tokens use the ISO week date start days. Tokens are case-sensitive. Input Example Description gggg 2014 Locale 4 digit week year gg 14 Locale 2 digit week year w ww 1..53 Locale week of year e 0..6 Locale day of week ddd dddd Mon...Sunday Day name in locale set by moment.locale() GGGG 2014 ISO 4 digit week year GG 14 ISO 2 digit week year W WW 1..53 ISO week of year E 1..7 ISO day of week Locale aware formats Locale aware date and time formats are also available using LT LTS L LL LLL LLLL . They were added in version 2.2.1 , except LTS which was added 2.8.4 . Tokens are case-sensitive. Input Example Description L 09/04/1986 Date (in local format) LL September 4 1986 Month name, day of month, year LLL September 4 1986 8:30 PM Month name, day of month, year, time LLLL Thursday, September 4 1986 8:30 PM Day of week, month name, day of month, year, time LT 8:30 PM Time (without seconds) LTS 8:30:00 PM Time (with seconds) Hour, minute, second, millisecond, and offset tokens Tokens are case-sensitive. Input Example Description H HH 0..23 Hours (24 hour time) h hh 1..12 Hours (12 hour time used with a A .) k kk 1..24 Hours (24 hour time from 1 to 24) a A am pm Post or ante meridiem (Note the one character a p are also considered valid) m mm 0..59 Minutes s ss 0..59 Seconds S SS SSS ... SSSSSSSSS 0..999999999 Fractional seconds Z ZZ +12:00 Offset from UTC as +-HH:mm , +-HHmm , or Z From version 2.10.5 : fractional second tokens length 4 up to 9 can parse any number of digits, but will only consider the top 3 (milliseconds). Use if you have the time printed with many fractional digits and want to consume the input. Note that the number of S characters provided is only relevant when parsing in strict mode. In standard mode, S , SS , SSS , SSSS are all equivalent, and interpreted as fractions of a second. For example, .12 is always 120 milliseconds, passing SS will not cause it to be interpreted as 12 milliseconds. Z ZZ were added in version 1.2.0 . S SS SSS were added in version 1.6.0 . X was added in version 2.0.0 . SSSSS ... SSSSSSSSS were added in version 2.10.5 . k kk were added in version 2.13.0 . Unless you specify a time zone offset, parsing a string will create a date in the current time zone. moment("2010-10-20 4:30", "YYYY-MM-DD HH:mm"); // parsed as 4:30 local time moment("2010-10-20 4:30 +0000", "YYYY-MM-DD HH:mm Z"); // parsed as 4:30 UTC Era Year related tokens Tokens are case-sensitive. Input Examples Description y .. yyyy 5 +5 -500 Years yo 5th 1st Ordinal Years N AD Abbr Era name NN AD Abbr Era name NNN AD Abbr Era name NNNN Anno Domini Full Era name NNNNN AD Narrow Era name Era support was added in 2.25.0 . The tokens/API are still in flux. Notes and gotchas If the moment that results from the parsed input does not exist, moment#isValid will return false. moment("2010 13", "YYYY MM").isValid(); // false (not a real month) moment("2010 11 31", "YYYY MM DD").isValid(); // false (not a real day) moment("2010 2 29", "YYYY MM DD").isValid(); // false (not a leap year) moment("2010 notamonth 29", "YYYY MMM DD").isValid(); // false (not a real month name) As of version 2.0.0 , a locale key can be passed as the third parameter to moment() and moment.utc() . moment('2012 juillet', 'YYYY MMM', 'fr'); moment('2012 July', 'YYYY MMM', 'en'); moment('2012 July', 'YYYY MMM', ['qj', 'en']); Moment's parser is very forgiving, and this can lead to undesired/unexpected behavior. For example, the following behavior can be observed: moment('2016 is a date', 'YYYY-MM-DD').isValid() //true, 2016 was matched Previous to 2.13.0 the parser exhibited the following behavior. This has been corrected. moment('I am spartacus', 'h:hh A').isValid(); //true - the 'am' matches the 'A' flag. As of version 2.3.0 , you may specify a boolean for the last argument to make Moment use strict parsing. Strict parsing requires that the format and input match exactly, including delimeters . moment('It is 2012-05-25', 'YYYY-MM-DD').isValid(); // true moment('It is 2012-05-25', 'YYYY-MM-DD', true).isValid(); // false moment('2012-05-25', 'YYYY-MM-DD', true).isValid(); // true moment('2012.05.25', 'YYYY-MM-DD', true).isValid(); // false You can use both locale and strictness. moment('2012-10-14', 'YYYY-MM-DD', 'fr', true); Strict parsing is frequently the best parsing option. For more information about choosing strict vs forgiving parsing, see the parsing guide. Parsing two digit years By default, two digit years above 68 are assumed to be in the 1900's and years 68 or below are assumed to be in the 2000's. This can be changed by replacing the moment.parseTwoDigitYear method. The only argument of this method is a string containing the two years input by the user, and should return the year as an integer. moment.parseTwoDigitYear = function(yearString) { return parseInt(yearString) + 2000; } Parsing glued hour and minutes From version 2.11.0 parsing hmm , Hmm , hmmss and Hmmss is supported: moment("123", "hmm").format("HH:mm") === "01:23" moment("1234", "hmm").format("HH:mm") === "12:34" String + Formats 1.0.0+ edit moment(String, String[], String, Boolean); If you don't know the exact format of an input string, but know it could be one of many, you can use an array of formats. This is the same as String + Format , only it will try to match the input to multiple formats. moment("12-25-1995", ["MM-DD-YYYY", "YYYY-MM-DD"]); Starting in version 2.3.0 , Moment uses some simple heuristics to determine which format to use. In order: Prefer formats resulting in valid dates over invalid ones. Prefer formats that parse more of the string than less and use more of the format than less, i.e. prefer stricter parsing. Prefer formats earlier in the array than later. moment("29-06-1995", ["MM-DD-YYYY", "DD-MM", "DD-MM-YYYY"]); // uses the last format moment("05-06-1995", ["MM-DD-YYYY", "DD-MM-YYYY"]); // uses the first format You may also specify a locale and strictness argument. They work the same as the single format case. moment("29-06-1995", ["MM-DD-YYYY", "DD-MM-YYYY"], 'fr'); // uses 'fr' locale moment("29-06-1995", ["MM-DD-YYYY", "DD-MM-YYYY"], true); // uses strict parsing moment("05-06-1995", ["MM-DD-YYYY", "DD-MM-YYYY"], 'fr', true); // uses 'fr' locale and strict parsing Note: Parsing multiple formats is considerably slower than parsing a single format. If you can avoid it, it is much faster to parse a single format. Special Formats 2.7.0+ edit moment(String, moment.CUSTOM_FORMAT, [String], [Boolean]); moment(String, moment.HTML5_FMT.DATETIME_LOCAL, [String], [Boolean]); // from 2.20.0 moment(String, [..., moment.ISO_8601, ...], [String], [Boolean]); ISO-8601 is a standard for time and duration display. Moment already supports parsing iso-8601 strings, but this can be specified explicitly in the format/list of formats when constructing a moment. To specify iso-8601 parsing use moment.ISO_8601 constant. moment("2010-01-01T05:06:07", moment.ISO_8601); moment("2010-01-01T05:06:07", ["YYYY", moment.ISO_8601]); As of version 2.20.0 , the following HTML5 formats are available as constants in the moment object's HTML5_FMT property ( moment.HTML5_FMT.* ): Constant Format Example Input Type DATETIME_LOCAL YYYY-MM-DDTHH:mm 2017-12-14T16:34 <input type="datetime-local" /> DATETIME_LOCAL_SECONDS YYYY-MM-DDTHH:mm:ss 2017-12-14T16:34:10 <input type="datetime-local" step="1" /> DATETIME_LOCAL_MS YYYY-MM-DDTHH:mm:ss.SSS 2017-12-14T16:34:10.234 <input type="datetime-local" step="0.001" /> DATE YYYY-MM-DD 2017-12-14 <input type="date" /> TIME HH:mm 16:34 <input type="time" /> TIME_SECONDS HH:mm:ss 16:34:10 <input type="time" step="1" /> TIME_MS HH:mm:ss.SSS 16:34:10.234 <input type="time" step="0.001" /> WEEK GGGG-[W]WW 2017-W50 <input type="week" /> MONTH YYYY-MM 2017-12 <input type="month" /> Object 2.2.1+ edit moment({unit: value, ...}); moment({ hour:15, minute:10 }); moment({ y :2010, M :3, d :5, h :15, m :10, s :3, ms :123}); moment({ year :2010, month :3, day :5, hour :15, minute :10, second :3, millisecond :123}); moment({ years:2010, months:3, days:5, hours:15, minutes:10, seconds:3, milliseconds:123}); moment({ years:2010, months:3, date:5, hours:15, minutes:10, seconds:3, milliseconds:123}); moment({ years:'2010', months:'3', date:'5', hours:'15', minutes:'10', seconds:'3', milliseconds:'123'}); // from 2.11.0 You can create a moment by specifying some of the units in an object. Omitted units default to 0 or the current date, month, and year. day and date key both mean day-of-the-month. date was added in 2.8.4 . String values (as shown on the last line) are supported from version 2.11.0 . Note that like moment(Array) and new Date(year, month, date) , months are 0 indexed. Unix Timestamp (milliseconds) 1.0.0+ edit moment(Number); Similar to new Date(Number) , you can create a moment by passing an integer value representing the number of milliseconds since the Unix Epoch (Jan 1 1970 12AM UTC). var day = moment(1318781876406); Note: ECMAScript calls this a "Time Value" Unix Timestamp (seconds) 1.6.0+ edit moment.unix(Number) To create a moment from a Unix timestamp ( seconds since the Unix Epoch), use moment.unix(Number) . var day = moment.unix(1318781876); This is implemented as moment(timestamp * 1000) , so partial seconds in the input timestamp are included. var day = moment.unix(1318781876.721); Note: Despite Unix timestamps being UTC-based, this function creates a moment object in local mode. If you need UTC, then subsequently call .utc() , as in: var day = moment.unix(1318781876).utc(); Date 1.0.0+ edit moment(Date); You can create a Moment with a pre-existing native Javascript Date object. var day = new Date(2011, 9, 16); var dayWrapper = moment(day); This clones the Date object; further changes to the Date won't affect the Moment , and vice-versa. Array 1.0.0+ edit moment(Number[]); You can create a moment with an array of numbers that mirror the parameters passed to new Date() [year, month, day, hour, minute, second, millisecond] moment([2010, 1, 14, 15, 25, 50, 125]); // February 14th, 3:25:50.125 PM Any value past the year is optional, and will default to the lowest possible number. moment([2010]); // January 1st moment([2010, 6]); // July 1st moment([2010, 6, 10]); // July 10th Construction with an array will create a date in the current time zone. To create a date from an array at UTC, use moment.utc(Number[]) . moment.utc([2010, 1, 14, 15, 25, 50, 125]); Note: Because this mirrors the native Date parameters, months, hours, minutes, seconds, and milliseconds are all zero indexed. Years and days of the month are 1 indexed. This is often the cause of frustration, especially with months, so take note! If the date represented by the array does not exist, moment#isValid will return false. moment([2010, 12]).isValid(); // false (not a real month) moment([2010, 10, 31]).isValid(); // false (not a real day) moment([2010, 1, 29]).isValid(); // false (not a leap year) ASP.NET JSON Date 1.3.0+ edit moment(String); Microsoft Web API returns JSON dates in proper ISO-8601 format by default, but older ASP.NET technologies may return dates in JSON as /Date(1198908717056)/ or /Date(1198908717056-0700)/ If a string that matches this format is passed in, it will be parsed correctly. moment("/Date(1198908717056-0700)/"); // 2007-12-28T23:11:57.056-07:00 Moment Clone 1.2.0+ edit moment(Moment); All moments are mutable. If you want a clone of a moment, you can do so implicitly or explicitly. Calling moment() on a moment will clone it. var a = moment([2012]); var b = moment(a); a.year(2000); b.year(); // 2012 Additionally, you can call moment#clone to clone a moment. var a = moment([2012]); var b = a.clone(); a.year(2000); b.year(); // 2012 UTC 1.5.0+ edit moment.utc(); moment.utc(Number); moment.utc(Number[]); moment.utc(String); moment.utc(String, String); moment.utc(String, String[]); moment.utc(String, String, String); moment.utc(String, String, String[]); moment.utc(String, String, Boolean); moment.utc(String, String, String, Boolean); moment.utc(Moment); moment.utc(Date); By default, moment parses and displays in local time. If you want to parse or display a moment in UTC, you can use moment.utc() instead of moment() . This brings us to an interesting feature of Moment.js. UTC mode. While in UTC mode, all display methods will display in UTC time instead of local time. moment().format(); // 2013-02-04T10:35:24-08:00 moment.utc().format(); // 2013-02-04T18:35:24+00:00 Additionally, while in UTC mode, all getters and setters will internally use the Date#getUTC* and Date#setUTC* methods instead of the Date#get* and Date#set* methods. moment.utc().seconds(30).valueOf() === new Date().setUTCSeconds(30); moment.utc().seconds() === new Date().getUTCSeconds(); It is important to note that though the displays differ above, they are both the same moment in time. var a = moment(); var b = moment.utc(); a.format(); // 2013-02-04T10:35:24-08:00 b.format(); // 2013-02-04T18:35:24+00:00 a.valueOf(); // 1360002924000 b.valueOf(); // 1360002924000 Any moment created with moment.utc() will be in UTC mode, and any moment created with moment() will not. To switch from UTC to local time, you can use moment#utc or moment#local . var a = moment.utc([2011, 0, 1, 8]); a.hours(); // 8 UTC a.local(); a.hours(); // 0 PST parseZone 2.3.0+ edit moment.parseZone() moment.parseZone(String) moment.parseZone(String, String) moment.parseZone(String, [String]) moment.parseZone(String, String, Boolean) moment.parseZone(String, String, String, Boolean) Moment's string parsing functions like moment(string) and moment.utc(string) accept offset information if provided, but convert the resulting Moment object to local or UTC time. In contrast, moment.parseZone() parses the string but keeps the resulting Moment object in a fixed-offset timezone with the provided offset in the string. moment.parseZone("2013-01-01T00:00:00-13:00").utcOffset(); // -780 ("-13:00" in total minutes) moment.parseZone('2013 01 01 05 -13:00', 'YYYY MM DD HH ZZ').utcOffset(); // -780 ("-13:00" in total minutes) moment.parseZone('2013-01-01-13:00', ['DD MM YYYY ZZ', 'YYYY MM DD ZZ']).utcOffset(); // -780 ("-13:00" in total minutes); It also allows you to pass locale and strictness arguments. moment.parseZone("2013 01 01 -13:00", 'YYYY MM DD ZZ', true).utcOffset(); // -780 ("-13:00" in total minutes) moment.parseZone("2013-01-01-13:00", 'YYYY MM DD ZZ', true).utcOffset(); // NaN (doesn't pass the strictness check) moment.parseZone("2013 01 01 -13:00", 'YYYY MM DD ZZ', 'fr', true).utcOffset(); // -780 (with locale and strictness argument) moment.parseZone("2013 01 01 -13:00", ['DD MM YYYY ZZ', 'YYYY MM DD ZZ'], 'fr', true).utcOffset(); // -780 (with locale and strictness argument alongside an array of formats) moment.parseZone is equivalent to parsing the string and using moment#utcOffset to parse the zone. var s = "2013-01-01T00:00:00-13:00"; moment(s).utcOffset(s); Validation 1.7.0+ edit moment().isValid(); Moment applies stricter initialization rules than the Date constructor. new Date(2013, 25, 14).toString(); // "Sat Feb 14 2015 00:00:00 GMT-0500 (EST)" moment([2015, 25, 35]).format(); // 'Invalid date' You can check whether the Moment considers the date invalid using moment#isValid . You can check the metrics used by #isValid using moment#parsingFlags , which returns an object. The following parsing flags result in an invalid date: overflow : An overflow of a date field, such as a 13th month, a 32nd day of the month (or a 29th of February on non-leap years), a 367th day of the year, etc. overflow contains the index of the invalid unit to match #invalidAt (see below); -1 means no overflow. invalidMonth : An invalid month name, such as moment('Marbruary', 'MMMM'); . Contains the invalid month string itself, or else null. empty : An input string that contains nothing parsable, such as moment('this is nonsense'); . Boolean. nullInput : A null input, like moment(null); . Boolean. invalidFormat : An empty list of formats, such as moment('2013-05-25', []) . Boolean. userInvalidated : A date created explicitly as invalid, such as moment.invalid() . Boolean. In addition to the above, As of 2.13.0 the meridiem and parsedDateParts flags work together to determine date validity. meridiem : Indicates what meridiem (AM/PM) was parsed, if any. String. parsedDateParts : Returns an array of date parts parsed in descending order - i.e. parsedDateParts[0] === year. If no parts are present, but meridiem has value, date is invalid. Array. Additionally, if the Moment is parsed in strict mode, these flags must be empty for the Moment to be valid: unusedTokens : array of format substrings not found in the input string unusedInput : array of input substrings not matched to the format string Note: Moment's concept of validity became more strict and consistent between 2.2 and 2.3 . Note: Validity is determined on moment creation. A modified moment (i.e. moment().hour(NaN) ) will remain valid. Additionally, you can use moment#invalidAt to determine which date unit overflowed. var m = moment("2011-10-10T10:20:90"); m.isValid(); // false m.invalidAt(); // 5 for seconds The return value has the following meaning: years months days hours minutes seconds milliseconds Note: In case of multiple wrong units the first one is returned (because days validity may depend on month, for example). Invalid Moments If a moment is invalid, it behaves like a NaN in floating point operations. All of the following produce invalid moments: invalid.add(unit, value) another.add(invalid) invalid.clone() invalid.diff(another) invalid.endOf(unit) invalid.max(another) another.max(invalid) invalid.min(another) another.min(invalid) invalid.set(unit, value) invalid.startOf(unit) invalid.subtract(unit, value) The following produce a localized version of 'InvalidDate' : invalid.format(anyFmt) results in 'Invalid Date' in the current locale invalid.from(another) another.from(invalid) invalid.fromNow(suffix) invalid.to(another) another.to(invalid) invalid.toNow(suffix) invalid.toISOString() (Before 2.18.0 ) invalid.toString() The following return false : invalid.isAfter(another) invalid.isAfter(invalid) another.isAfter(invalid) invalid.isBefore(another) invalid.isBefore(invalid) another.isBefore(invalid) invalid.isBetween(another, another) invalid.isBetween(invalid, invalid) invalid.isSame(another) invalid.isSame(invalid) another.isSame(invalid) invalid.isSameOrAfter(another) invalid.isSameOrAfter(invalid) another.isSameOrAfter(invalid) invalid.isSameOrBefore(another) invalid.isSameOrBefore(invalid) another.isSameOrBefore(invalid) And these return null or NaN with some structure: invalid.get(unit) returns null, as all other named getters invalid.toArray() === [NaN, NaN, NaN, NaN, NaN, NaN] invalid.toObject() has all values set to NaN invalid.toDate() returns an invalid Date object invalid.toJSON() returns null invalid.unix() returns null invalid.valueOf() returns null invalid.toISOString() returns null (As of 2.18.0 ) Creation Data 2.11.0+ edit moment().creationData(); After a moment object is created, all of the inputs can be accessed with creationData() method: moment("2013-01-02", "YYYY-MM-DD", true).creationData() === { input: "2013-01-02", format: "YYYY-MM-DD", locale: Locale obj, isUTC: false, strict: true } Defaults 2.2.1+ edit moment("15", "hh") You can create a moment object specifying only some of the units, and the rest will be defaulted to the current day, month or year, or 0 for hours, minutes, seconds and milliseconds. Defaulting to now, when nothing is passed: moment(); // current date and time Defaulting to today, when only hours, minutes, seconds and milliseconds are passed: moment(5, "HH"); // today, 5:00:00.000 moment({hour: 5}); // today, 5:00:00.000 moment({hour: 5, minute: 10}); // today, 5:10.00.000 moment({hour: 5, minute: 10, seconds: 20}); // today, 5:10.20.000 moment({hour: 5, minute: 10, seconds: 20, milliseconds: 300}); // today, 5:10.20.300 Defaulting to this month and year, when only days and smaller units are passed: moment(5, "DD"); // this month, 5th day-of-month moment("4 05:06:07", "DD hh:mm:ss"); // this month, 4th day-of-month, 05:06:07.000 Defaulting to this year, if year is not specified: moment(3, "MM"); // this year, 3rd month (March) moment("Apr 4 05:06:07", "MMM DD hh:mm:ss"); // this year, 4th April, 05:06:07.000 Get + Set Moment.js uses overloaded getters and setters. You may be familiar with this pattern from its use in jQuery. Calling these methods without parameters acts as a getter, and calling them with a parameter acts as a setter. These map to the corresponding function on the native Date object. moment().seconds(30).valueOf() === new Date().setSeconds(30); moment().seconds() === new Date().getSeconds(); If you are in UTC mode , they will map to the UTC equivalent. moment.utc().seconds(30).valueOf() === new Date().setUTCSeconds(30); moment.utc().seconds() === new Date().getUTCSeconds(); For convenience, both singular and plural method names exist as of version 2.0.0 . Note: All of these methods mutate the original moment when used as setters. Note: From 2.19.0 passing NaN to any setter is a no-op. Before 2.19.0 it was invalidating the moment in a wrong way. Millisecond 1.3.0+ edit moment().millisecond(Number); moment().millisecond(); | 2026-01-13T08:48:02 |
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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 / Highlight Docs / Integrations / Jira Integration Jira Integration When you enable the Jira integration, Highlight will allow creating Tasks from the session replay and errors viewer. Track bugs or enhancements for your app as you triage frontend and backend errors or watch your users' replays. To get started, go to the integrations and click the "Connect" button in the Jira section. Features Comments can create a Jira task filled out with the body of the comment and link back to the Session. Grouping Errors shows a shortcut to create a Jira task pre-populated with the error linking to the full context of how the error occurred. 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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 Java Follow Hide More than just a cup of coffee, Java is a high-level, class-based, object-oriented programming language that is designed to have as few implementation dependencies as possible. Create Post Older #java posts 1 2 3 4 5 6 7 8 9 … 75 … 611 Posts Left menu 👋 Sign in for the ability to sort posts by relevant , latest , or top . Right menu 🐌 “My Spring Boot API Became Slow… Until I Learned Pagination & Sorting” Shashwath S H Shashwath S H Shashwath S H Follow Jan 13 🐌 “My Spring Boot API Became Slow… Until I Learned Pagination & Sorting” # springboot # backend # java # sorting 1 reaction Comments Add Comment 2 min read We Made OpenAPI Generator Think in Generics Barış Saylı Barış Saylı Barış Saylı Follow Jan 12 We Made OpenAPI Generator Think in Generics # java # springboot # openapi # microservices Comments Add Comment 4 min read The Underlying Process of Request Processing Sergiy Yevtushenko Sergiy Yevtushenko Sergiy Yevtushenko Follow Jan 12 The Underlying Process of Request Processing # java # functional # architecture # backend Comments Add Comment 4 min read Infrastructure for Extensible Multi-Stage Workflows Across Multiple Data Types Michael Gantman Michael Gantman Michael Gantman Follow Jan 12 Infrastructure for Extensible Multi-Stage Workflows Across Multiple Data Types # architecture # java # systemdesign Comments Add Comment 48 min read First Test of Java on the Orange Pi (ARM and RISC-V) Frank Delporte Frank Delporte Frank Delporte Follow Jan 12 First Test of Java on the Orange Pi (ARM and RISC-V) # java # orangepi # riscv # arm Comments Add Comment 6 min read Building EmbedQA: An Open Source API Testing Tool with Spring Boot 🚀 Akash Bhuiyan Akash Bhuiyan Akash Bhuiyan Follow Jan 12 Building EmbedQA: An Open Source API Testing Tool with Spring Boot 🚀 # java # springboot # opensource # api Comments Add Comment 6 min read Q&A on "Why XLang Is an Innovative Programming Language" canonical canonical canonical Follow Jan 12 Q&A on "Why XLang Is an Innovative Programming Language" # nop # programming # architecture # java Comments Add Comment 15 min read Amazon Nova 2 Multimodal Embeddings with Amazon S3 Vectors and AWS Java SDK - Part 1 Introduction Vadym Kazulkin Vadym Kazulkin Vadym Kazulkin Follow for AWS Heroes Jan 12 Amazon Nova 2 Multimodal Embeddings with Amazon S3 Vectors and AWS Java SDK - Part 1 Introduction # aws # amazonnova # s3vectorstore # java Comments Add Comment 5 min read Database Migration Scripts in Spring Boot Manikanta Yarramsetti Manikanta Yarramsetti Manikanta Yarramsetti Follow Jan 12 Database Migration Scripts in Spring Boot # database # devops # java # springboot Comments Add Comment 2 min read Java Variables Kesavarthini Kesavarthini Kesavarthini Follow Jan 12 Java Variables # java # beginners # learning # programming Comments Add Comment 1 min read Understanding the A2UI Protocol: Building with Java and Spring Boot vishalmysore vishalmysore vishalmysore Follow Jan 10 Understanding the A2UI Protocol: Building with Java and Spring Boot # ai # architecture # springboot # java Comments Add Comment 6 min read Building a Fast JSON Formatter: Lessons Learned Vanshit Mehta Vanshit Mehta Vanshit Mehta Follow Jan 12 Building a Fast JSON Formatter: Lessons Learned # webdev # javascript # java # tools Comments Add Comment 2 min read Liquibase in Spring Boot Manikanta Yarramsetti Manikanta Yarramsetti Manikanta Yarramsetti Follow Jan 12 Liquibase in Spring Boot # database # java # springboot # tutorial 1 reaction Comments Add Comment 3 min read ✨I Didn’t Write a Single SQL Query… Yet Spring Data JPA Queried My Database Shashwath S H Shashwath S H Shashwath S H Follow Jan 11 ✨I Didn’t Write a Single SQL Query… Yet Spring Data JPA Queried My Database # springboot # java # backend # springdatajpa 2 reactions Comments Add Comment 2 min read [Simple SNS Project] Step 4. 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Search Implementation & Logging Strategy # sql # database # springboot # java Comments Add Comment 1 min read How Does @Async Work Internally in Spring Boot? realNameHidden realNameHidden realNameHidden Follow Jan 10 How Does @Async Work Internally in Spring Boot? # java # interview # spring # springboot 6 reactions Comments Add Comment 3 min read Building a Kafka Wikimedia Producer: Solving 403 Errors and Understanding Java Fundamentals Byron Hsieh Byron Hsieh Byron Hsieh Follow Jan 10 Building a Kafka Wikimedia Producer: Solving 403 Errors and Understanding Java Fundamentals # kafka # java # tutorial # backend Comments Add Comment 9 min read EventBus Zaw Htut Win Zaw Htut Win Zaw Htut Win Follow Jan 9 EventBus # architecture # java # programming Comments Add Comment 1 min read Building a Cleaner Projection Layer on Top of JPA Criteria API Júlio Bueno Júlio Bueno Júlio Bueno Follow Jan 12 Building a Cleaner Projection Layer on Top of JPA Criteria API # programming # java # database # opensource 13 reactions Comments 5 comments 2 min read [Simple SNS Project] Step 3. Building the Follow System & Timeline (N:M Relationship) JongHwa JongHwa JongHwa Follow Jan 9 [Simple SNS Project] Step 3. Building the Follow System & Timeline (N:M Relationship) # backend # java # mysql # tutorial Comments Add Comment 2 min read Java Basics: Variables and Data Types Explained for Beginners Kesavarthini Kesavarthini Kesavarthini Follow Jan 10 Java Basics: Variables and Data Types Explained for Beginners # java # beginners # learning # programming Comments Add Comment 2 min read I left Windows for Ubuntu. Here’s everything I configured and what I learned Melia Log Melia Log Melia Log Follow Jan 9 I left Windows for Ubuntu. Here’s everything I configured and what I learned # ubuntu # devjournal # node # java Comments Add Comment 3 min read highestOneBit ဆိုတာဘာလဲ Zaw Htut Win Zaw Htut Win Zaw Htut Win Follow Jan 9 highestOneBit ဆိုတာဘာလဲ # java 1 reaction Comments Add Comment 1 min read Breaking the interface barrier: CGLIB and ByteBuddy Rajat Arora Rajat Arora Rajat Arora Follow Jan 9 Breaking the interface barrier: CGLIB and ByteBuddy # java # programming # learning # backend 2 reactions Comments Add Comment 9 min read The Java Developer's Roadmap for 2026: From First Program to Production-Ready Professional dbc2201 dbc2201 dbc2201 Follow Jan 9 The Java Developer's Roadmap for 2026: From First Program to Production-Ready Professional # beginners # career # java # tutorial Comments Add Comment 23 min read loading... trending guides/resources 6 Must-Read Spring Boot and Spring Framework Books for Java developers in 2026 SOLID explicado com exemplos em Java — do jeito simples que todo dev gostaria de ter aprendido A Metamorfose da Plataforma Java: Uma Análise Exaustiva da Evolução Arquitetural, Funcional e Ope... 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https://www.memorymanagement.org/mmref/begin.html#application-memory-management | 1. Overview — Memory Management Reference 4.0 documentation Memory Management Reference « Introduction to memory management | 1. Overview | 2. Allocation techniques » Table Of Contents 1. Overview 1.1. Hardware memory management 1.2. Operating system memory management 1.3. Application memory management 1.4. Memory management problems 1.5. Manual memory management 1.6. Automatic memory management 1.7. More information 1. Overview ¶ Memory management is a complex field of computer science and there are many techniques being developed to make it more efficient. This guide is designed to introduce you to some of the basic memory management issues that programmers face. This guide attempts to explain any terms it uses as it introduces them. In addition, there is a Memory Management Glossary of memory management terms that gives fuller information; some terms are linked to the relevant entries. Memory management is usually divided into three areas, although the distinctions are a little fuzzy: Hardware memory management Operating system memory management Application memory management These are described in more detail below. In most computer systems, all three are present to some extent, forming layers between the user’s program and the actual memory hardware. The Memory Management Reference is mostly concerned with application memory management. 1.1. Hardware memory management ¶ Memory management at the hardware level is concerned with the electronic devices that actually store data. This includes things like RAM and memory caches . 1.2. Operating system memory management ¶ In the operating system, memory must be allocated to user programs, and reused by other programs when it is no longer required. The operating system can pretend that the computer has more memory than it actually does, and also that each program has the machine’s memory to itself; both of these are features of virtual memory systems. 1.3. Application memory management ¶ Application memory management involves supplying the memory needed for a program’s objects and data structures from the limited resources available, and recycling that memory for reuse when it is no longer required. Because application programs cannot in general predict in advance how much memory they are going to require, they need additional code to handle their changing memory requirements. Application memory management combines two related tasks: Allocation When the program requests a block of memory, the memory manager must allocate that block out of the larger blocks it has received from the operating system. The part of the memory manager that does this is known as the allocator . There are many ways to perform allocation, a few of which are discussed in Allocation techniques . Recycling When memory blocks have been allocated, but the data they contain is no longer required by the program, then the blocks can be recycled for reuse. There are two approaches to recycling memory: either the programmer must decide when memory can be reused (known as manual memory management ); or the memory manager must be able to work it out (known as automatic memory management ). These are both described in more detail below. An application memory manager must usually work to several constraints, such as: CPU overhead The additional time taken by the memory manager while the program is running. Pause times The time it takes for the memory manager to complete an operation and return control to the program. This affects the program’s ability to respond promptly to interactive events, and also to any asynchronous event such as a network connection. Memory overhead How much space is wasted for administration, rounding (known as internal fragmentation ), and poor layout (known as external fragmentation ). Some of the common problems encountered in application memory management are considered in the next section. 1.4. Memory management problems ¶ The basic problem in managing memory is knowing when to keep the data it contains, and when to throw it away so that the memory can be reused. This sounds easy, but is, in fact, such a hard problem that it is an entire field of study in its own right. In an ideal world, most programmers wouldn’t have to worry about memory management issues. Unfortunately, there are many ways in which poor memory management practice can affect the robustness and speed of programs, both in manual and in automatic memory management. Typical problems include: Premature frees and dangling pointers Many programs give up memory, but attempt to access it later and crash or behave randomly. This condition is known as a premature free , and the surviving reference to the memory is known as a dangling pointer . This is usually confined to manual memory management . Memory leak Some programs continually allocate memory without ever giving it up and eventually run out of memory. This condition is known as a memory leak . External fragmentation A poor allocator can do its job of giving out and receiving blocks of memory so badly that it can no longer give out big enough blocks despite having enough spare memory. This is because the free memory can become split into many small blocks, separated by blocks still in use. This condition is known as external fragmentation . Poor locality of reference Another problem with the layout of allocated blocks comes from the way that modern hardware and operating system memory managers handle memory: successive memory accesses are faster if they are to nearby memory locations. If the memory manager places far apart the blocks a program will use together, then this will cause performance problems. This condition is known as poor locality of reference . Inflexible design Memory managers can also cause severe performance problems if they have been designed with one use in mind, but are used in a different way. These problems occur because any memory management solution tends to make assumptions about the way in which the program is going to use memory, such as typical block sizes, reference patterns, or lifetimes of objects. If these assumptions are wrong, then the memory manager may spend a lot more time doing bookkeeping work to keep up with what’s happening. Interface complexity If objects are passed between modules, then the interface design must consider the management of their memory. A well-designed memory manager can make it easier to write debugging tools, because much of the code can be shared. Such tools could display objects, navigate links, validate objects, or detect abnormal accumulations of certain object types or block sizes. 1.5. Manual memory management ¶ Manual memory management is where the programmer has direct control over when memory may be recycled. Usually this is either by explicit calls to heap management functions (for example, malloc and free (2) in C ), or by language constructs that affect the control stack (such as local variables). The key feature of a manual memory manager is that it provides a way for the program to say, “Have this memory back; I’ve finished with it”; the memory manager does not recycle any memory without such an instruction. The advantages of manual memory management are: it can be easier for the programmer to understand exactly what is going on; some manual memory managers perform better when there is a shortage of memory. The disadvantages of manual memory management are: the programmer must write a lot of code to do repetitive bookkeeping of memory; memory management must form a significant part of any module interface; manual memory management typically requires more memory overhead per object; memory management bugs are common. It is very common for programmers, faced with an inefficient or inadequate manual memory manager, to write code to duplicate the behavior of a memory manager, either by allocating large blocks and splitting them for use, or by recycling blocks internally. Such code is known as a suballocator . Suballocators can take advantage of special knowledge of program behavior, but are less efficient in general than fixing the underlying allocator. Unless written by a memory management expert, suballocators may be inefficient or unreliable. The following languages use mainly manual memory management in most implementations, although many have conservative garbage collection extensions: Algol ; C ; C++ ; COBOL ; Fortran ; Pascal . 1.6. Automatic memory management ¶ Automatic memory management is a service, either as a part of the language or as an extension, that automatically recycles memory that a program would not otherwise use again. Automatic memory managers (often known as garbage collectors, or simply collectors) usually do their job by recycling blocks that are unreachable from the program variables (that is, blocks that cannot be reached by following pointers). The advantages of automatic memory management are: the programmer is freed to work on the actual problem; module interfaces are cleaner; there are fewer memory management bugs; memory management is often more efficient. The disadvantages of automatic memory management are: memory may be retained because it is reachable, but won’t be used again; automatic memory managers (currently) have limited availability. There are many ways of performing automatic recycling of memory, a few of which are discussed in Recycling techniques . Most modern languages use mainly automatic memory management: BASIC , Dylan , Erlang, Haskell, Java , JavaScript , Lisp , ML , Modula-3 , Perl , PostScript , Prolog , Python, Scheme , Smalltalk , etc. 1.7. More information ¶ For more detailed information on the topics covered briefly above, please have a look at the Memory Management Glossary . Books and research papers are available on many specific techniques, and can be found via our Bibliography ; particularly recommended are: Wilson (1994) , which is survey of garbage collection techniques; Wilson et al. (1995) , which is a survey of allocation techniques; and Jones et al. (2012) , which is a handbook covering all aspects of garbage collection. © Copyright 2023, Ravenbrook Limited. Created using Sphinx 4.5.0. | 2026-01-13T08:48:02 |
https://www.memorymanagement.org/glossary/p.html#term-physical-memory-2 | Memory Management Glossary: P — Memory Management Reference 4.0 documentation Memory Management Reference « Memory Management Glossary: O | Memory Management Glossary: P | Memory Management Glossary: Q » Memory Management Glossary: P ¶ A | B | C | D | E | F | G | H | I | J | K | L | M | N | O | P | Q | R | S | T | U | V | W | X | Y | Z padding ¶ Padding is redundant memory (2) within the memory allocated to an object . It is usually inserted because of alignment restrictions on the fields of the object or on the object itself. Padding is a form of internal fragmentation . padding method ¶ In the MPS A format method that is called by a moving pool to create a padding object . See mps_fmt_pad_t . padding object ¶ In the MPS A formatted object that consists of padding . One of three types of formatted objects, the other two being client objects and forwarding objects . page ¶ A virtual memory system usually deals with memory (1) blocks of fixed size as units for paging . These are known as pages . Pages are often 4 kB or 8 kB in size. This size is determined by the addressing hardware of the machine. page fault ¶ An exception when accessing virtual memory , usually resulting in a page being fetched from disk. A page fault is an exception occurring during the translation of virtual addresses to physical addresses . “Page fault” usually means an access to a page that has been paged out and hence requires fetching from disk, but it is sometimes also used to mean invalid page fault or protection fault . See also paged in , paged out , paging , read fault , write fault . page marking ¶ Page marking is a form of card-marking where the card is the same size as a page page protection ¶ See protection . Many operating systems support protection of memory (2) pages . Individual pages may be protected against a combination of read, write or execute accesses by a process. page table ¶ In a virtual memory system, it is common to map between virtual addresses and physical addresses by means of a data structure called a page table . The page number of an address is usually found from the most significant bits of the address; the remaining bits yield the offset of the memory location within the page. The page table is normally indexed by page number and contains information on whether the page is currently in main memory , and where it is in main memory or on disk. Conventional page tables are sized to the virtual address space and store the entire virtual address space description of each process. Because of the need to keep the virtual-to-physical translation time low, a conventional page table is structured as a fixed, multi-level hierarchy, and can be very inefficient at representing a sparse virtual address space, unless the allocated pages are carefully aligned to the page table hierarchy. See also inverted page table . paged in ¶ In a virtual memory system, memory (2) is described as paged in if it is available in physical memory (1) . Similar term swapped in . Opposite term paged out . See also paging . paged out ¶ In a virtual memory system, memory (2) is described as paged out if it is not available in physical memory (1) . Similar term swapped out . Opposite term paged in . See also paging . paging ¶ In a virtual memory system, paging is the act of transferring pages between physical memory (1) and backing store (usually disk). When pages need to be paged out, a heuristic is used to select ones that will not be needed soon; “least recently used” is a popular one. Similar term swapping . See also paged in , paged out . palimpsest ¶ A block of memory (2) that has been allocated , freed (1) (or reclaimed ), and then allocated again. Such memory may contain data from the previous use if portions of it remain uninitialised. This commonly occurs on the stack , especially if the compiler allocates large stack frames in anticipation of allocating data structures on the stack. If the palimpsest is being scanned conservatively , such left-over data may cause unreachable objects to appear reachable and thus become floating garbage . If it is scanned precisely , such left-over data, if treated as pointers , is a bug. parallel garbage collection ¶ Also known as concurrent garbage collection . A parallel or concurrent collector (2) executes simultaneously with the mutator , usually on a multi-processor machine. Concurrent garbage collection must cope with the mutator changing objects while collection occurs. The problem is similar to that of incremental GC , but harder. The solution typically involves barriers (1) . Similar term incremental . See also replicating garbage collector . Related publications Doligez & Leroy (1993) , Doligez & Gonthier (1994) . parked state ¶ In the MPS One of the four states an arena can be in (the others being the clamped state , the postmortem state , and the unclamped state ). In the parked state, no garbage collection is in progress, no object motion occurs and the staleness of location dependencies does not change. Call mps_arena_park() or mps_arena_collect() to put an arena into the parked state. perfect fit ¶ If an allocation request is satisfied exactly from a free block with no fragmentation , this is said to be a perfect fit . See also allocation mechanism , best fit , free block . phantom reachable ¶ phantomly reachable ¶ In Java , an object is phantom reachable if it is neither strongly nor softly nor weakly reachable and has been finalized and there is a path from the roots to it that contains at least one phantom reference . When the Java collector (1) determines that an object is phantom reachable, the reference objects containing the phantom references are enqueued. The Java specification says that the phantom reference is not cleared when the reference object is enqueued, but actually, there’s no way in the language to tell whether that has been done or not. In some implementations, JNI weak global references are weaker than phantom references, and provide a way to access phantom reachable objects. See also reachability . Related links Class java.lang.ref.PhantomReference , Reference Objects and Garbage Collection . phantom reference ¶ In Java terminology, phantom reference is used to mean a reference encapsulated in a reference object of class PhantomReference . Phantom references form one of three kinds of weak reference (1) in Java. They are handy for performing clean-ups after an object has died and been finalized . See also phantom reachable . Related link Class java.lang.ref.PhantomReference , Reference Objects and Garbage Collection . physical address ¶ Also known as absolute address . Physical addresses are used to index into physical memory (1) . On some systems, they are called absolute addresses . In a virtual memory system the application program handles virtual addresses and these are translated to physical addresses by the MMU . Opposite term virtual address . physical address space ¶ The physical address space is the space of physical addresses . Opposite term virtual address space . physical memory (1) ¶ Also known as real memory . Physical memory is memory (1) that is wired to directly to the processor, addressable by physical address . This term is basically synonymous to main memory , but is used in contrast to virtual memory and backing store . While modern computers usually have lots of virtual memory , performance is still closely related to the quantity of physical memory available. If a system has insufficient physical memory, it may thrash . Similar term main memory . physical memory (2) ¶ Also known as physical storage . Physical memory is memory (1) on physical storage devices, such as RAM or disks. This term is often contrasted to virtual address space that might not be mapped to any actual storage. Similar term memory (1) . physical storage ¶ See physical memory (2) . pig in the python ¶ Also known as pig in the snake . In a generational collector, when long-lived objects are allocated in nursery space , collection effort will be wasted as those objects survive and are promoted from generation to generation. This is especially noticeable in a copying collector , where long-lived objects will be copied many times. This difficulty is similar to that of a python which swallows its prey whole and is somewhat immobilized as it digests it. Modern collectors permit objects to be allocated directly into appropriate generations or pools to avoid this problem. Long-lived objects can be allocated directly into long-term generations. Large objects can be allocated directly into pools with special support for large objects (such as copying by remapping, incremental copying, or not copying at all). See also generational garbage collection . In the MPS A pool can be configured to allocate into a specific generation in its generation chain by setting the MPS_KEY_GEN keyword argument when calling mps_pool_create_k() . pig in the snake ¶ See pig in the python . pinning ¶ Also known as nailing . In copying garbage collection , an object may not be movable because it is the target of an ambiguous reference or because it is referenced by foreign code that does not co-operate with the collector. Such an object is said to be pinned . placement policy ¶ See allocation policy . platform ¶ In the MPS The term platform is used to refer to the combination of operating system, processor architecture, and compiler. See Platforms . plinth ¶ In the MPS The plinth is a program module providing the MPS with all the support functions it needs from the execution environment. The plinth removes the need for external libraries, by getting the support from the client program . See Plinth . pointer ¶ Pointer data types represent a reference to an object or a location . Pointers may be specialized by the type of the object referred to. Typically, pointers are represented by an address , but they can be more complicated when they need to carry more information. For example, when the referent is smaller than a word , an offset within the word might be needed. Similar terms address , reference . See also tag . pool ¶ In the MPS A pool is responsible for requesting memory from the arena and making it available to the client program via mps_alloc() or via an allocation point . Multiple pools can coexist in one arena. Pools belong to the type mps_pool_t . See Pools and the Pool reference . pool class ¶ In the MPS A value of type mps_pool_class_t describing a class of pools that manage memory according to particular policy. See Pool reference . postmortem state ¶ In the MPS One of the four states an arena can be in (the others being the unclamped state , the clamped state , and the parked state ). In the postmortem state, objects do not move in memory, the staleness of location dependencies does not change, memory occupied by unreachable objects is not recycled, all memory protection is removed, and memory may be in an inconsistent state. Call mps_arena_postmortem() to put an arena into the postmortem state. precise garbage collection ¶ See exact garbage collection . precise reference ¶ See exact reference . precise root ¶ See exact root . premature free ¶ Also known as use after free . A premature free or use after free occurs when memory (2) is deallocated , but is later accessed. Under manual memory management , this usually occurs when one part of a program decides it has finished using a memory block , and is unaware that another part of the program is still using it. This is rare under automatic memory management . See also double free . premature promotion ¶ See premature tenuring . premature tenuring ¶ Also known as premature promotion . When a short-lived object allocated in a generational garbage collector is promoted (due to poor timing) into a less-frequently collected generation . This prematurely tenured object may become garbage very soon after promotion, but will not be reclaimed for some time because it is now in a less frequently collected generation. This problem is essentially due to quantization error: all objects in a generation are treated as if they have the same age, even though they range from as old as the previous promotion cycle to new-born. Modern collectors (1) offer several remedies for premature tenuring. If the client program knows that it is entering a phase that will create many short-lived objects, it can forestall all promotion until it knows it is done with those objects. Thus no objects will be prematurely promoted: they will all be seen as garbage. Another solution is to create buckets within generations to more accurately classify objects by age and only promote those which have reached a certain minimum. primary storage ¶ See main memory . promotion ¶ Also known as tenuring . Promotion or tenuring is the act of moving an object from its current generation to an older one (one that contains objects that are expected to survive longer). “Tenuring” is used particularly about promotion to the oldest generation. See also generational garbage collection . protectable root ¶ In the MPS A root which the MPS may protect with a write barrier . A protectable root is created by specifying the root mode MPS_RM_PROT when calling a registration function such as mps_root_create() . protected ¶ A region of memory (2) is said to be protected if there is a barrier (1) on that region. Opposite term unprotected protection ¶ Also known as memory protection , page protection . Many operating systems support protection of memory (2) pages . Individual pages may be protected against a combination of read, write or execute accesses by a process. A process which attempts a protected access will trigger a protection fault . Protection is typically implemented in hardware by the MMU as part of the support for virtual memory . Pages can be protected for a number of reasons: a generational or incremental garbage collector may want to place barriers (1) on pages; an operating system may want to protect pages for security, or to implement “copy-on-write” or “demand-zero-filled” pages. See also read fault , write fault . Related publications Appel et al. (1988) , Singhal et al. (1992) , Hosking & Moss (1993) . protection exception ¶ See protection fault . protection fault ¶ Also known as barrier hit , protection exception , protection violation . A protection fault is an exception or trap which occurs when a process attempts to access memory (2) which has been protected . Relevance to memory management Some garbage collectors use handlers for protection faults to provide barriers (1) . See also General Protection Fault , segmentation violation . protection violation ¶ See protection fault . © Copyright 2023, Ravenbrook Limited. Created using Sphinx 4.5.0. | 2026-01-13T08:48:02 |
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https://www.goodreads.com/shelf/show/toyota | Toyota Books Home My Books Browse ▾ Recommendations Choice Awards Genres Giveaways New Releases Lists Explore News & Interviews Genres Art Biography Business Children's Christian Classics Comics Cookbooks Ebooks Fantasy Fiction Graphic Novels Historical Fiction History Horror Memoir Music Mystery Nonfiction Poetry Psychology Romance Science Science Fiction Self Help Sports Thriller Travel Young Adult More Genres Community ▾ Groups Quotes Ask the Author Sign In Join Sign up View profile Profile Friends Groups Discussions Comments Reading Challenge Kindle Notes & Highlights Quotes Favorite genres Friends’ recommendations Account settings Help Sign out Home My Books Browse ▾ Recommendations Choice Awards Genres Giveaways New Releases Lists Explore News & Interviews Genres Art Biography Business Children's Christian Classics Comics Cookbooks Ebooks Fantasy Fiction Graphic Novels Historical Fiction History Horror Memoir Music Mystery Nonfiction Poetry Psychology Romance Science Science Fiction Self Help Sports Thriller Travel Young Adult More Genres Community ▾ Groups Quotes Ask the Author Discover new books on Goodreads Meet your next favorite book Sign in with Facebook Sign in options Join Goodreads Shelves > Toyota > Toyota Books Showing 1-50 of 126 Toyota Kata: Managing People for Improvement, Adaptiveness and Superior Results (Hardcover) by Mike Rother (shelved 9 times as toyota ) avg rating 4.19 — 1,893 ratings — published 2009 Want to Read saving… Want to Read Currently Reading Read Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars The Toyota Way: 14 Management Principles from the World's Greatest Manufacturer (Hardcover) by Jeffrey K. Liker (shelved 9 times as toyota ) avg rating 4.08 — 11,443 ratings — published 2003 Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars The Elegant Solution: Toyota's Formula for Mastering Innovation (Hardcover) by Matthew E. May (shelved 5 times as toyota ) avg rating 4.09 — 211 ratings — published 2006 Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars Toyota Production System: An Integrated Approach to Just-In-Time, 4th Edition (Hardcover) by Yasuhiro Monden (shelved 5 times as toyota ) avg rating 4.31 — 68 ratings — published 1996 Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars Toyota Talent: Developing Your People the Toyota Way (Hardcover) by Jeffrey K. Liker (shelved 5 times as toyota ) avg rating 3.88 — 284 ratings — published 2007 Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars The Toyota Way Fieldbook (Paperback) by Jeffrey K. Liker (shelved 5 times as toyota ) avg rating 4.17 — 704 ratings — published 2005 Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars How Toyota Became #1: Leadership Lessons from the World's Greatest Car Company (Hardcover) by David Magee (Goodreads Author) (shelved 4 times as toyota ) avg rating 3.87 — 231 ratings — published 2003 Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars The Toyota Way to Lean Leadership: Achieving and Sustaining Excellence Through Leadership Development (Hardcover) by Jeffrey K. Liker (shelved 4 times as toyota ) avg rating 4.07 — 1,149 ratings — published 2011 Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars Toyota Production System: Beyond large-scale production (Hardcover) by Taiichi Ohno (shelved 4 times as toyota ) avg rating 4.11 — 2,041 ratings — published 1978 Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars The Machine That Changed the World : The Story of Lean Production (Paperback) by James P. Womack (shelved 3 times as toyota ) avg rating 4.03 — 2,519 ratings — published 1990 Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars The Toyota Mindset, The Ten Commandments of Taiichi Ohno (Paperback) by Yoshihito Wakamatsu (shelved 2 times as toyota ) avg rating 4.28 — 18 ratings — published 2009 Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars Against All Odds: The Story of the Toyota Motor Corporation and the Family That Created It (Hardcover) by Yukiyasu Togo (shelved 2 times as toyota ) avg rating 4.00 — 20 ratings — published 1993 Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars Toyota Kaizen Methods: Six Steps to Improvement (Paperback) by Isao Kato (shelved 2 times as toyota ) avg rating 4.00 — 23 ratings — published 2010 Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars Total Quality Control for Management: Strategies and Techniques from Toyota and Toyoda Gosei (Hardcover) by Masao Nemoto (shelved 2 times as toyota ) avg rating 4.80 — 5 ratings — published 1987 Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars Toyota Under Fire: Lessons for Turning Crisis into Opportunity (Hardcover) by Jeffrey K. Liker (shelved 2 times as toyota ) avg rating 4.05 — 101 ratings — published 2011 Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars The 5S Desktop (PC) Pocket Handbook - Using the Power of the Toyota Production System (Lean) to Organize and Control Your Electronic Files and Folders by Vlado Baban (shelved 2 times as toyota ) avg rating 4.00 — 5 ratings — published 2009 Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars Understanding A3 Thinking: A Critical Component of Toyota's PDCA Management System (Hardcover) by Durward K. Sobek II (shelved 2 times as toyota ) avg rating 4.04 — 278 ratings — published 2008 Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars Inside the Mind of Toyota: Management Principles for Enduring Growth (Hardcover) by Satoshi Hino (shelved 2 times as toyota ) avg rating 3.78 — 18 ratings — published 2005 Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars A Study of the Toyota Production System: From an Industrial Engineering Viewpoint (Produce What Is Needed, When It's Needed) by Shigeo Shingo (shelved 2 times as toyota ) avg rating 4.10 — 108 ratings — published 1989 Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars The Toyota Product Development System: Integrating People, Process And Technology (Hardcover) by James M. Morgan (shelved 2 times as toyota ) avg rating 3.94 — 105 ratings — published 2006 Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars The Evolution of a Manufacturing System at Toyota (Hardcover) by Takahiro Fujimoto (shelved 2 times as toyota ) avg rating 4.40 — 10 ratings — published 1999 Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars Toyota Culture: The Heart and Soul of the Toyota Way (Hardcover) by Jeffrey K. Liker (shelved 2 times as toyota ) avg rating 4.11 — 336 ratings — published 2007 Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars Harvard Business Review on Manufacturing Excellence at Toyota (Harvard Business Review Paperback Series) by Harvard Business School Press (compiler) (shelved 2 times as toyota ) avg rating 3.86 — 7 ratings — published 2008 Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars Fixing Toyota: Quality Is Hard--Lean Is Much Harder (Kindle Edition) by Richard Schonberger (shelved 2 times as toyota ) avg rating 2.00 — 1 rating — published 2010 Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars Extreme Toyota: Radical Contradictions That Drive Success at the World's Best Manufacturer (Hardcover) by Emi Osono (shelved 2 times as toyota ) avg rating 3.39 — 119 ratings — published 2008 Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars Taiichi Ohno's Workplace Management (Hardcover) by Taiichi Ohno (shelved 2 times as toyota ) avg rating 4.38 — 301 ratings — published 1988 Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars Expert JDM Secrets: The Complete A-Z Guide to JDM Projects + How to Buy Japanese Cars and Engines Without Losing Losing Money, Time, and Energy (Kindle Edition) by Lex Maru (shelved 1 time as toyota ) avg rating 5.00 — 5 ratings — published Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars Driven: An Autobiography (Audio CD) by Larry H. Miller (shelved 1 time as toyota ) avg rating 4.12 — 1,839 ratings — published 2010 Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars Bluegrass Paradise: Royal Spring and the Birth of Georgetown, Kentucky (Hardcover) by Gary A O'Dell (shelved 1 time as toyota ) avg rating 4.50 — 2 ratings — published Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars Learning to See: Value Stream Mapping to Add Value and Eliminate MUDA (Spiral-bound) by Mike Rother (shelved 1 time as toyota ) avg rating 4.13 — 764 ratings — published 1999 Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars Managing to Learn: Using the A3 Management Process to Solve Problems, Gain Agreement, Mentor and Lead (Paperback) by John Shook (shelved 1 time as toyota ) avg rating 4.11 — 627 ratings — published 2008 Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars Toyota: Fifty Years in Motion (English and Japanese Edition) by Eiji Toyoda (shelved 1 time as toyota ) avg rating 3.31 — 13 ratings — published 1987 Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars Factory Physics (Hardcover) by Wallace J. Hopp (shelved 1 time as toyota ) avg rating 4.29 — 113 ratings — published 1995 Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars Courage and Change the Life of Kiichiro Toyoda (Hardcover) by Edmund R. (translator) Wada, Kazuo (author); Yui, Tsunehiko (author); Skrzypczak (shelved 1 time as toyota ) avg rating 3.33 — 3 ratings — published Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars Die Toyota Kultur (Hardcover) by Michael Hoseus (shelved 1 time as toyota ) avg rating 0.0 — 0 ratings — published Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars Toyota Kata Culture: Building Organizational Capability and Mindset through Kata Coaching (Spiral-bound) by Mike Rother (shelved 1 time as toyota ) avg rating 4.03 — 70 ratings — published Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars Professional Automotive Engine Application & Identification Guide - Block, Crankshaft & Head Casting Numbers.: AMC Jeep Eagle Chrysler Dodge Plymouth Ford Lincoln Mercury Buick Cadillac Chevrolet Oldsmobile Pontiac IHC Honda Isuzu Mazda Nissan Toyota (Paperback) by NOT A BOOK (shelved 1 time as toyota ) avg rating 0.0 — 0 ratings — published Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars The Birth of Lean (Kindle Edition) by Koichi Shimokawa (Editor) (shelved 1 time as toyota ) avg rating 4.29 — 35 ratings — published 2009 Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars Cherry Magic! Thirty Years of Virginity Can Make You a Wizard?! 13 (Paperback) by Yuu Toyota (shelved 1 time as toyota ) avg rating 4.19 — 628 ratings — published 2023 Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars 30歳まで童貞だと魔法使いになれるらしい 12 (30歳まで童貞だと魔法使いになれるらしい, #12) by Yuu Toyota (shelved 1 time as toyota ) avg rating 4.36 — 764 ratings — published 2023 Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars Leading the Lean Healthcare Journey (Paperback) by Joan Wellman (shelved 1 time as toyota ) avg rating 3.56 — 9 ratings — published Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars Toyota Yaris Owners Workshop Manual (Paperback) by Anonymous (shelved 1 time as toyota ) avg rating 0.0 — 0 ratings — published Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars Cherry Magic! Thirty Years of Virginity Can Make You a Wizard?!, Vol. 11 (Paperback) by Yuu Toyota (shelved 1 time as toyota ) avg rating 4.41 — 940 ratings — published Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars A Man Called Ove (Hardcover) by Fredrik Backman (Goodreads Author) (shelved 1 time as toyota ) avg rating 4.38 — 1,210,681 ratings — published 2012 Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars 30歳まで童貞だと魔法使いになれるらしい 10 (Paperback) by Yuu Toyota (shelved 1 time as toyota ) avg rating 4.58 — 1,156 ratings — published 2022 Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars 30살까지 동정이면 마법사가 될 수 있대 9 (Paperback) by Yuu Toyota (shelved 1 time as toyota ) avg rating 4.37 — 1,313 ratings — published 2022 Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars Cherry Magic! Thirty Years of Virginity Can Make You a Wizard?!, Vol. 8 (Paperback) by Yuu Toyota (shelved 1 time as toyota ) avg rating 4.52 — 1,552 ratings — published 2021 Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars Cherry Magic! Thirty Years of Virginity Can Make You a Wizard?!, Vol. 7 (Paperback) by Yuu Toyota (shelved 1 time as toyota ) avg rating 4.49 — 1,686 ratings — published 2021 Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars Cherry Magic! Thirty Years of Virginity Can Make You a Wizard?!, Vol. 5 (Paperback) by Yuu Toyota (shelved 1 time as toyota ) avg rating 4.43 — 2,143 ratings — published 2020 Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars Cherry Magic! Thirty Years of Virginity Can Make You a Wizard?!, Vol. 4 (Paperback) by Yuu Toyota (shelved 1 time as toyota ) avg rating 4.34 — 2,367 ratings — published 2020 Want to Read saving… Error rating book. Refresh and try again. Rate this book Clear rating 1 of 5 stars 2 of 5 stars 3 of 5 stars 4 of 5 stars 5 of 5 stars Lists Tagged “Toyota” Top Management Books 223 books — 218 voters Quotes Tagged “Toyota” “Some might debate whether people are born with talent, or whether it is developed. Toyota’s stand is clear—give us the seeds of talent and we will plant them, tend the soil, water and nurture the seedlings, and eventually harvest the fruits of our labor... Of course the wise farmer selects only the best seeds, but even with careful selection there is no guarantee that the seeds will grow, or that the fruits they yield will be sweet, and yet the effort must be made because it provides the best chance of developing a strong crop.” ― Jeffrey K. Liker, Toyota Talent: Developing Your People the Toyota Way 1 likes “When a business utilizes resources wisely, it becomes better able to widen the margins between revenues and expenses.” ― Hendrith Vanlon Smith Jr 8 likes More quotes... Videos Tagged “Toyota” Fox Business News - Lauren Bloom - Toyota Apology Building An Outstanding Organization More videos... Company About us Careers Terms Privacy Interest Based Ads Ad Preferences Help Work with us Authors Advertise Authors & ads blog Connect © 2026 Goodreads, Inc. Mobile version Welcome back. Just a moment while we sign you in to your Goodreads account. | 2026-01-13T08:48:02 |
https://developers.reddit.com/apps/flairassistant | Flair Assistant | Reddit for Developers Readme FlairAssistant FlairAssistant is a Devvit app that allows moderators to configure predefined actions that are executed when they set a specific flair on a post. This can be used to leave removal reasons, ban the author, or perform one of many other actions. Documentation: https://www.reddit.com/r/PitchforkAssistant/wiki/flairassistant/ Config Generator: https://pitchforkassistant.github.io/devvit-flair-assistant/ Schema Validator/Example: https://www.jsonschemavalidator.net/s/TCCwFOBp/ Change Log This section summarizes the changes made for each published version of the app, unpublished versions are not listed, but you can always view the full changes to the code on GitHub . 0.3.3 This update may fix some odd behavior with the order of actions and improves settings loading. 0.3.0 This update added multiple new possible actions that flairs can trigger: clearUserFlair - Clears the user flair of the post's author. This was possible before by setting the userFlair field to an empty object, but now it has its own field for clarity. postFlair - Changes the post's flair. removalReason - Applies a native Reddit removal reason to the post. userNote - Adds a user note to the author of the post. message - Sends a message to the post's author or the subreddit. About this app PitchforkAssistant Creator App identifier flairassistant Version 0.3.3 Send feedback Company Reddit, Inc. Reddit for Business Careers Press Contact Blog Community Reddit.com Reddit for Community Content Policy Help Center Moderator Code of Conduct Privacy & Safety Privacy Policy User agreement Transparency Report r/redditsecurity Other Terms and Policies Copyright 2026 Reddit Inc. All rights reserved. Company Reddit, Inc. Reddit for Business Careers Press Contact Blog Community Reddit.com Reddit for Community Content Policy Help Center Moderator Code of Conduct Privacy & Safety Privacy Policy User agreement Transparency Report r/redditsecurity Other Terms and Policies Copyright 2026 Reddit Inc. All rights reserved. | 2026-01-13T08:48:02 |
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rgba(0,0,0,.1);--kite-form-control-text-line-height:1.25;--kite-form-control-text-overflow:clip;--kite-form-control-border-radius:0;--kite-form-control-margin-top:0;--kite-form-control-margin-right:0;--kite-form-control-margin-bottom:0;--kite-form-control-margin-left:0;--kite-form-control-max-width:18rem;--kite-form-control-addon-padding-top:0;--kite-form-control-addon-padding-bottom:0;--kite-form-control-helper-text-size:0.75rem;--kite-form-control-helper-text-line-height:1.333;--kite-form-control-picker-transition-target-property:opacity;--kite-form-control-picker-min-width:18rem;--kite-form-control-picker-backdrop-opacity:0.8;--kite-form-control-picker-list-item-padding-top:0.625rem;--kite-form-control-picker-list-item-padding-bottom:0.625rem;--kite-form-control-picker-list-item-padding-left:0;--kite-form-control-input-max-width:18rem;--kite-grid-xs-columns:4;--kite-grid-sm-columns:4;--kite-grid-md-columns:4;--kite-grid-lg-columns:12;--kite-grid-xl-columns:12;--kite-grid-2xl-columns:12;--kite-grid-xxl-columns:12;--kite-typography-sm-display-size:3rem;--kite-typography-sm-display-line-height:1.25;--kite-typography-sm-title-1-size:2.625rem;--kite-typography-sm-title-1-line-height:1.238;--kite-typography-sm-title-2-size:2rem;--kite-typography-sm-title-2-line-height:1.25;--kite-typography-sm-title-3-size:1.75rem;--kite-typography-sm-title-3-line-height:1.286;--kite-typography-sm-title-4-size:1.5rem;--kite-typography-sm-title-4-line-height:1.333;--kite-typography-sm-title-5-size:1.25rem;--kite-typography-sm-title-5-line-height:1.4;--kite-typography-sm-title-6-size:1.125rem;--kite-typography-sm-title-6-line-height:1.333;--kite-typography-sm-body-display-size:1.25rem;--kite-typography-sm-body-display-line-height:1.6;--kite-typography-sm-body-size:1rem;--kite-typography-sm-body-line-height:1.5;--kite-typography-sm-eyebrow-size:0.875rem;--kite-typography-sm-eyebrow-line-height:1.429;--kite-typography-sm-eyebrow-text-transform:uppercase;--kite-typography-sm-caption-1-size:0.875rem;--kite-typography-sm-caption-1-line-height:1.429;--kite-typography-sm-caption-2-size:0.75rem;--kite-typography-sm-caption-2-line-height:1.333;--kite-typography-lg-display-size:4rem;--kite-typography-lg-display-line-height:1.125;--kite-typography-lg-title-1-size:3rem;--kite-typography-lg-title-1-line-height:1.167;--kite-typography-lg-title-2-size:2.625rem;--kite-typography-lg-title-2-line-height:1.238;--kite-typography-lg-title-3-size:2.25rem;--kite-typography-lg-title-3-line-height:1.111;--kite-typography-lg-title-4-size:1.75rem;--kite-typography-lg-title-4-line-height:1.286;--kite-typography-lg-title-5-size:1.5rem;--kite-typography-lg-title-5-line-height:1.333;--kite-typography-lg-title-6-size:1.25rem;--kite-typography-lg-title-6-line-height:1.4;--kite-typography-lg-body-display-size:1.25rem;--kite-typography-lg-body-display-line-height:1.6;--kite-typography-lg-body-size:1rem;--kite-typography-lg-body-line-height:1.5;--kite-typography-lg-eyebrow-size:1rem;--kite-typography-lg-eyebrow-line-height:1.5;--kite-typography-lg-eyebrow-text-transform:uppercase;--kite-typography-lg-caption-1-size:0.875rem;--kite-typography-lg-caption-1-line-height:1.429;--kite-typography-lg-caption-2-size:0.75rem;--kite-typography-lg-caption-2-line-height:1.333;--kite-typography-sm-caption-size:0.875rem;--kite-typography-sm-caption-line-height:1.429;--kite-typography-lg-caption-size:0.875rem;--kite-typography-lg-caption-line-height:1.429;--kite-typography-rutledge-sm-display-size:3rem;--kite-typography-rutledge-sm-display-line-height:1.25;--kite-typography-rutledge-sm-title-1-size:2.5rem;--kite-typography-rutledge-sm-title-1-line-height:1.3;--kite-typography-rutledge-sm-title-2-size:2.25rem;--kite-typography-rutledge-sm-title-2-line-height:1.222;--kite-typography-rutledge-sm-title-3-size:2rem;--kite-typography-rutledge-sm-title-3-line-height:1.25;--kite-typography-rutledge-sm-title-4-size:1.75rem;--kite-typography-rutledge-sm-title-4-line-height:1.286;--kite-typography-rutledge-sm-title-5-size:1.5rem;--kite-typography-rutledge-sm-title-5-line-height:1.25;--kite-typography-rutledge-sm-title-6-size:1.25rem;--kite-typography-rutledge-sm-title-6-line-height:1.3;--kite-typography-rutledge-sm-body-display-size:1.25rem;--kite-typography-rutledge-sm-body-display-line-height:1.3;--kite-typography-rutledge-sm-body-size:1rem;--kite-typography-rutledge-sm-body-line-height:1.5;--kite-typography-rutledge-sm-eyebrow-size:0.875rem;--kite-typography-rutledge-sm-eyebrow-style:uppercase;--kite-typography-rutledge-sm-eyebrow-line-height:1.571;--kite-typography-rutledge-sm-caption-size:0.875rem;--kite-typography-rutledge-sm-caption-line-height:1.571;--kite-typography-rutledge-lg-display-size:4rem;--kite-typography-rutledge-lg-display-line-height:1.125;--kite-typography-rutledge-lg-title-1-size:3rem;--kite-typography-rutledge-lg-title-1-line-height:1.25;--kite-typography-rutledge-lg-title-2-size:2.5rem;--kite-typography-rutledge-lg-title-2-line-height:1.25;--kite-typography-rutledge-lg-title-3-size:2.25rem;--kite-typography-rutledge-lg-title-3-line-height:1.222;--kite-typography-rutledge-lg-title-4-size:2rem;--kite-typography-rutledge-lg-title-4-line-height:1.25;--kite-typography-rutledge-lg-title-5-size:1.5rem;--kite-typography-rutledge-lg-title-5-line-height:1.25;--kite-typography-rutledge-lg-title-6-size:1.25rem;--kite-typography-rutledge-lg-title-6-line-height:1.3;--kite-typography-rutledge-lg-body-display-size:1.25rem;--kite-typography-rutledge-lg-body-display-line-height:1.3;--kite-typography-rutledge-lg-body-size:1rem;--kite-typography-rutledge-lg-body-line-height:1.5;--kite-typography-rutledge-lg-eyebrow-size:1rem;--kite-typography-rutledge-lg-eyebrow-style:uppercase;--kite-typography-rutledge-lg-eyebrow-line-height:1.5;--kite-typography-rutledge-lg-caption-size:0.875rem;--kite-typography-rutledge-lg-caption-line-height:1.429;--kite-typography-rutledge-xxs-title-1-size:1.3125rem;--kite-typography-rutledge-xxs-title-1-line-height:1.333;--kite-typography-rutledge-xxs-title-2-size:1.125rem;--kite-typography-rutledge-xxs-title-2-line-height:1.5;--kite-typography-rutledge-xxs-title-3-size:1rem;--kite-typography-rutledge-xxs-title-3-line-height:1.5;--kite-typography-rutledge-xxs-title-4-size:0.875rem;--kite-typography-rutledge-xxs-title-4-line-height:1.5;--kite-typography-rutledge-xxs-title-5-size:0.875rem;--kite-typography-rutledge-xxs-title-5-line-height:1.5;--kite-typography-rutledge-xxs-body-size:0.875rem;--kite-typography-rutledge-xxs-body-line-height:1.5;--kite-typography-rutledge-xxs-eyebrow-size:0.8125rem;--kite-typography-rutledge-xxs-eyebrow-style:uppercase;--kite-typography-rutledge-xxs-eyebrow-line-height:1.538;--kite-typography-rutledge-xxs-caption-size:0.75rem;--kite-typography-rutledge-xxs-caption-line-height:1.5;--kite-typography-rutledge-xs-title-1-size:1.4375rem;--kite-typography-rutledge-xs-title-1-line-height:1.304;--kite-typography-rutledge-xs-title-2-size:1.1875rem;--kite-typography-rutledge-xs-title-2-line-height:1.421;--kite-typography-rutledge-xs-title-3-size:1.0625rem;--kite-typography-rutledge-xs-title-3-line-height:1.471;--kite-typography-rutledge-xs-title-4-size:0.9375rem;--kite-typography-rutledge-xs-title-4-line-height:1.533;--kite-typography-rutledge-xs-title-5-size:0.9375rem;--kite-typography-rutledge-xs-title-5-line-height:1.533;--kite-typography-rutledge-xs-body-size:0.9375rem;--kite-typography-rutledge-xs-body-line-height:1.533;--kite-typography-rutledge-xs-eyebrow-size:0.8125rem;--kite-typography-rutledge-xs-eyebrow-style:uppercase;--kite-typography-rutledge-xs-eyebrow-line-height:1.538;--kite-typography-rutledge-xs-caption-size:0.75rem;--kite-typography-rutledge-xs-caption-line-height:1.5;--kite-typography-rutledge-md-title-1-size:2.25rem;--kite-typography-rutledge-md-title-1-line-height:1.25;--kite-typography-rutledge-md-title-2-size:1.75rem;--kite-typography-rutledge-md-title-2-line-height:1.286;--kite-typography-rutledge-md-title-3-size:1.5rem;--kite-typography-rutledge-md-title-3-line-height:1.292;--kite-typography-rutledge-md-title-4-size:1.25rem;--kite-typography-rutledge-md-title-4-line-height:1.05;--kite-typography-rutledge-md-title-5-size:1rem;--kite-typography-rutledge-md-title-5-line-height:1.5;--kite-typography-rutledge-md-body-size:1rem;--kite-typography-rutledge-md-body-line-height:1.5;--kite-typography-rutledge-md-eyebrow-size:0.875rem;--kite-typography-rutledge-md-eyebrow-style:uppercase;--kite-typography-rutledge-md-eyebrow-line-height:1.5;--kite-typography-rutledge-md-caption-size:0.75rem;--kite-typography-rutledge-md-caption-line-height:1.75;--kite-typography-rutledge-xl-title-1-size:3.5rem;--kite-typography-rutledge-xl-title-1-line-height:1.393;--kite-typography-rutledge-xl-title-2-size:2.625rem;--kite-typography-rutledge-xl-title-2-line-height:1.429;--kite-typography-rutledge-xl-title-3-size:2.25rem;--kite-typography-rutledge-xl-title-3-line-height:1.056;--kite-typography-rutledge-xl-title-4-size:1.75rem;--kite-typography-rutledge-xl-title-4-line-height:0.964;--kite-typography-rutledge-xl-title-5-size:1.5rem;--kite-typography-rutledge-xl-title-5-line-height:1;--kite-typography-rutledge-xl-body-size:1.5rem;--kite-typography-rutledge-xl-body-line-height:1.333;--kite-typography-rutledge-xl-eyebrow-size:1.375rem;--kite-typography-rutledge-xl-eyebrow-style:uppercase;--kite-typography-rutledge-xl-eyebrow-line-height:1.091;--kite-typography-rutledge-xl-caption-size:1.25rem;--kite-typography-rutledge-xl-caption-line-height:1.2;--kite-accordion-background-color:transparent;--kite-accordion-border-radius:0;--kite-accordion-margin-top:0;--kite-accordion-margin-right:0;--kite-accordion-margin-bottom:0;--kite-accordion-margin-left:0;--kite-accordion-hover-background-color:rgba(0,18,33,.02);--kite-accordion-trigger-width:100%;--kite-accordion-expanded-padding-top:0;--kite-accordion-hover-background-opacity:0.02;--kite-accordion-hover-background-opacity-dark:0.05;--kite-alert-margin-top:0;--kite-alert-margin-right:0;--kite-alert-margin-bott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";--kite-blockquote-cite-text-size:80%;--kite-button-text-align:left;--kite-button-text-line-height:1.5;--kite-button-border-color:transparent;--kite-button-margin-top:0;--kite-button-margin-right:0;--kite-button-margin-bottom:0;--kite-button-margin-left:0;--kite-button-padding-top:0.625rem;--kite-button-padding-bottom:0.625rem;--kite-button-width:100%;--kite-button-secondary-background-color:transparent;--kite-button-borderless-background-color:transparent;--kite-button-shrinkwrap-width:auto;--kite-button-shrinkwrap-min-width-sm:5.625rem;--kite-button-shrinkwrap-min-width-md:8.125rem;--kite-button-shrinkwrap-min-width-lg:13.125rem;--kite-button-shrinkwrap-min-width-xl:18rem;--kite-button-primary-border-color-dark:transparent;--kite-button-primary-active-border-color-dark:transparent;--kite-button-primary-disabled-border-color-dark:transparent;--kite-button-primary-focus-border-color-dark:transparent;--kite-button-primary-hover-border-color-dark:transparent;--kite-button-secondary-background-color-dark:transparent;--kite-button-secondary-active-border-color-dark:transparent;--kite-button-secondary-disabled-background-color-dark:transparent;--kite-button-secondary-focus-border-color-dark:transparent;--kite-button-secondary-hover-border-color-dark:transparent;--kite-button-borderless-background-color-dark:transparent;--kite-button-borderless-border-color-dark:transparent;--kite-button-borderless-active-background-color-dark:transparent;--kite-button-borderless-active-border-color-dark:transparent;--kite-button-borderless-disabled-background-color-dark:transparent;--kite-button-borderless-disabled-border-color-dark:transparent;--kite-button-borderless-focus-background-color-dark:transparent;--kite-button-borderless-focus-border-color-dark:transparent;--kite-button-borderless-hover-background-color-dark:transparent;--kite-button-borderless-hover-border-color-dark:transparent;--kite-calendar-margin-top:0;--kite-calendar-margin-right:0;--kite-calendar-margin-bottom:0;--kite-calendar-margin-left:0;--kite-calendar-day-text-align:center;--kite-calendar-day-due-text-size:0.625rem;--kite-calendar-day-due-text-line-height:1.3;--kite-calendar-day-due-text-transform:uppercase;--kite-calendar-day-due-offset:0.3125rem;--kite-calendar-feedback-padding-bottom:0;--kite-calendar-month-year-margin-right:0;--kite-calendar-month-year-margin-left:0;--kite-calendar-standalone-padding-top:0;--kite-calendar-standalone-padding-right:0;--kite-calendar-standalone-padding-left:0;--kite-calendar-standalone-min-width:18rem;--kite-calendar-standalone-min-height:18.625rem;--kite-calendar-day-disabled-text-decoration-line:line-through;--kite-card-margin-top:0;--kite-card-margin-right:0;--kite-card-margin-bottom:0;--kite-card-margin-left:0;--kite-checkbox-background-color:transparent;--kite-checkbox-margin-top:0;--kite-checkbox-margin-right:0;--kite-checkbox-margin-left:0;--kite-checkbox-hover-background:transparent;--kite-checkbox-label-margin-bottom:0;--kite-checkbox-background-color-dark:transparent;--kite-chip-margin-top:0;--kite-chip-margin-left:0;--kite-chip-focus-ring-offset:0.375rem;--kite-chip-selected-padding-right:1.1875rem;--kite-chip-selected-padding-left:1.1875rem;--kite-chip-icon-width:1.125rem;--kite-chip-icon-height:1.125rem;--kite-chip-multiline-height:auto;--kite-combobox-margin-top:0;--kite-combobox-margin-right:0;--kite-combobox-margin-bottom:0;--kite-combobox-margin-left:0;--kite-combobox-picker-offset-x:0;--kite-data-table-text-align:left;--kite-data-table-text-line-height:1.571;--kite-data-table-border-radius:0;--kite-data-table-margin-top:0;--kite-data-table-margin-right:0;--kite-data-table-margin-bottom:0;--kite-data-table-margin-left:0;--kite-data-table-scroll-shadow:inset -14px 0 10px -14px rgba(0,0,0,.2);--kite-data-table-scroll-shadow-width:5px;--kite-data-table-menu-cell-padding-right:0;--kite-data-table-menu-cell-padding-left:0;--kite-data-table-menu-column-padding-top:0;--kite-data-table-menu-column-padding-right:0;--kite-data-table-menu-column-padding-bottom:0;--kite-data-table-menu-column-padding-left:0;--kite-data-table-menu-column-width:2.75rem;--kite-data-table-title-row-border-bottom-style:solid;--kite-date-input-margin-top:0;--kite-date-input-margin-right:0;--kite-date-input-margin-bottom:0;--kite-date-input-margin-left:0;--kite-date-input-picker-padding-top:0;--kite-date-input-label-height:1.5rem;--kite-dialog-text-align:left;--kite-dialog-text-line-height:1.625;--kite-dialog-border-radius:0;--kite-dialog-margin-top:0;--kite-dialog-margin-right:0;--kite-dialog-margin-bottom:0;--kite-dialog-margin-left:0;--kite-dialog-max-width:42.5rem;--kite-dialog-breakpoint-md-width:75%;--kite-dialog-breakpoint-md-max-height:72%;--kite-dialog-breakpoint-lg-width:66.66%;--kite-dialog-breakpoint-lg-max-height:72%;--kite-dialog-breakpoint-xl-width:66.66%;--kite-dialog-breakpoint-xl-max-height:84%;--kite-dialog-breakpoint-2xl-width:50%;--kite-dialog-breakpoint-2xl-max-height:84%;--kite-dialog-position-x:center;--kite-dialog-position-y:center;--kite-dialog-transition-duration:0;--kite-dialog-overlay-opacity:0.8;--kite-dialog-content-padding-top:0;--kite-dialog-button-min-width:15.25rem;--kite-dialog-full-size-width:100%;--kite-dialog-full-size-height:100%;--kite-dialog-default-size-md-max-height:72%;--kite-dialog-default-size-lg-max-height:72%;--kite-dialog-default-size-xl-max-height:84%;--kite-dialog-default-size-xxl-max-height:84%;--kite-dropdown-text-overflow:ellipsis;--kite-dropdown-margin-top:0;--kite-dropdown-margin-right:0;--kite-dropdown-margin-left:0;--kite-dropdown-list-min-width:10.5rem;--kite-dropdown-list-activated-opacity:1;--kite-dropdown-list-opacity:0;--kite-dropdown-list-transition-target-property:opacity;--kite-dropdown-list-item-padding-left:0;--kite-dropdown-inline-background-color:transparent;--kite-dropdown-inline-border-color:transparent;--kite-dropdown-inline-margin-top:0;--kite-dropdown-inline-margin-right:0;--kite-dropdown-inline-margin-bottom:0;--kite-dropdown-inline-margin-left:0;--kite-dropdown-inline-padding-top:0;--kite-dropdown-inline-padding-right:0;--kite-dropdown-inline-padding-bottom:0;--kite-dropdown-inline-padding-left:0;--kite-dropdown-inline-disabled-background-color:transparent;--kite-dropdown-list-elevation-dark:0 2px 8px 0 rgba(0,0,0,.5);--kite-dropdown-list-hidden-opacity:0;--kite-dropdown-list-visible-opacity:1;--kite-dropdown-inline-background-color-dark:transparent;--kite-dropdown-inline-border-color-dark:transparent;--kite-dynamic-hint-border-color-dark:transparent;--kite-dynamic-hint-elevation-dark:0 2px 8px 0 rgba(0,0,0,.5);--kite-dynamic-hint-arrow-border-color-dark:transparent;--kite-interactive-list-background-color:transparent;--kite-interactive-list-border-radius:0;--kite-interactive-list-margin-top:0;--kite-interactive-list-margin-right:0;--kite-interactive-list-margin-bottom:0;--kite-interactive-list-margin-left:0;--kite-interactive-list-padding-top:0;--kite-interactive-list-padding-right:0;--kite-interactive-list-padding-bottom:0;--kite-interactive-list-padding-left:0;--kite-interactive-list-item-background-color:transparent;--kite-interactive-list-item-margin-top:0;--kite-interactive-list-item-margin-right:0;--kite-interactive-list-item-margin-bottom:0;--kite-interactive-list-item-margin-left:0;--kite-interactive-list-item-title-text-line-height:1.2;--kite-interactive-list-item-hover-background-color:rgba(0,18,33,.02);--kite-interactive-list-item-breakpoint-md-title-text-line-height:1.2;--kite-interactive-list-image-max-width:5rem;--kite-interactive-list-image-max-height:5rem;--kite-interactive-list-start-max-width:5rem;--kite-interactive-list-item-hover-background-color-dark:255,255,255;--kite-interactive-list-item-hover-background-opacity-dark:0.05;--kite-interactive-list-md-padding-top:0;--kite-interactive-list-md-padding-bottom:0;--kite-interactive-list-xl-padding-top:0;--kite-interactive-list-xl-padding-bottom:0;--kite-interactive-list-xxl-padding-top:0;--kite-interactive-list-xxl-padding-bottom:0;--kite-interactive-list-item-hover-background-opacity:0.02;--kite-link-background-color:transparent;--kite-link-text-decoration-line:underline;--kite-link-border-radius:0;--kite-link-border-width:0;--kite-link-margin-top:0;--kite-link-margin-right:0;--kite-link-margin-bottom:0;--kite-link-margin-left:0;--kite-link-padding-top:0;--kite-link-padding-right:0;--kite-link-padding-bottom:0;--kite-link-padding-left:0;--kite-link-standalone-text-decoration-line:none;--kite-link-standalone-hover-text-decoration:underline;--kite-link-standalone-press-text-decoration:underline;--kite-list-background-color:transparent;--kite-list-border-radius:0;--kite-list-margin-top:0;--kite-list-margin-right:0;--kite-list-margin-bottom:0;--kite-list-margin-left:0;--kite-list-padding-top:0;--kite-list-padding-right:0;--kite-list-padding-bottom:0;--kite-list-padding-left:0;--kite-list-item-background-color:transparent;--kite-list-item-margin-top:0;--kite-list-item-margin-right:0;--kite-list-item-margin-bottom:0;--kite-list-item-margin-left:0;--kite-list-item-image-md-max-width:3.75rem;--kite-list-item-image-md-max-height:3.75rem;--kite-list-item-image-lg-max-width:5rem;--kite-list-item-image-lg-max-height:5rem;--kite-list-item-payment-logo-border-radius:0;--kite-list-item-payment-logo-margin-top:0;--kite-list-item-hover-background-color:rgba(0,18,33,.02);--kite-list-item-expandable-content-padding-top:0;--kite-list-item-breakpoint-md-title-text-line-height:1.2;--kite-list-item-payment-logo-margin:0;--kite-list-start-max-width:5rem;--kite-menu-list-min-width:10.5rem;--kite-menu-list-activated-opacity:1;--kite-menu-list-opacity:0;--kite-menu-list-transition-target-property:opacity;--kite-menu-list-item-padding-top:0.625rem;--kite-menu-list-item-padding-bottom:0.625rem;--kite-menu-trigger-background-color:transparent;--kite-menu-trigger-disabled-background-color:transparent;--kite-menu-contextual-label-trigger-padding-top:0.625rem;--kite-menu-contextual-label-trigger-padding-bottom:0.625rem;--kite-menu-list-elevation-dark:0 2px 8px 0 rgba(0,0,0,.5);--kite-menu-list-hidden-opacity:0;--kite-menu-list-visible-opacity:1;--kite-menu-list-transition-curve:cubic-bezier(0.25,0.8,0.5,1);--kite-meter-circular-width:5.5rem;--kite-meter-circular-width-px:88px;--kite-meter-circular-track-height-px:8px;--kite-meter-circular-sm-width-px:24px;--kite-meter-circular-sm-track-height:0.125rem;--kite-meter-circular-sm-track-height-px:2px;--kite-meter-circular-sm-tick-width:0.125rem;--kite-meter-circular-sm-icon-margin:0.375rem;--kite-meter-circular-lg-width:9.25rem;--kite-meter-circular-lg-width-px:148px;--kite-meter-linear-label-text-size:0.875rem;--kite-meter-linear-value-label-text-size:0.875rem;--kite-meter-linear-small-label-text-size:0.875rem;--kite-meter-linear-small-value-label-text-size:0.875rem;--kite-meter-linear-large-label-text-size:1rem;--kite-meter-linear-large-value-label-text-size:1rem;--kite-meter-circular-small-height:5.5rem;--kite-meter-circular-small-width:5.5rem;--kite-meter-circular-small-status-icon-margin:0.375rem;--kite-meter-circular-small-track-height:0.125rem;--kite-meter-circular-small-label-text-size:0.875rem;--kite-meter-circular-large-height:9.25rem;--kite-meter-circular-large-width:9.25rem;--kite-meter-circular-large-label-text-size:0.875rem;--kite-pagination-controls-margin-top:0;--kite-pagination-controls-breakpoint-lg-margin-bottom:0;--kite-pagination-controls-button-background-color:transparent;--kite-pagination-controls-button-border-radius:0;--kite-pagination-controls-button-width:4rem;--kite-pagination-controls-button-height:3.25rem;--kite-pagination-page-select-current-label-padding-top:0.625rem;--kite-pagination-page-select-current-label-padding-right:0.625rem;--kite-pagination-page-select-current-label-padding-bottom:0.625rem;--kite-pagination-page-select-current-label-padding-left:0.625rem;--kite-pagination-dropdown-margin-top:0;--kite-pagination-dropdown-margin-bottom:0;--kite-pagination-controls-background-color-dark:transparent;--kite-pagination-controls-button-background-color-dark:transparent;--kite-pagination-controls-button-previous-border-radius:0;--kite-payment-logo-border-color:transparent;--kite-payment-logo-margin-top:0;--kite-payment-logo-margin-right:0;--kite-payment-logo-margin-bottom:0;--kite-payment-logo-margin-left:0;--kite-payment-logo-padding-top:0;--kite-payment-logo-padding-right:0;--kite-payment-logo-padding-bottom:0;--kite-payment-logo-padding-left:0;--kite-popover-text-align:left;--kite-popover-max-width:100%;--kite-popover-max-height:37.5rem;--kite-popover-trigger-margin-top:0;--kite-popover-trigger-margin-right:0;--kite-popover-trigger-margin-bottom:0;--kite-popover-trigger-focus-ring-offset:0.0625rem;--kite-popover-dismiss-icon-margin-top:0;--kite-popover-dismiss-icon-margin-right:0;--kite-popover-dismiss-icon-margin-left:0;--kite-popover-border-color-dark:transparent;--kite-popover-elevation-dark:0 2px 8px 0 rgba(0,0,0,.5);--kite-popover-arrow-border-color-dark:transparent;--kite-progress-indicator-background-color:transparent;--kite-progress-indicator-border-color:transparent;--kite-progress-indicator-border-radius:0;--kite-progress-indicator-margin-top:0;--kite-progress-indicator-margin-right:0;--kite-progress-indicator-margin-bottom:0;--kite-progress-indicator-margin-left:0;--kite-progress-indicator-padding-top:0;--kite-progress-indicator-padding-right:0;--kite-progress-indicator-padding-bottom:0;--kite-progress-indicator-padding-left:0;--kite-progress-indicator-transition-delay:500ms;--kite-progress-indicator-label-text-align:left;--kite-progress-indicator-track-size-px:4px;--kite-progress-indicator-backdrop-opacity:0.95;--kite-progress-indicator-circular-width:2.5rem;--kite-progress-indicator-circular-width-px:40px;--kite-progress-indicator-circular-track-color:transparent;--kite-progress-indicator-circular-label-text-line-height:1.4;--kite-progress-indicator-circular-label-text-align:center;--kite-progress-indicator-circular-icon-width:2.75rem;--kite-progress-indicator-circular-sm-track-size-px:2px;--kite-progress-indicator-circular-sm-width-px:24px;--kite-progress-indicator-circular-sm-icon-width:1.625rem;--kite-progress-indicator-circular-lg-track-size-px:4px;--kite-progress-indicator-circular-lg-width:5rem;--kite-progress-indicator-circular-lg-width-px:80px;--kite-progress-indicator-circular-lg-icon-width:5rem;--kite-progress-indicator-border-color-dark:transparent;--kite-progress-indicator-lg-height:5rem;--kite-progress-indicator-lg-width:5rem;--kite-progress-indicator-md-height:2.5rem;--kite-progress-indicator-md-width:2.5rem;--kite-radio-background-color:transparent;--kite-radio-margin-top:0;--kite-radio-margin-right:0;--kite-radio-margin-left:0;--kite-radio-padding-top:0;--kite-radio-padding-right:0;--kite-radio-padding-bottom:0;--kite-radio-padding-left:0;--kite-radio-label-margin-bottom:0;--kite-radio-input-margin-left:0;--kite-search-input-margin-top:0;--kite-search-input-margin-right:0;--kite-search-input-margin-bottom:0;--kite-search-input-margin-left:0;--kite-select-text-overflow:ellipsis;--kite-select-margin-top:0;--kite-select-margin-right:0;--kite-select-margin-left:0;--kite-skip-link-text-line-height:1;--kite-skip-link-margin-top:0;--kite-skip-link-margin-right:0;--kite-skip-link-margin-bottom:0;--kite-skip-link-margin-left:0;--kite-skip-link-position:absolute;--kite-switch-background-color:transparent;--kite-switch-border-radius:0;--kite-switch-border-width:0;--kite-switch-margin-top:0;--kite-switch-margin-right:0;--kite-switch-margin-left:0;--kite-switch-padding-top:0;--kite-switch-padding-right:0;--kite-switch-padding-bottom:0;--kite-switch-padding-left:0;--kite-switch-disabled-track-opacity:1;--kite-switch-track-opacity:1;--kite-switch-on-track-opacity:1;--kite-switch-on-disabled-track-opacity:1;--kite-tabs-background-color:transparent;--kite-tabs-border-radius:0;--kite-tabs-border-width:0;--kite-tabs-margin-top:0;--kite-tabs-margin-right:0;--kite-tabs-margin-bottom:0;--kite-tabs-margin-left:0;--kite-tabs-padding-top:0;--kite-tabs-padding-right:0;--kite-tabs-padding-bottom:0;--kite-tabs-padding-left:0;--kite-tabs-tab-background:transparent;--kite-tabs-tab-text-align:center;--kite-tabs-tab-border-bottom-color:transparent;--kite-tabs-tab-min-width:5.625rem;--kite-tabs-panel-padding-right:0;--kite-tabs-panel-padding-bottom:0;--kite-tabs-panel-padding-left:0;--kite-tabs-item-border-bottom-color:transparent;--kite-tabs-item-border-bottom-color-dark:transparent;--kite-tabs-item-min-width:5.625rem;--kite-tag-text-line-height:1.714;--kite-tag-margin-top:0;--kite-tag-margin-right:0;--kite-tag-margin-bottom:0;--kite-tag-margin-left:0;--kite-tag-padding-top:0;--kite-tag-padding-bottom:0;--kite-tag-solid-border-color:transparent;--kite-text-area-margin-top:0;--kite-text-area-margin-right:0;--kite-text-area-margin-left:0;--kite-text-area-min-height:7.375rem;--kite-text-input-margin-top:0;--kite-text-input-margin-right:0;--kite-text-input-margin-left:0;--kite-time-input-margin-top:0;--kite-time-input-margin-right:0;--kite-time-input-margin-bottom:0;--kite-time-input-margin-left:0;--kite-time-input-icon-margin-right:0;--kite-time-input-placeholder-margin-left:0;--kite-toast-border-color:transparent;--kite-toast-border-width:0;--kite-toast-margin-right:0;--kite-toast-margin-left:0;--kite-toast-max-width:20rem;--kite-toast-icon-height:1.125rem;--kite-toast-icon-width:1.125rem;--kite-toast-line-height:1.25;--kite-toast-transition-curve:cubic-bezier(0.25,0.8,0.5,1);--kite-tooltip-border-color:transparent;--kite-tooltip-border-width:0;--kite-tooltip-margin-top:0;--kite-tooltip-margin-right:0;--kite-tooltip-margin-bottom:0;--kite-tooltip-margin-left:0;--kite-tooltip-max-width:90%;--kite-tooltip-max-height:4.25rem;--kite-tooltip-offset:0;--kite-tooltip-breakpoint-sm-max-width:20.3125rem;--kite-tooltip-arrow-directional-offset:0;--kite-border-width-thin:var(--kite-size-1,0.0625rem);--kite-border-width-thick:var(--kite-size-2,0.125rem);--kite-color-background:var(--kite-color-white,#fff);--kite-color-background-secondary:var(--kite-color-gray-10,#f8f8f8);--kite-color-text:var(--kite-color-black,#000);--kite-color-text-secondary:var(--kite-color-gray-30,#63738a);--kite-color-primary:var(--kite-color-blue-20,#0073d1);--kite-color-primary-focus:var(--kite-color-blue-30,#0062b2);--kite-color-primary-hover:var(--kite-color-blue-30,#0062b2);--kite-color-primary-press:var(--kite-color-blue-30,#0062b2);--kite-color-on-primary:var(--kite-color-white,#fff);--kite-color-caution:var(--kite-color-yellow-20,#faa41a);--kite-color-caution-muted:var(--kite-color-yellow-00,#fff3e0);--kite-color-on-caution:var(--kite-color-black,#000);--kite-color-negative:var(--kite-color-red-20,#d6312b);--kite-color-negative-muted:var(--kite-color-red-00,#ffefef);--kite-color-on-negative:var(--kite-color-white,#fff);--kite-color-neutral:var(--kite-color-light-blue-20,#5db8fc);--kite-color-neutral-muted:var(--kite-color-light-blue-00,#e8f8ff);--kite-color-on-neutral:var(--kite-color-black,#000);--kite-color-positive:var(--kite-color-green-20,#008516);--kite-color-positive-muted:var(--kite-color-green-00,#e8ffe8);--kite-color-on-positive:var(--kite-color-white,#fff);--kite-color-disabled:var(--kite-color-gray-25,#9ba9bd);--kite-color-on-disabled:var(--kite-color-gray-20,#d8dde6);--kite-color-error:var(--kite-color-red-20,#d6312b);--kite-color-info:var(--kite-color-light-blue-20,#5db8fc);--kite-color-success:var(--kite-color-green-20,#008516);--kite-color-focus:var(--kite-color-blue-30,#0062b2);--kite-font-family-sans-serif:var(--kite-font-family-spectrum-sans,"Spectrum Sans",Rutledge,-apple-system,system-ui,BlinkMacSystemFont,"Segoe UI",Roboto,Helvetica,Arial,sans-serif);--kite-letter-spacing:var(--kite-letter-spacing-normal,normal);--kite-letter-spacing-lg:var(--kite-size-2,0.125rem);--kite-tracking-lg:var(--kite-size-2,0.125rem);--kite-size-radius-sm:var(--kite-size-2,0.125rem);--kite-size-radius-md:var(--kite-size-4,0.25rem);--kite-size-radius-lg:var(--kite-size-8,0.5rem);--kite-size-radius-circle:var(--kite-size-percent-50,50%);--kite-border-color:var(--kite-color-gray-20,#d8dde6);--kite-border-radius-pill:var(--kite-size-radius-pill,624.9375rem);--kite-border-style:var(--kite-border-style-solid,solid);--kite-container-background-color:var(--kite-color-white,#fff);--kite-container-hover-background-color:var(--kite-color-gray-10,#f8f8f8);--kite-focus-ring-offset:var(--kite-size-2,0.125rem);--kite-focus-ring-style:var(--kite-border-style-solid,solid);--kite-focus-ring-width:var(--kite-size-2,0.125rem);--kite-font-weight:var(--kite-font-weight-regular,400);--kite-font-size:var(--kite-font-size-px,16px);--kite-font-style:var(--kite-font-style-normal,normal);--kite-motion-fast:var(--kite-duration-750,750ms);--kite-motion-faster:var(--kite-duration-400,400ms);--kite-motion-fastest:var(--kite-duration-200,200ms);--kite-motion-standard:var(--kite-cubic-bezier-ease,cubic-bezier(0.25,0.1,0.25,1));--kite-motion-entry:var(--kite-cubic-bezier-ease-out,cubic-bezier(0,0,0.58,1));--kite-motion-exit:var(--kite-cubic-bezier-ease-in,cubic-bezier(0.42,0,1,1));--kite-layout-2xs:var(--kite-size-40,2.5rem);--kite-layout-xs:var(--kite-size-48,3rem);--kite-spacing-2xs:var(--kite-size-4,0.25rem);--kite-spacing-xs:var(--kite-size-8,0.5rem);--kite-spacing-sm:var(--kite-size-12,0.75rem);--kite-spacing-md:var(--kite-size-16,1rem);--kite-spacing-lg:var(--kite-size-20,1.25rem);--kite-spacing-xl:var(--kite-size-24,1.5rem);--kite-spacing-2xl:var(--kite-size-32,2rem);--kite-spacing-element-xxs:var(--kite-size-4,0.25rem);--kite-spacing-element-xs:var(--kite-size-8,0.5rem);--kite-spacing-element-sm:var(--kite-size-12,0.75rem);--kite-spacing-element-md:var(--kite-size-16,1rem);--kite-spacing-element-lg:var(--kite-size-20,1.25rem);--kite-spacing-element-xl:var(--kite-size-24,1.5rem);--kite-spacing-element-xxl:var(--kite-size-32,2rem);--kite-spacing-element-xxxl:var(--kite-size-40,2.5rem);--kite-spacing-section-xs:var(--kite-size-48,3rem);--kite-my-component-background-color:var(--kite-color-white,#fff);--kite-my-component-min-width:var(--kite-size-touch-target,2.75rem);--kite-my-component-min-height:var(--kite-size-touch-target,2.75rem);--kite-my-component-width:var(--kite-size-touch-target,2.75rem);--kite-my-component-height:var(--kite-size-touch-target,2.75rem);--kite-my-component-list-background-color:var(--kite-color-white,#fff);--kite-form-control-background-color:var(--kite-color-white,#fff);--kite-form-control-border-color:var(--kite-color-gray-30,#63738a);--kite-form-control-height:var(--kite-size-touch-target,2.75rem);--kite-form-control-disabled-cursor:var(--kite-cursor-disabled,not-allowed);--kite-form-control-cursor:var(--kite-cursor-action,pointer);--kite-form-control-addon-focus-ring-offset:var(--kite-focus-ring-inset,-0.125rem);--kite-form-control-addon-icon-width:var(--kite-size-24,1.5rem);--kite-form-control-placeholder-text-color:var(--kite-color-gray-30,#63738a);--kite-form-control-placeholder-text-style:var(--kite-font-style-normal,normal);--kite-form-control-picker-cursor:var(--kite-cursor-action,pointer);--kite-form-control-picker-elevation:var(--kite-elevation-2,0 2px 8px 0 rgba(0,0,0,.1));--kite-form-control-picker-zindex:var(--kite-zindex-dialog,1300);--kite-form-control-picker-backdrop-zindex:var(--kite-zindex-dialog-backdrop,1200);--kite-form-control-picker-backdrop-background-color:var(--kite-color-dark-blue-20,#002747);--kite-form-control-picker-list-item-max-width:var(--kite-form-control-max-width,18rem);--kite-form-control-picker-list-item-focus-ring-offset:var(--kite-focus-ring-inset,-0.125rem);--kite-form-control-picker-list-item-hover-background-color:var(--kite-color-gray-20,#d8dde6);--kite-form-control-picker-list-item-selected-text-weight:var(--kite-font-weight-bold,700);--kite-form-control-picker-list-item-disabled-cursor:var(--kite-cursor-disabled,not-allowed);--kite-form-control-picker-list-item-icon-width:var(--kite-size-20,1.25rem);--kite-form-control-picker-list-item-check-icon-width:var(--kite-size-16,1rem);--kite-form-control-input-background-color:var(--kite-color-white,#fff);--kite-form-control-input-border-color:var(--kite-color-gray-30,#63738a);--kite-form-control-input-border-style:var(--kite-border-style-solid,solid);--kite-form-control-input-cursor:var(--kite-cursor-action,pointer);--kite-form-control-input-placeholder-text-color:var(--kite-color-gray-30,#63738a);--kite-form-control-input-disabled-background-color:var(--kite-color-gray-20,#d8dde6);--kite-form-control-input-disabled-cursor:var(--kite-cursor-disabled,not-allowed);--kite-form-control-error-text-size:var(--kite-typography-sm-body-size,1rem);--kite-form-control-label-text-color-dark:var(--kite-color-white,#fff);--kite-form-control-error-text-color-dark:var(--kite-color-red-10,#ff4d4a);--kite-form-control-input-background-color-dark:var(--kite-color-dark-blue-20,#002747);--kite-form-control-input-border-color-dark:var(--kite-color-gray-30,#63738a);--kite-form-control-input-text-color-dark:var(--kite-color-white,#fff);--kite-form-control-input-placeholder-text-color-dark:var(--kite-color-gray-30,#63738a);--kite-form-control-input-disabled-background-color-dark:var(--kite-color-dark-blue-20,#002747);--kite-form-control-input-disabled-border-color-dark:var(--kite-color-gray-30,#63738a);--kite-form-control-input-disabled-text-color-dark:var(--kite-color-gray-30,#63738a);--kite-form-control-input-error-border-color-dark:var(--kite-color-red-10,#ff4d4a);--kite-form-control-input-focus-ring-color-dark:var(--kite-color-white,#fff);--kite-grid-xxl-gutters:var(--kite-size-16,1rem);--kite-grid-xxl-margins:var(--kite-size-24,1.5rem);--kite-typography-display-size:var(--kite-typography-sm-display-size,3rem);--kite-typography-display-line-height:var(--kite-typography-sm-display-line-height,1.25);--kite-typography-title-1-size:var(--kite-typography-sm-title-1-size,2.625rem);--kite-typography-title-1-line-height:var(--kite-typography-sm-title-1-line-height,1.238);--kite-typography-title-2-size:var(--kite-typography-sm-title-2-size,2rem);--kite-typography-title-2-line-height:var(--kite-typography-sm-title-2-line-height,1.25);--kite-typography-title-3-size:var(--kite-typography-sm-title-3-size,1.75rem);--kite-typography-title-3-line-height:var(--kite-typography-sm-title-3-line-height,1.286);--kite-typography-title-4-size:var(--kite-typography-sm-title-4-size,1.5rem);--kite-typography-title-4-line-height:var(--kite-typography-sm-title-4-line-height,1.333);--kite-typography-title-5-size:var(--kite-typography-sm-title-5-size,1.25rem);--kite-typography-title-5-line-height:var(--kite-typography-sm-title-5-line-height,1.4);--kite-typography-title-6-size:var(--kite-typography-sm-title-6-size,1.125rem);--kite-typography-title-6-line-height:var(--kite-typography-sm-title-6-line-height,1.333);--kite-typography-body-display-size:var(--kite-typography-sm-body-display-size,1.25rem);--kite-typography-body-display-line-height:var(--kite-typography-sm-body-display-line-height,1.6);--kite-typography-body-size:var(--kite-typography-sm-body-size,1rem);--kite-typography-body-line-height:var(--kite-typography-sm-body-line-height,1.5);--kite-typography-eyebrow-size:var(--kite-typography-sm-eyebrow-size,0.875rem);--kite-typography-eyebrow-line-height:var(--kite-typography-sm-eyebrow-line-height,1.429);--kite-typography-eyebrow-text-transform:var(--kite-typography-sm-eyebrow-text-transform,uppercase);--kite-typography-caption-1-size:var(--kite-typography-sm-caption-1-size,0.875rem);--kite-typography-caption-1-line-height:var(--kite-typography-sm-caption-1-line-height,1.429);--kite-typography-caption-2-size:var(--kite-typography-sm-caption-2-size,0.75rem);--kite-typography-caption-2-line-height:var(--kite-typography-sm-caption-2-line-height,1.333);--kite-typography-sm-display-weight:var(--kite-font-weight-extra-bold,800);--kite-typography-sm-display-style:var(--kite-font-style-normal,normal);--kite-typography-sm-title-1-weight:var(--kite-font-weight-extra-bold,800);--kite-typography-sm-title-1-style:var(--kite-font-style-normal,normal);--kite-typography-sm-title-1-letter-spacing:var(--kite-letter-spacing-normal,normal);--kite-typ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https://www.memorymanagement.org/mmref/lang.html#C | 4. Memory management in various languages — Memory Management Reference 4.0 documentation Memory Management Reference « 3. Recycling techniques | 4. Memory management in various languages 4. Memory management in various languages ¶ ALGOL ¶ ALGOL, designed in 1958 for scientific computing, was the first block-structured language. It spawned a whole family of languages, and inspired many more, including Scheme , Simula and Pascal . The block structure of ALGOL 60 induced a stack allocation discipline. It had limited dynamic arrays, but no general heap allocation . The substantially redesigned ALGOL 68 had both heap and stack allocation. It also had something like the modern pointer type, and required garbage collection for the heap. The new language was complex and difficult to implement, and it was never as successful as its predecessor. Related publication Branquart & Lewi (1972) . BASIC ¶ BASIC is a simple and easily-learned programming language created by T. E. Kurtz and J. G. Kemeny in 1963–4. The motivation was to make computers easily accessible to undergraduate students in all disciplines. Most BASICs had quite powerful string handling operations that required a simple garbage collector . In many implementations, the garbage collector could be forced to run by running the mysterious expression FRE("") . BASIC is now old-fashioned, but survives as a scripting language, in particular in Visual BASIC, which is an application development environment with a BASIC-like scripting language. These descendants invariably have automatic memory management as well. C ¶ C is a systems programming language sometimes described as “a portable assembler” because it was intended to be sufficiently low-level to allow performance comparable to assembler or machine code, but sufficiently high-level to allow programs to be reused on other platforms with little or no modification. Memory management is typically manual (the standard library functions for memory (2) management in C, malloc and free (2) , have become almost synonymous with manual memory management ), although with the Memory Pool System, or the Boehm–Demers–Weiser collector, it is now possible to use garbage collection . The language is notorious for fostering memory management bugs, including: Accessing arrays with indexes that are out of bounds; Using stack-allocated structures beyond their lifetimes (see use after free ); Using heap-allocated structures after freeing them (see use after free ); Neglecting to free heap-allocated objects when they are no longer required (see memory leak ); Failing to allocate memory for a pointer before using it; Allocating insufficient memory for the intended contents; Loading from allocated memory before storing into it; Dereferencing non-pointers as if they were pointers. See also automatic storage duration , static storage duration . Related publications ISO/IEC 9899:1990 , ISO/IEC 9899:1999 , Boehm & Weiser (1988) , Daconta (1993) , Zorn (1993) . Related links Memory Pool System , Boehm–Demers–Weiser collector , C standardization , comp.lang.c Frequently Asked Questions . COBOL ¶ COBOL was designed by the CODASYL committee in 1959–60 to be a business programming language, and has been extended many times since. A 1997 Gartner Group report estimated that 80% of computer software (by count of source lines) was written in COBOL. Prior to 2002, COBOL had no heap allocation , and did well in its application domain without it. COBOL 2002 has pointers and heap allocation through ALLOCATE and FREE , mainly in order to be able to use C-style interfaces. It also supports a high level of abstraction through object-oriented programming and garbage collection (including finalization ). Related link COBOL standardization . Common Lisp ¶ Common Lisp is the major dialect of the Lisp family. In addition to the usual Lisp features, it has an advanced object system, data types from hash tables to complex numbers, and a rich standard library. Common Lisp is a garbage-collected language, and modern implementations, such as LispWorks and Allegro CL , include advanced features, such as finalization and weakness . Related link Common Lisp HyperSpec . C# ¶ C# is a strongly typed object-oriented language created at Microsoft in 1999–2000. It is designed to run on the Common Language Runtime, the virtual machine from the .NET Framework. It also runs on the open source Mono runtime. Memory is automatically managed : memory is allocated when an object is created, and reclaimed at some point after the object becomes unreachable . The language supports finalization (classes may have destructor functions , which are run just before the object is reclaimed by the memory manager), and weak references (1) (via the WeakReference class). The garbage collector in the .NET Framework is configurable to run in soft real time, or in batch mode. The Mono runtime comes with two collectors: the Boehm–Demers–Weiser conservative collector , and a generational copying collector . Related links Automatic memory management in C# , WeakReference Class , Memory Management and Garbage Collection in the .NET Framework , Mono project . C++ ¶ C++ is a (weakly) object-oriented language, extending the systems programming language C with a multiple-inheritance class mechanism and simple method dispatch. The standard library functions for memory (2) management in C++ are new and delete . The higher abstraction level of C++ makes the bookkeeping required for manual memory management even harder. Although the standard library provides only manual memory management, with the Memory Pool System, or the Boehm–Demers–Weiser collector, it is now possible to use garbage collection . Smart pointers are another popular solution. The language is notorious for fostering memory management bugs, including: Using stack-allocated structures beyond their lifetimes (see use after free ); Using heap-allocated structures after freeing them (see use after free ); Neglecting to free heap-allocated objects when they are no longer required (see memory leak ); Excessive copying by copy constructors (1) ; Unexpected sharing due to insufficient copying by copy constructors; Allocating insufficient memory for the intended contents; Accessing arrays with indexes that are out of bounds. Historical note C++ was designed by Bjarne Stroustrup, as a minimal object-oriented extension to C. It has since grown to include some other modern programming language ideas. The first implementations were preprocessors that produced C code, but modern implementations are dedicated C++ compilers. Ellis and Stroustrup write in The Annotated C++ Reference Manual : C programmers think memory management is too important to be left to the computer. Lisp programmers think memory management is too important to be left to the user. See also constructor (2) , destructor (2) . Related publications Attardi & Flagella (1994) , Bartlett (1989) , Boehm & Weiser (1988) , Edelson (1992) , Ellis (1993) , Zorn (1993) . Related link Memory Pool System , Boehm–Demers–Weiser collector , comp.lang.c++ FAQ , C++ standardization . Dylan ¶ Dylan is a modern programming language invented by Apple around 1993 and developed by Harlequin and other partners. The language is a distillation of the best ideas in dynamic and object-oriented programming. Its ancestors include Lisp , Smalltalk , and C++ . Dylan is aimed at building modular component software and delivering safe, compact applications. It also facilitates the rapid development and incremental refinement of prototype programs. Dylan provides automatic memory management . The generic allocation function is called make . Most implementations provide finalization and weak hash tables, although interfaces for these features have not yet been standardized. An object may be registered for finalization via the function finalize-when-unreachable , in which case there will be a call to the finalize function once the garbage collector has determined that the object is unreachable . Weak hash tables may have either weak keys or values, depending on a parameter supplied at allocation time. A hash table entry will be deleted once the garbage collector has determined that there are no strong references to the key or value of the entry, for weak key or value tables, respectively. Related link Open Dylan . Emacs Lisp ¶ Emacs Lisp or elisp is a dialect of Lisp used in the Emacs family of text editors, of which the most widely-used is GNU Emacs . Like most Lisps, Emacs Lisp requires garbage collection . GNU Emacs has a simple mark-sweep collector. It has been speculated that the non- incremental nature of the Emacs collector, combined with the fact that, prior to version 19.31 (May 1996), it printed a message whenever it collected, gave garbage collection a bad name in programming circles. Erik Naggum reported at the time: I have run some tests at the U of Oslo with about 100 users who generally agreed that Emacs had become faster in the latest Emacs pretest. All I had done was to remove the “Garbage collecting” message which people perceive as slowing Emacs down and tell them that it had been sped up. It is, somehow, permissible for a program to take a lot of time doing any other task than administrative duties like garbage collection. Emacs was originally written in Teco, not in Lisp, but it still had a garbage collector, though this was heuristic and conservative in nature. Teco-based Emacs was capable of running for weeks at a time in a 256 kB address space . Related links GNU Emacs Lisp Reference Manual , Entry on Garbage Collection . Fortran ¶ Fortran, created in 1957, was one of the first languages qualifying as a high-level language. It is popular among scientists and has substantial support in the form of numerical libraries. Early versions of Fortran required the size of arrays to be known at compilation time, and the earliest Fortran compilers accordingly used only static allocation (however, the 1966 standard gave compiler writers freedom to use other allocation mechanisms). The Fortran 90 standard added recursion and automatic arrays with stack allocation semantics (though many compilers in fact allocate them on the heap ). It also added dynamic allocation using ALLOCATE with manual deallocation using DEALLOCATE . Fortran 95 made it explicit that allocated arrays have dynamic extent and are automatically deallocated when they go out of scope. Related link Fortran standardization . Java ¶ A modern object-oriented language with a rich collection of useful features. The Java language started as an attempt by the Java group at Sun Microsystems to overcome software engineering problems introduced by C++ . Key reasons for the language’s success were the security model and the portable execution environment, the Java Virtual Machine (JVM), which created a lot of interest for it as a platform for distributed computing on open networks. Java is garbage-collected , as this facilitates object-oriented programming and is essential for security (which use after free would break). It had finalization from version 1.0 and three kinds of weakness from version 1.2 (confusingly, part of the Java 2 Platform). Early JVMs had simple collectors that didn’t scale well for large programs, but the current crop is catching up to the state of the art. See also reference object , strong reference , soft reference , weak reference (2) , phantom reference , strongly reachable , softly reachable , weakly reachable , phantom reachable . JavaScript ¶ JavaScript is a scripting language used by web browsers. The loose type system resembles other scripting languages, although the syntax follows C . There’s a prototype-based object system. Note that JavaScript is not related to Java in any way except name. There’s a standard by ECMA , known as ECMAScript. Despite the C++ -like syntax (with new and delete operators), JavaScript is garbage-collected . Related link Standard ECMA-262: ECMAScript Language Specification . Lisp ¶ Lisp is a family of computer languages combining functional and procedural features with automatic memory management. Lisp was invented by John McCarthy around 1958 for the manipulation of symbolic expressions. As part of the original implementation of Lisp, he invented garbage collection . He noted: This process, because it is entirely automatic, is more convenient for the programmer than a system in which he has to keep track of lists and erase unwanted lists. Modern Lisp implementations, such as LispWorks and Allegro CL , have advanced garbage collectors . Lisp is now used for all kinds of symbolic programming and other advanced software development. Major dialects today are Emacs Lisp , Common Lisp and Scheme . Most modern dialects and related languages, such as Dylan , are object-oriented. See also cons (1) . Related publications Baker (1978) , Edwards , McCarthy & Minsky (1959) , McCarthy (1960) , McCarthy (1979) , Moon (1984) , Moon (1990) , Moon (1991) , Sobalvarro (1988) , Zorn (1988) . Related link Common Lisp HyperSpec . Lisp Machine ¶ Of particular interest in the history of memory management are the Lisp Machines , early workstation computers built around a custom processor designed to improve the execution speed of Lisp by implementing primitive Lisp operations in microcode. The Lisp Machine garbage collector is a generalization of the algorithm described in Baker (1978) and used a technique similar to that described in Ungar (1984) , but utilizing hardware to improve performance. A description of the garbage collector of one particular model is in Moon (1984) . The features important for its performance were: Hardware support for data typing using tags ; Reference-based read barriers for incremental collecting; Write barriers for remembered sets and generational collecting; A tight integration with the virtual memory system. The remembered sets were based on a BIBOP division of the virtual address space . The Lisp Machine page table , unlike virtually all modern virtual memory systems, was a flat, hash-based table (sometimes called an inverted page table ), and thus insensitive to sparsely-populated virtual address spaces associated with BIBOP schemes. These custom processors eventually lost out to rapidly advancing stock hardware. Many of the techniques pioneered on Lisp Machines are used in today’s implementations, at a cost of a few more cycles. Related links Lisp Machine Manual, 6th edition , The Garbage Collector . Lua ¶ Lua is a dynamically typed language created by Roberto Ierusalimschy, Luiz Henrique de Figueiredo, and Waldemar Celes in 1993. The language supports object-oriented and functional styles of programming, and is designed to be easily embedded in a larger programming system as an extension or scripting language. Lua uses automatic memory management and comes with a non-moving incremental garbage collector supporting soft real time applications. This uses a software barrier (1) in order to be highly portable. The language supports weak references (1) in the form of weak (hash) tables, which have the unusual feature that their keys and values can be dynamically switched from being strong references to weak references, and vice versa (by assigning to the __mode field of the table’s metatable). It also supports finalization (by assigning the __gc field of the object’s metatable). Related links Lua , Garbage Collection . ML ¶ ML is a family of strongly-typed functional languages, of which the principal members are Standard ML and Caml. Like other functional languages, ML provides automatic memory management . Modern ML implementations usually have advanced garbage collectors . The combination of clean functional semantics and strong typing allows advanced techniques, such as region inference . The Standard ML of New Jersey (SML/NJ) system, which implements a slight variant of Standard ML, has been important to memory management research for three reasons. Firstly, the source code is publicly available and widely ported, allowing experimentation with both the collector (2) and mutator . Secondly, the compiler generates code that does not use a control stack , but allocates function activation records on the heap instead. This means that the allocation rate is very high (up to one byte per instruction), and also that the collector has a very small root set . Thirdly, it uses a simple copying collector that is easy to modify. See also immutable . Related publications Cooper et al. (1992) , Doligez (1993) , Tofte & Talpin (1997) . Related link comp.lang.ml FAQ . Modula-3 ¶ An object-oriented descendant of Pascal . Modula-3 is mostly garbage-collected , although it is possible to use manual memory management in certain modules. Related links modula3.org , Modula-3 language definition . Pascal ¶ An imperative language characterized by block structure and a relatively strong (for its time) static type system. Pascal was designed by Niklaus Wirth around 1970. Pascal was popular as a teaching language due to its small size, but it lacked many features needed for applications programming. Now it’s been largely supplanted by its more feature-rich descendants Modula-2, Modula-3 , and Oberon, mainly surviving in the popular Delphi development tool. Pascal uses manual memory management (with the operators NEW and DISPOSE ). The descendants mentioned all offer automatic memory management . Related links Embarcadero (formely Borland) Delphi , Pascal standardization . Perl ¶ Perl is a complex but powerful language that is an eclectic mixture of scripting languages and programming languages. Perl programmers can work with strings, arrays, and associative arrays without having to worry about manual memory management . Perl is well-suited to complex text file manipulation, such as report generation, file format conversion, and web server CGI scripts. It is also useful for rapid prototyping, but large Perl scripts are often unmaintainable. Perl’s memory management is well-hidden, but is based on reference counts and garbage collection . It also has mortal variables, whose lifetimes are limited to the current context. It is possible to free (1) the memory (2) assigned to variables (including arrays) explicitly, by undef -ing the only reference to them. Related link The Perl Programming Language . PostScript ¶ The PostScript language is an interpretive language with powerful graphics features, widely used as a page description language for printers and typesetters. The Level 1 PostScript language has a simple stack -like memory management model, using save and restore operators to recycle memory. The Level 2 PostScript language adds garbage collection to this model. See also VM (2) , composite object , simple object . Related link Harlequin RIP . Prolog ¶ A logic programming language invented by Alain Colmerauer around 1970, Prolog is popular in the AI and symbolic computation community. It is special because it deals directly with relationships and inference rather than functions or commands. Storage is usually managed using a garbage collector , but the complex control flow places special requirements on the collector. Related links Prolog Standardization , Prolog Memory Management - Garbage Collection . Python ¶ Python is a “duck-typed” object-oriented language created in the early 1990s by Guido van Rossum. There are several implementations running on a variety of virtual machines: the original “CPython” implementation runs on its own virtual machine; IronPython runs on the Common Language Runtime; Jython on the Java Virtual Machine. CPython manages memory using a mixture of reference counting and non-moving mark-and-sweep garbage collection . Reference counting ensures prompt deletion of objects when their reference count falls to zero, while the garbage collector reclaims cyclic data structures . The language supports finalization (classes may have a __del__ method, which is run just before the object is destroyed), and weak references (1) (via the weakref module). Related links Python , Garbage Collector interface , __del__ method , weakref module . Scheme ¶ A small functional language blending influences from Lisp and Algol . Key features of Scheme include symbol and list operations, heap allocation and garbage collection , lexical scoping with first-class function objects (implying closures ), reliable tail-call elimination (allowing iterative procedures to be described tail-recursively), the ability to dynamically obtain the current continuation as a first-class object, and a language description that includes a formal semantics. Scheme has been gaining popularity as an extension language; Project GNU’s extension package of choice, Guile , is a Scheme interpreter. Garbage collection is an important part of the ease of use that is expected from an extension language. Related links Scheme Standards documents , Scheme Requests for Implementation . Simula ¶ Simula was designed as a language for simulation, but it expanded into a full general-purpose programming language and the first object-oriented language. Simula I, designed in 1962–64 by Kristen Nygaard and Ole-Johan Dahl, was based on ALGOL 60, but the stack allocation discipline was replaced by a two-dimensional free list . It was Simula 67 that pioneered classes and inheritance to express behavior. This domain-oriented design was supported by garbage collection . Related publication Dahl (1963) . Smalltalk ¶ Smalltalk is an object-oriented language with single inheritance and message-passing. Automatic memory management is an essential part of the Smalltalk philosophy. Many important techniques were first developed or implemented for Smalltalk. Related publications Deutsch & Bobrow (1976) , Ungar (1984) , Ungar (1988) . Related link Smalltalk standardization . © Copyright 2023, Ravenbrook Limited. Created using Sphinx 4.5.0. | 2026-01-13T08:48:02 |
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