Semantic Coherence: Upstash – Signal Evidence & AI Readability

Upstash

(https://upstash.com) 📸 Data Snapshot: May 24, 2026
Semantic Coherence — The Lens

Pull the main entities out of the H1, then check whether they actually recur through the body. A page that announces one thing and then talks about another drifts. Headings with no real sentences underneath read as pseudo-substance.

Semantic Coherence Homepage promise vs. Sub-page reality.
20 Impact Weight: 20 / 100
100% Reputation

There is zero detectable drift between the homepage signal and the sub-page delivery. The H1 claim of being a Serverless Data Platform is directly substantiated on the pricing and documentation pages through a pay-as-you-go model that scales to zero. The technical features mentioned on the homepage, such as multi-region replication and REST API access, are detailed with specific billing and implementation rules in the FAQ and blog sections.

Semantic Coherence is read from the heading hierarchy first: what each page announces in its H1 and headings, then whether the body actually delivers on it. Below is the structure the engine mapped, followed by the clean text to check for drift between promise and reality.

🏗️ Semantic Structure — heading hierarchy & page identity (the promise the page makes)
HOMEPAGE Upstash: Serverless Data Platform (https://upstash.com)
Title

Upstash: Serverless Data Platform

Meta

Upstash is a serverless data platform providing low latency and high scalability for real-time applications. Optimize your data infrastructure with Upstash's managed services for Redis, Vector, QStash, and other key data technologies.

H1 Serverless Data Platform
H2 The single platform for all your data needs
H2 Low-latency, serverless key-value store
H3 Serverless & Edge
H3 Meet our Customers
H3 Community
H4 Highly Available, Infinitely Scalable
H4 Global Low Latency
H4 Durable, Persistent Storage
H4 Global low latency
H4 Price scales to zero
H4 HTTP/REST API
H4 Designed for the edge
H4 Blog
H4 Discord
H4 X
H4 Github
H5 Fast Anywhere
H5 Redis Commands
H5 QStash Messages
H5 Workflow Runs
H5 Uptime
NAV_HEADER_HEADING_REPEATED Pricing | Upstash (https://upstash.com/pricing/)
Title

Pricing | Upstash

Meta

Upstash pricing. Pay-per-request serverless Redis, Vector, QStash, Workflow and Box. Start free, scale with usage, or choose fixed plans.

H1 Pricing
H2 Compare Plans
H2 FAQ
H3 Prod Pack
H3 How can I upgrade to pay as you go from free tier?
H3 What is included in free tier?
H3 Are paid databases' first 256MB data and 500K commands free?
H3 How does the budget work?
H3 Do Fixed plans have command count pricing or limits?
H3 Are all Redis commands counted in billing?
H3 Are databases faster in higher plans?
H3 Are read and write commands same price?
H3 How is the storage cost calculated?
H3 What happens when I hit limits on pay-as-you-go plan?
H3 What happens when I hit limits on Fixed plans?
H3 Are there free trials?
H3 How many databases can I create?
H3 What happens if I delete my database after 2-3 days?
H3 How much is the price for bandwidth?
H3 Can I purchase Prod Pack for any plan?
H3 What is included in Prod Pack?
H3 What is included in Enterprise subscription?
H3 How is the Enterprise subscription priced?
H3 Do you have the Professional Support plan?
H4 Free
H4 Pay as You Go
H4 Fixed 250MBFixed 1GBFixed 5GBFixed 10GBFixed 50GBFixed 100GBFixed 500GB
H4 Enterprise
H4 Free
H4 Pay as you go
H4 Enterprise
H5 $0
H5 $0.2
H5 $10/ month
H5 Recommended for production use
H5
H5 $0.2/ 100K commands
H5 $10/ month
H5
NAV_HEADER_HEADING_REPEATED_BODY Upstash Customers | Upstash (https://upstash.com/customers/)
Title

Upstash Customers | Upstash

Meta

Upstash powers companies of every size and industry, from cutting-edge AI to everyday retail.

H1 Meet our Customers
NAV_HEADER_HEADING_REPEATED_BODY Blog | Upstash (https://upstash.com/blog/)
Title

Blog | Upstash

Meta

Articles and tutorials from Upstash and community.

H1 Latest blog articles.
H3 Speed up your auth with Upstash and Better Auth
H3 Free Redis databases for AI agents, in one HTTP request
H3 Running OpenClaw and Hermes on Upstash Box
H3 Remote Development with Upstash Box
H3 From Prompt to Production: Build a Full-Stack App With Stripe Projects
H3 Upstash on Stripe Projects: Provisioning From the Terminal (or From Your Agent)
H3 Why Web Search Fails AI Agents (and What Context7 Fixes)
H3 Context7 is Ready for Enterprise
H3 Rebuilding Observability for QStash and Upstash Workflow
H3 Building a really fast virtual filesystem for AI agents
H3 Running Symphony with Upstash Box in Minutes
H3 Using Upstash on Vercel? Rotate Your Secrets After Vercel's April 2026 Incident
H3 How We Made QStash And Upstash Workflow Reliable At Scale
H3 Ahi: A Framework to Run Independent Agents
H3 Rewriting Flow Control in QStash and Workflow
H3 Box + Workflow: Patterns for Orchestrating Async Agents
H3 Give AI SDK agents a computer: Filesystem, Shell and Git
H3 I Built 5 AI Agents to Review My PRs
H3 Upstash Box: Give your agents a computer
H3 A First Look at Upstash Redis Search
H3 Introducing Context7 Skill Wizard
H3 Quality and Safety in Context7
H3 Implementing MCP OAuth: A Technical Deep-Dive
H3 Introducing Dynamic Rate-Limits for Upstash Ratelimit
H3 Upstash Prod Pack: Enterprise-Grade Redis for $200/month
H3 Why We Chose QStash and Upstash Workflow at Scale
H3 Context7 Without Context Bloat
H3 Integrating Upstash MCP is a lot easier now
H3 Redis functions are here!
H3 TanStack AI Powered by Upstash
H3 Figma-Style Live Cursors with Next.js 16 & Upstash Realtime
H3 Inside Context7's Quality Stack
H3 Realtime Notifications with Next.js 16 & Vercel
H3 Resumable AI SDK v5 Streams with Upstash Realtime
H3 The Easiest Way to Add Realtime in Next.js
H3 Vercel Workflow vs Upstash Workflow
H3 Add Rate Limiting to Your n8n Workflow with Upstash Redis
H3 Fast, Cost-Effective MCPs with Redis
H3 QStash Goes GA: Stronger, Smarter, and Production-Ready
H3 Adding AI Assistant to Docs in Minutes with AI SDK & Context7
H3 Building Reliable & Type-Safe Webhooks
H3 Storing Time Series Data in Redis
H3 Better Context7 Output Quality with Code Scoring
H3 Building an Article Research Agent with Mastra & Upstash
H3 AI SDK Powered by Upstash
H3 Smooth Text Streaming in AI SDK v5
H3 Saving AI SDK v5 Chat Messages in Redis
H3 Building Smart Autocomplete with Redis Sorted Sets
H3 Caching Drizzle Queries with Upstash Redis
H3 Quick Apply: Building a Serverless AI Interview Assistant
H3 Building a seriously reliable serverless API
H3 How Serverless Workflows Actually Work?
H3 How Upstash Monitors 25+ Clusters Across the Globe
H3 Making Next.js Navigation Fast af
H3 F*ck Clean Code, You Need an Idea
H3 Increasing Limits for Upstash Redis
H3 Build an AI Assistant with Dify and Upstash
H3 How to Build LLM Streams That Survive Reconnects, Refreshes, and Crashes
H3 Context7 MCP: Up-to-Date Docs for Any Cursor Prompt
H3 Introducing Context7: Up-to-Date Docs for LLMs and AI Code Editors
H3 Building a Personalized AI Companion with Long-Term Memory
H3 Model Context Protocol (MCP): Build Your Own in 5 Minutes
H3 New Pricing and Increased Limits for Upstash Redis
H3 Building a Fast, Typo-Tolerant AI Search Engine
H3 Building an autonomous AI Twitter Agent
H3 How I've built Envflow using Laravel & Upstash Redis
H3 Workflow Updates: Invoke, Logs, Flow-Control and Dev Server
H3 Parallelism and Rate Limit for Workflow And QStash
H3 Building a RAG Chatbot for the Health Domain with Next.js
H3 Announcing our PHP SDKs for Vector
H3 Introducing Workflow Agents
H3 Using Upstash Redis for Laravel Sessions
H3 Run Deepseek R1 on your local machine using Ollama
H3 Building Email Analysis Agent with DeepSeek
H3 Introducing Sparse and Hybrid Indexes
H3 Authenticate users in Next.js with Auth.js
H3 Caching Prisma Queries with Upstash Redis
H3 Auto Translate your Website with OpenAI and Upstash Workflow
H3 Speed up your Database with Global Redis
H3 Redis Use Cases in LLM Applications
H3 RAG Chatbot for Instagram with Upstash Workflow and Hono
H3 Working with Server Actions
H3 Building an API Key Generator with Upstash Redis
H3 Session Management in Next.js Using Redis
H3 Working with React Server Components
H3 Optimize LLM Applications: Semantic Caching for Speed and Savings
H3 Building a Newsletter App with Upstash Workflow and Redis
H3 Scheduling Audio Transcriptions with QStash
H3 Adding Semantic Search to a Directus Application
H3 Four Ways to Reduce Your Vercel Serverless Costs
H3 Build a RAG Chatbot with Upstash, OpenAI, Clerk, and Next.js
H3 Speed up Strapi Apps with Caching
H3 Get Rid of Function Timeouts and Reduce Vercel Costs
H3 Efficient Article Summarization with QStash: Handling API Rate Limits and Parallel Processing
H3 Announcing Upstash Workflow and Deprecating Upstash Kafka
H3 Building a RAG Chatbot Using Langflow and Upstash Vector
H3 Adding Semantic Search into a Strapi Application
H3 Building a PDF Chatbot with Upstash RAGChat
H3 We Made RAG Chat Development Easier Than Ever
H3 Indexing Millions of Wikipedia Articles With Upstash Vector
H3 Accurate AI Responses with Peaka's RAG Pipeline and Upstash Vector
H3 Building AI Applications using Upstash and Vercel AI SDK
H3 Building an Email Scheduler Using QStash Python SDK
H3 Handling Billions of LLM Logs with Upstash Kafka and Cloudflare Workers
H3 Running a RAG Chatbot with Ollama on Fly.io
H3 Redis Get Your S* Together
H3 Upstash Ratelimit in LangChain
H3 Cutting the v0.dev Load Time in Half with Auto-Pipelining
H3 Build an AI Powered Mobile Chatbot with Expo and Cloudflare AI
H3 Streamline Instagram Posts: Using Remix and QStash
H3 Change Data Capture (CDC) from PostgreSQL into Upstash Vector using Kafka, Python and Quix
H3 Using Server-Sent Events (SSE) to stream LLM responses in Next.js
H3 From the Community and for the Community: FIFO, Parallelism, Batch
H3 Semantic Search Engine for Docs Using Upstash
H3 Trying Llama3 on Groq with Vercel AI
H3 Best practices for using Kafka to process 3rd-party API data
H3 Integrating Vector Search in E-commerce Platforms with Upstash Vector
H3 Comparing Retrieval-Augmented Generation With Fine-Tuning
H3 Kafka Connectors Deprecation Announcement
H3 Building a Tweet Scheduler using Upstash
H3 Building an Article Recommendation System with Upstash
H3 LangChain Explained?
H3 DegreeGuru: Build a RAG Chatbot using Vercel AI SDK, Langchain, Upstash Vector and OpenAI
H3 Build a Subscription Service for your NextJS & Prisma App with QStash
H3 From Idea to Platform, Story of Upstash
H3 Building your own RAG chatbot with Upstash
H3 Easy Semantic Search with Upstash Vector
H3 Image Similarity Search with CLIP and Upstash Vector
H3 Upstash Vector: Serverless Vector Database for AI and LLMs
H3 How to Rate Limit Your Python Applications with Upstash Redis?
H3 Connecting Millions of Cars using EMQX MQTT and Upstash Kafka
H3 Simulating QStash with Upstash Kafka and HTTP connector
H3 Serverless LLM Scheduling with QStash and OpenRouter
H3 Building a CDC Pipeline by Using Supabase, Upstash Kafka and TinyBird
H3 Building an Unsplash 2023 Recap using Golang, AWS Lambda, Redis and React
H3 Designing Low Latency Segmentation Platform Using Upstash Kafka and MongoDB Connector
H3 Announcing Upstash Redis Python SDK v1.0.0
H3 Build your own Message Queue with Redis and Typescript
H3 Build a Leaderboard at Edge using Upstash Redis and Fly.io
H3 How Upstash is Fueling PlanTripAI's Growth
H3 A Real-Time Chat Application by Using Ably, Upstash Redis and Node.js
H3 Building Real-Time Notifications with Upstash Redis, Next.js Server Actions and Vercel
H3 Introducing @upstash/lock: Distributed Locking using Upstash Redis
H3 Let's build our own URL Shortener with NestJS and Redis
H3 Make your own HackerNews summarizer with OpenAI, NextJS and Upstash
H3 Low Maintenance Reporting Infrastructure using Athena, DynamoDB and Quicksight
H3 Building an AI Chatbot trained on custom content with LangChain, Faiss and Next.js
H3 How to Create an AI Postcard Sender with Upstash QStash
H3 Would You Rather Game with LangChain, Redis, and the Query SDK
H3 Decouple Webhook Processing with QStash on Next.js
H3 Linearizable Distributed Map On Kafka
H3 Benchmarking Deno KV vs Upstash Redis
H3 Chat Model Response Caching With Upstash Redis in LangChain TS
H3 Upgradable Read Write Lock for Go
H3 Benchmarking Cloudflare KV vs Upstash Redis
H3 Typesafe Queries for Redis
H3 Introducing Schema Registry for Upstash Kafka
H3 Caching LLM Output On-Demand with LangChain, Redis and QStash
H3 Efficient Multiplayer Game State Synchronization with Upstash Kafka and Node.js
H3 How to create an AI app with Upstash, Next.js and Replicate
H3 Retaining Chat History Using LangChain and Upstash Redis
H3 Announcing QStash v2
H3 Building Session Store with Clerk and Upstash Redis
H3 Type-safe User Authentication in SvelteKit with Lucia, Planetscale, and Upstash Redis
H3 Caching OpenAI API Responses with Upstash Redis
H3 Scheduling emails in the user's timezone using QStash
H3 Connecting Upstash Redis to Cloudflare Workers
H3 Building a Chat Application using Upstash Kafka, Redis and Next.js
H3 Rate limiting requests with tRPC in Sveltekit
H3 Announcing Python Serverless Redis and Ratelimiting SDKs
H3 Build a Comment Section for your NextJS blog using Redis and NextAuth
H3 Protecting my wallet by ratelimiting OpenAI requests
H3 Building an open-source JIRA using Firebase, Upstash and SvelteKit
H3 Building an open-source alternative to LinkTree with Astro, Upstash and GitHub
H3 Redis and Upstash Use cases with OpenAI Applications
H3 Sentiment Analysis on Reddit using OpenAI (ChatGPT) and Upstash Kafka
H3 AWS Lambda with Python and Upstash Redis
H3 Introducing Upstash Streams for Redis® Beyond Memory
H3 Adding a View Counter to your Next.js Blog
H3 Announcing the Rate Limit Analytics
H3 AI Powered Text Generator using Next.js, Replicate and Redis®
H3 Serverless Event Sourcing and CQRS with Next.js and Upstash
H3 Realtime analytics with Vercel Edge, Kafka and MongoDB Atlas
H3 AWS MSK and Confluent. Are they really Serverless?
H3 Protecting your mailbox with @upstash/ratelimit
H3 Refresh stale data in a SvelteKit app with QStash
H3 Prevent Data Leaks using Vercel Edge Functions and Upstash for Redis
H3 Upstash for Redis and Performance API: Cache where it Counts
H3 Streaming User Events from PostgreSQL (Supabase) to Serverless Kafka
H3 Sync Redis state to your database using QStash
H3 Introducing Upstash JSON for Redis®
H3 Manage a quota-based SaaS application with Upstash and Next.js
H3 Building Reminders for WhatsApp (GPT Online) using QStash
H3 Traffic Management for Next.js Apps Using Vercel Edge and Upstash Edge Flags
H3 Rate limit your SvelteKit app with Upstash Redis
H3 Fast Anywhere with Upstash Global 2.0
H3 Realtime Code Sharing with Upstash Redis
H3 Using Edge Flags in Next.js Middleware
H3 Build a Photo Restoration App Using Replicate, Next.js and Upstash
H3 How Upstash is powering EnvShare
H3 Rate Limiting Your Next.js App with Vercel Edge
H3 Announcing Edge Flags
H3 Using Machine Learning to Bring Your Stories to Life (with OpenAI and Next.js)
H3 Connect Kafka to Clickhouse with No Code and No Servers
H3 Building Scheduled Payments in Web3 with QStash
H3 Building a realtime emergency response system
H3 Vercel Edge Explained. Use cases, benefits and limitations.
H3 Export Kubernetes Pod Logs to Upstash Kafka via FluentBit
H3 Announcing Serverless Kafka Connectors
H3 Building a Drift Detection Engine with Upstash
H3 Post Most Popular NY Times articles to Discord with QStash
H3 Announcing QStash Callbacks
H3 AWS Lambda + Upstash Redis + Go = ?❤️
H3 Adding Feature Flags to Your Next.js App with Upstash Redis
H3 Serverless Messaging for Deno Deploy
H3 Serverless Realtime Analytics for Next.js with Vercel Edge, Upstash Kafka and Tinybird
H3 Asynchronous serverless processing with in-app notifications using QStash and novu
H3 Build an authenticated API with Next.js API Routes and Upstash Redis
H3 Announcing Vercel Integration v2
H3 Get Started with Sidekiq and Upstash Redis on Fly.io
H3 Using LaunchDarkly with Redis
H3 Guaranteeing webhook delivery in Strapi using QStash
H3 Get Started with Astro and Redis
H3 Rate Limiting at Edge with Cloudflare Workers and Serverless Redis
H3 Building an Email Scheduler with Vercel Functions and QStash
H3 Announcing Upstash Pulumi Provider
H3 Periodic Data Updates with Next.js and Vercel Serverless Functions
H3 Building a Guest Book on the Edge with SvelteKit, Upstash Redis® and Vercel
H3 Next.js Edge API Routes and Serverless Redis on Vercel
H3 QStash: Messaging for the Serverless
H3 Collect Cloudflare Workers Logs to Serverless Kafka
H3 Distributed tracing with go-redis, Upstash and OpenTelemetry
H3 Rate Limiting Next.js API Routes using Upstash Redis
H3 Using Apache Spark with Serverless Kafka
H3 Announcing Upstash CLI
H3 Preference Storage for DApps using Metamask with Next.js
H3 Serverless Rate Limiting
H3 Announcing Upstash Chatbox
H3 Get Started with Serverless Cloud, Next.js and Upstash Redis
H3 Scaling Laravel with Serverless Redis
H3 Getting Started with Netlify Edge Functions and Serverless Redis
H3 Run Fly.io Apps with Serverless Redis
H3 Reusing HTTP connections with 'keepalive' in Serverless
H3 Serverless Node.js URL Shortener App powered by Upstash Kafka and Materialize
H3 Serverless Kafka Real World Example: Content Moderation
H3 Serverless Redis Caching for Strapi
H3 Introducing Redis 6 Compatibility
H3 Stream Twitter to Serverless Kafka
H3 Building A To-Do List with Blitz.js & Redis
H3 Send React Native Logs to Serverless Kafka
H3 Serverless Birthday Slackbot with AWS Chalice and Upstash Redis
H3 Using Render with Serverless Redis
H3 Build a Serverless Slackbot with Vercel and Upstash Redis
H3 Blazing Fast Websites with Remix on Cloudflare and Upstash Redis
H3 Announcing Upstash Redis SDK v1.0.0
H3 SvelteKit TODO App with Redis
H3 Announcing Upstash Terraform Provider with Kafka Support
H3 Remix TODO App with Redis
H3 Global Cache for Netlify Graph with Upstash Redis
H3 Cloudflare Workers KV vs Upstash Redis
H3 Developer API V2 Released!
H3 Feedback Widget for Next.js Applications
H3 Best Databases for Next.js
H3 Integrate Stripe and Kafka Using Webhook API
H3 In-app Announcements with Serverless Redis and React Native
H3 Next.js Authentication with NextAuth and Serverless Redis
H3 Building a survey app with Upstash Redis and Next.js
H3 Send Github Events to Kafka Using Vercel Functions
H3 Using Upstash Redis as a Session Store for Remix
H3 Using Upstash Redis with Remix
H3 Shipping from Logstash to Kafka and analysing with Cloudflare Workers
H3 Building React Native Apps Backed by AWS Lambda and Serverless Redis
H3 Kafka Use Cases for Web Developers
H3 Waiting Room for your Next.js App Using Edge Functions
H3 Use Redis® in Fastly Compute
H3 Upstash Launches Serverless Kafka
H3 Getting started with Nuxt 3 and Serverless Redis
H3 Fullstack Serverless app with Flutter, Serverless Framework and Upstash(REDIS) – PART 2
H3 Fullstack Serverless app with Flutter, Serverless Framework and Upstash(REDIS) – PART 1
H3 Building SvelteKit Applications with Serverless Redis
H3 Build Your Own Waiting Room for Your Website with Cloudflare Workers and Serverless Redis
H3 Getting started with Next.js Edge Functions
H3 Upstash as a Serverless Database for Edge
H3 Global Database for Serverless and Edge
H3 AWS Lambda vs Cloudflare Workers
H3 Best Databases for Serverless
H3 Serverless Battleground – DynamoDB vs Firestore vs MongoDB vs Cassandra vs Redis vs FaunaDB
H3 5 ms Global Redis Latency with Edge Caching
H3 Stateful AWS Lambda with Redis® REST
H3 Announcing Upstash Terraform Provider
H3 Pipeline REST API on Serverless Redis
H3 The Most Minimalist Next.js TODO app
H3 Redis® @ Edge with Cloudflare Workers
H3 More Resilient and More Scalable: Upstash with Multi-Zone Replication
H3 Speed up your Next.js application with Redis
H3 Rate Limiting Your Serverless Applications
H3 Roadmap Application with Next.js, Redis and Auth0
H3 Latency Comparison Among Serverless Databases: DynamoDB vs FaunaDB vs Upstash
H3 Challenge of Serverless: Database Connections
📝 The Narrative — clean text per page (homepage promise vs. sub-page reality)
HOMEPAGE · THIN (https://upstash.com) Upstash: Serverless Data Platform
[H1] Serverless Data Platform
[H2] The single platform for all your data needs
Start for Free Redis ®*VectorQStashWorkflowBox
[H2] Low-latency, serverless key-value store
DocumentationCreate Database
[H4] Highly Available, Infinitely Scalable
99.99% uptime guaranteeAutomatic scaling to meet your demandsNo server management required
[H4] Global Low Latency
Lightning-fast response times worldwideMulti-region replication optionsOptimize for your users, wherever they are
[H4] Durable, Persistent Storage
In-memory speed with disk-like persistenceData safety without sacrificing performanceAutomatic backupsEXAMPLESCachingSession ManagementRate LimitingLeaderboardsChatTypeScriptPythonimport { Redis } from "@upstash/redis";
const redis = Redis.fromEnv();
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SUB-PAGE (https://upstash.com/pricing/) Pricing | Upstash
RedisVectorQStashWorkflowSearchBox
[H4] Free
[H5] $0
-Perfect for prototypes and hobby projects.Data Size256 MBMonthly Commands500KStart Now
[H4] Pay as You Go
[H5] $0.2
per 100K commandsFlexible pricing for variable traffic.Data Size100 GBMonthly BandwidthUnlimitedStart Now
[H4]
[H5] $10/ month
$5 ✕ read regionsNo per-command pricingFor consistent loads with predictable costs.Data Size250 MBMonthly Bandwidth50 GBStart Now Uptime SLA Encryption at Rest SOC-2 Prometheus Datadog+$200/month per database
[H4] Enterprise
For businesses with advanced needs.Learn MoreEverything in Prod Pack100K+ commands per secondUnlimited bandwidth and database countProfessional support with SLADedicated resources for isolationHIPAA ComplianceLearn More1 Free DBUsage Based PricingFixed PricingFixed Pricing
[H4] Free
[H5] -
[H4] Pay as you go
[H5] $0.2/ 100K commands
[H5] $10/ month
[H4] Enterprise
[H5] -
CapacityMax commands per second10,00010,00010,000CustomMax request size10MB10MB10MB500MBMax record size100MB100MB100MB5GBMax data size256MB100GB250MB10TBMax monthly bandwidth10GBUnlimited50GBUnlimitedMax index count1102CustomMax documents per index10K1M100KCustomMax Databases1100100CustomFeaturesSupported platformsAWSGCPVercelAWSGCPFLYVercelAWSGCPVercelAWSGCPFLYVercelPersistenceREST APIGlobal replicationStrong consistencyHigh AvailabilityPrimary ReplicasPrimary Replicas Primary Replicas Primary and Read ReplicasMulti-Zone HAUptime SLASecurity and PrivacyTLS EncryptionIP AllowlistACLEncryption at restSOC-2 CompliancePrivate LinkSAML Single Sign-On (SSO)HIPAA ComplianceObservabilityGrafana IntegrationDatadog IntegrationNew Relic IntegrationAccess LoggingSupportCommunity SupportEmail SupportDedicated support and Slack channelPriceMonthly priceFree - $10 +($5 ✕ read regions)CustomRequest priceFree$0.2 per 100KNo per-command pricingCustomStorage priceFree$0.25 per GB-CustomBandwidth priceFreeFree-CustomStart NowStart NowStart NowLearn More
[H2] FAQ
[H3] How can I upgrade to pay as you go from free tier?
[H3] What is included in free tier?
[H3] Are paid databases' first 256MB data and 500K commands free?
[H3] How does the budget work?
[H3] Do Fixed plans have command count pricing or limits?
[H3] Are all Redis commands counted in billing?
[H3] Are databases faster in higher plans?
[H3] Are read and write commands same price?
[H3] How is the storage cost calculated?
[H3] What happens when I hit limits on pay-as-you-go plan?
[H3] What happens when I hit limits on Fixed plans?
[H3] Are there free trials?
[H3] How many databases can I create?
[H3] What happens if I delete my database after 2-3 days?
[H3] How much is the price for bandwidth?
[H3] Can I purchase Prod Pack for any plan?
[H3] What is included in Prod Pack?
[H3] What is included in Enterprise subscription?
[H3] How is the Enterprise subscription priced?
[H3] Do you have the Professional Support plan?
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SUB-PAGE (https://upstash.com/customers/) Upstash Customers | Upstash
“ The Upstash JS SDK is incredibly easy to use – all I needed to do was run npm install, initialize the Redis instance, and start running redis commands – super simple! As for performance – our links have sub 200ms redirect times, thanks to Upstash! ”Steven TeyFounderRead more“ Developer experience became significantly better than what we experienced with traditional cloud service providers. The observability improvements alone were game-changing for our small team. ”PingrenFounding Software EngineerRead more“ Since day one we haven't had to worry about traffic peaks. The interface is a pleasure to use and support has been amazing, especially when we hit limits. ”Moein AkbarofApplication architectRead more“ At our scale, it's important to use the right tool for the right workload. Upstash lets us power low-latency edge use cases globally, while still keeping our overall architecture simple and cost-effective. ”Lakshan PereraEngineering LeadRead more“ We chose Upstash specifically because it offers an HTTP interface for Redis, which perfectly suited our needs ”Ben BiranEngineering ManagerRead more“ Performance and scalability just work, and the QStash DX is our favorite part ”Ryan DowningEngineering LeadRead more“ We've been working closely together on improving alerting across their clusters, and it feels less like using a vendor and more like building the future of edge infrastructure together. ”Javier Z.Head of PlatformRead more“ We were using Redis before for our cache but we saw great support from the Upstash team when we grew to handle more conversations and had difficulty keeping up with the growth. Upstash was there to help and within a few minutes we had the expanded capacity we needed. ”Stephen WeessiesSoftware EngineerRead more“ Upstash's global Redis has been a game changer. Low latency, zero downtime, and easy to use across frontend and backend. With brilliant customer service and fast response times, we deliver the best shopping experience. ”Nish PatelBusiness System ArchitectRead more“ Upstash was the only platform that let us coordinate real-time webhooks, background jobs, and bulk syncs under shared rate limits, without artificial concurrency ceilings or compute lock-in. ”Adam SkjervoldFounderRead more“ Before Upstash we used Redis Cloud. This was not serverless, you had to think about instance size, memory usage etc. which we really don't want to do as it pulls our focus from product engineering, any time spent on operations like this is less time spent on our products and what differentiates Branch. ”Adithya ReddySoftware Engineering ManagerRead more“ Before Upstash QStash, we struggled with upload reliability and request failures, but with their support, we’ve achieved over 99.9% reliability for millions of users. Their seamless integration with our serverless architecture has made developing new features, like importing entire knowledge bases, much simpler. ”Dan RasmusonCTO and Co-FounderRead more“ Upstash has been an amazing solution for our engineering team! We spent a long time trying to find a reliable and scalable queueing platform. We were delighted to come across QStash because they had a really smooth DX and their team shipped a feature to support our requirements within a day. We're now customers of QStash, Redis, and Vector. ”Ishan GuptaCo-founder“ The ability to exceed the resident memory of the machine that Upstash has built opens up more possibilities, and allows reading and writing directly to Redis and skipping the middle-man ”Emery DenuccioSoftware EngineerRead more“ Upstash service has been bulletproof, with almost zero issues, and their support team is some of the most incredible people. They helped us troubleshoot issues down to the code level ”Terence PaeCTO, Co-FounderRead more“ Upstash has not only replaced our need for traditional Redis clusters but also enhanced our ability to scale while maintaining cost efficiency, making it an integral part of our tech stack. ”Mehmet Ali PekerCo-FounderRead more
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SUB-PAGE (https://upstash.com/blog/) Blog | Upstash
[H1] Latest blog articles.
[H3] Speed up your auth with Upstash and Better Auth
Learn how to use Upstash Redis with Better Auth as secondary storage.
[IMG: Dominik Koch]
Dominik KochMay 22, 2026
[H3] Free Redis databases for AI agents, in one HTTP request
POST https://upstash.com/start-redis returns a free Upstash Redis database. No signup and no API key needed. Perfect for AI agents.
[IMG: Josh]
JoshMay 20, 2026
[H3] Running OpenClaw and Hermes on Upstash Box
AI infrastructure is moving fast. New gateways, new agent frameworks, new runtimes. The hard part is no longer finding the right tool. It's finding a stable place to run it. Today we're publishing…
[IMG: Ali Tarık Şahin]
Ali Tarık ŞahinMay 17, 2026
[H3] Remote Development with Upstash Box
Remote development is having a moment. Here's why it matters and how Upstash Box makes it work for the way people actually build today.
[IMG: Ali Tarık Şahin]
Ali Tarık ŞahinMay 11, 2026
[H3] From Prompt to Production: Build a Full-Stack App With Stripe Projects
Build, provision, and deploy a real app with `stripe projects` from one terminal — and reproduce the whole thing from a single Claude Code prompt.
[IMG: Burak Yılmaz]
Burak YılmazApr 30, 2026
[H3] Upstash on Stripe Projects: Provisioning From the Terminal (or From Your Agent)
Upstash is now available on Stripe Projects. Add a Redis database, a QStash messaging queue, a Vector index, or a Search index from your terminal — without ever opening a dashboard.
[IMG: Burak Yılmaz]
Burak YılmazApr 29, 2026
[H3] Why Web Search Fails AI Agents (and What Context7 Fixes)
Large language models are fundamentally constrained by their training data. In practice, that means a fixed knowledge cutoff, where newer APIs, version changes, and evolving documentation are out of…
[IMG: Shannon]
ShannonApr 28, 2026
[H3] Context7 is Ready for Enterprise
Context7 now ships an on-premise edition with content scanning and moderation, addressing the data privacy and safety concerns that slowed enterprise adoption.
[IMG: Enes Akar]
Enes AkarApr 28, 2026
[H3] Rebuilding Observability for QStash and Upstash Workflow
An async execution model is only as good as your ability to see into it. When a workflow spans hours, retries, and fans out into thousands of steps, you need an observability layer built for the…
[IMG: Mehmet Tokgöz]
Mehmet TokgözApr 21, 2026
[H3] Building a really fast virtual filesystem for AI agents
How to build a virtual filesystem on top of Upstash Redis, with Redis Search powering grep for AI agents.
[IMG: Josh]
JoshApr 20, 2026
[H3] Running Symphony with Upstash Box in Minutes
It picks up tasks from your backlog, writes the code, and opens a pull request, without any sleep. Did you guess a developer? The correct answer is Symphony, and today we're showing you how to run it…
[IMG: Ali Tarık Şahin]
Ali Tarık ŞahinApr 20, 2026
[H3] Using Upstash on Vercel? Rotate Your Secrets After Vercel's April 2026 Incident
What Vercel disclosed on April 19, 2026, and how Upstash customers should rotate Redis, QStash, Vector, and Search credentials.
[IMG: Ilter Kavlak]
Ilter KavlakApr 19, 2026
[H3] How We Made QStash And Upstash Workflow Reliable At Scale
When users rely on a platform like QStash and Upstash Workflow for production operations, reliability stops being a nice-to-have. It becomes the product. Over the last few months, we have been…
[IMG: Sancar Koyunlu]
Sancar KoyunluApr 15, 2026
[H3] Ahi: A Framework to Run Independent Agents
Ahi is an open-source framework for running each agent in its own isolated container with tools, skills, durable data, and a schedule. No orchestration. No deployment. The Ahi name comes from the…
[IMG: Enes Akar]
Enes AkarApr 12, 2026
[H3] Rewriting Flow Control in QStash and Workflow
Flow control is one of the core features of QStash. It allows developers to control how fast messages are delivered and how many requests can run concurrently using rate limits and parallelism. Over…
[IMG: Sancar Koyunlu]
Sancar KoyunluMar 30, 2026
[H3] Box + Workflow: Patterns for Orchestrating Async Agents
If you've been following our updates, you know we recently launched Upstash Box — an isolated execution environment with built-in capabilities for running AI agents. It takes the infrastructure…
[IMG: Mehmet Tokgöz]
Mehmet TokgözMar 23, 2026
[H3] Give AI SDK agents a computer: Filesystem, Shell and Git
How to run Vercel AI SDK agents isolated cloud sandboxes. Give an AI SDK agent filesystem, shell and git access.
[IMG: Josh]
JoshMar 19, 2026
[H3] I Built 5 AI Agents to Review My PRs
We recently launched Upstash Box — a cloud computer for your agents with durable storage, serverless scaling, and usage-based pricing. Since day one of building the backend, the team has been pretty…
[IMG: Ilter Kavlak]
Ilter KavlakMar 13, 2026
[H3] Upstash Box: Give your agents a computer
Upstash Box is a cloud computer for AI agents with durable storage, serverless scaling, and usage-based pricing. Run code, agents, and commands in isolated sandboxes.
[IMG: Enes Akar]
Enes AkarMar 09, 2026
[H3] A First Look at Upstash Redis Search
An early look at Upstash Redis Search. A type-safe, serverless way to search your data, built on Redis.
[IMG: Josh]
JoshFeb 05, 2026
[H3] Introducing Context7 Skill Wizard
The Context7 Skill Wizard auto-generates high-quality skills for AI from up-to-date documentation.
[IMG: Fahreddin Ozcan]
Fahreddin OzcanFeb 04, 2026
[H3] Quality and Safety in Context7
Library benchmarks, deduplication, version analysis, and content moderation in Context7.
[IMG: Shannon]
ShannonJan 26, 2026
[H3] Implementing MCP OAuth: A Technical Deep-Dive
A technical guide to implement OAuth 2.1 for MCP servers.
[IMG: Fahreddin Ozcan]
Fahreddin OzcanJan 15, 2026
[H3] Introducing Dynamic Rate-Limits for Upstash Ratelimit
Upstash Ratelimit now supports dynamic rate limits. You can now change rate-limits without redeploying.
[IMG: Josh]
JoshJan 13, 2026
[H3] Upstash Prod Pack: Enterprise-Grade Redis for $200/month
Prod Pack adds 99.99% uptime SLA, SOC 2 compliance, dedicated support, and advanced monitoring to any paid Upstash Redis or QStash instance.
[IMG: Josh]
JoshJan 12, 2026
[H3] Why We Chose QStash and Upstash Workflow at Scale
How Streamlined evaluated Trigger.dev, Inngest, and Cloudflare Workflows before choosing QStash and Upstash Workflow to coordinate 200K+ daily API requests.
[IMG: Adam Skjervold]
Adam SkjervoldJan 09, 2026
[H3] Context7 Without Context Bloat
Context7's new architecture decreases token usage by 65% and reduces latency by 38%.
[IMG: Josh]
[IMG: Enes Akar]
Josh & Enes AkarJan 07, 2026
[H3] Integrating Upstash MCP is a lot easier now
The Upstash MCP server setup just got simpler. One CLI command for Claude, Cursor, or Copilot.
[IMG: Josh]
JoshJan 06, 2026
[H3] Redis functions are here!
Upstash Redis SDK now supports Redis Functions. Like stored procedures for Redis, with full TypeScript support.
[IMG: Josh]
[IMG: Yusuf]
Josh & YusufDec 26, 2025
[H3] TanStack AI Powered by Upstash
Learn how to use TanStack AI with Upstash for rate limiting, caching, and search in AI apps. Includes comparisons with Vercel AI SDK.
[IMG: Ali Tarık Şahin]
Ali Tarık ŞahinDec 17, 2025
[H3] Figma-Style Live Cursors with Next.js 16 & Upstash Realtime
Build Figma-style live cursors in Next.js 16 with Upstash Realtime.
[IMG: Josh]
JoshDec 16, 2025
[H3] Inside Context7's Quality Stack
How we keep Context7 documentation up to date.
[IMG: Enes Akar]
Enes AkarDec 08, 2025
[H3] Realtime Notifications with Next.js 16 & Vercel
Build a realtime notification system in Next.js 16 with Upstash Realtime.
[IMG: Josh]
JoshNov 13, 2025
[H3] Resumable AI SDK v5 Streams with Upstash Realtime
Build AI chat streams that survive page refreshes and network disconnects using Vercel AI SDK v5, Upstash Workflow, and Upstash Realtime.
[IMG: Josh]
JoshNov 07, 2025
[H3] The Easiest Way to Add Realtime in Next.js
Introducing Upstash Realtime - a type-safe, serverless alternative to Pusher and Ably. Add live updates, cursors, and notifications to Next.js in 60 seconds.
[IMG: Josh]
JoshOct 29, 2025
[H3] Vercel Workflow vs Upstash Workflow
A detailed comparison of Vercel Workflow and Upstash Workflow.
[IMG: Sancar Koyunlu]
Sancar KoyunluOct 27, 2025
[H3] Add Rate Limiting to Your n8n Workflow with Upstash Redis
Protect your n8n workflows from API abuse and excessive requests by adding rate limiting with Upstash Redis.
[IMG: Ali Tarık Şahin]
Ali Tarık ŞahinOct 05, 2025
[H3] Fast, Cost-Effective MCPs with Redis
How Upstash Redis powers production MCP servers
[IMG: Cahid Arda Oz]
Cahid Arda OzOct 05, 2025
[H3] QStash Goes GA: Stronger, Smarter, and Production-Ready
We’ve come a long way in developing QStash and Workflows. Both are now more scalable and resilient to burst loads. Thanks to these improvements, we’re excited to announce that QStash and Workflows…
[IMG: Sancar Koyunlu]
Sancar KoyunluOct 03, 2025
[H3] Adding AI Assistant to Docs in Minutes with AI SDK & Context7
Building AI assistants for documentation used to require complex RAG pipelines, vector databases, and constant maintenance. Not anymore. With AI SDK and Context7, you can add a production-ready AI…
[IMG: Ali Tarık Şahin]
Ali Tarık ŞahinSep 17, 2025
[H3] Building Reliable & Type-Safe Webhooks
In this article, I wanna show you how easy it is to add a fully type-safe webhook system to your own app. We have automatic retries delivery guarantees delays ...and much more already built-in with…
[IMG: Josh]
JoshSep 04, 2025
[H3] Storing Time Series Data in Redis
Time series data is everywhere in modern applications - from stock prices and sensor readings to system metrics and user analytics. If you're building an application that needs to track values over…
[IMG: Cahid Arda Oz]
Cahid Arda OzSep 03, 2025
[H3] Better Context7 Output Quality with Code Scoring
Even the most advanced LLMs still hallucinate, which can at times make their outputs unreliable or even misleading. In the context of code generation, they may produce outdated code from previous…
[IMG: Shannon]
ShannonSep 01, 2025
[H3] Building an Article Research Agent with Mastra & Upstash
Academic research moves quickly—new papers appear every day on arXiv and other pre-print servers. Keeping up manually can be overwhelming. In this guide, we will build an AI research assistant that:…
[IMG: Mustafa Taha Söylemez]
Mustafa Taha SöylemezAug 25, 2025
[H3] AI SDK Powered by Upstash
AI SDK v5 is out, and together with this new release it already took its place at the top three among the most popular libraries. Personally, I am not an AI expert, I only use such models to realize…
[IMG: Ali Tarık Şahin]
Ali Tarık ŞahinAug 18, 2025
[H3] Smooth Text Streaming in AI SDK v5
There's one pattern I've noticed over and over again in some of the most polished AI chat interfaces. This pattern is used by huge companies like Anthropic in production and make the AI chat…
[IMG: Josh]
JoshAug 18, 2025
[H3] Saving AI SDK v5 Chat Messages in Redis
I wrote an updated 2026 version of this article for Vercel AI SDK v6 over at xadd.dev! In 2023, Vercel introduced the first version of their AI SDK. In their words, it started as: "An interoperable,…
[IMG: Josh]
JoshAug 04, 2025
[H3] Building Smart Autocomplete with Redis Sorted Sets
Have you ever noticed how search boxes suggest words as you type? Turns out, most of these suggestions show up in a simple alphabetical order and aren't super helpful. But what if a search box could…
[IMG: Ali Tarık Şahin]
Ali Tarık ŞahinJul 25, 2025
[H3] Caching Drizzle Queries with Upstash Redis
A while ago, we had the opportunity to collab with Drizzle ORM. Seeing how this TypeScript ORM is absolutely loved by the community, our decision to say "yes ?" was a no-brainer: In this article,…
[IMG: Cahid Arda Oz]
Cahid Arda OzJul 10, 2025
[H3] Quick Apply: Building a Serverless AI Interview Assistant
Job interviews are ripe for AI disruption. What if an AI could handle the initial screening conversation with candidates, freeing up human recruiters until it's time to engage the top prospects? I…
[IMG: Muhammed Akif Kaya]
Muhammed Akif KayaJun 28, 2025
[H3] Building a seriously reliable serverless API
A few days ago, the internet broke. GCP, AWS, Cloudflare, nearly every major cloud provider had downtime: Most web apps (ofc mine included) rely on third-party APIs like OpenAI, an email service, or…
[IMG: Josh]
JoshJun 23, 2025
[H3] How Serverless Workflows Actually Work?
In this post, we'll take a look under the hood at how Upstash Workflow works. It enables you to build serverless APIs that are reliable by default. As you scale your app and your backend grows in…
[IMG: Mehmet Tokgöz]
Mehmet TokgözJun 11, 2025
[H3] How Upstash Monitors 25+ Clusters Across the Globe
We're building Upstash's infrastructure to be cloud-agnostic by design. Everything works the same whether our services run on AWS, GCP, or Fly.io. This consistency and standardization (as I'll get…
[IMG: Ilter Kavlak]
Ilter KavlakMay 20, 2025
[H3] Making Next.js Navigation Fast af
Next.js has been my go-to framework for building full-stack apps for years. Built-in API routes, image optimization, and good integrations, there are a lot of reasons to use it. But there's one part…
[IMG: Josh]
JoshMay 14, 2025
[H3] F*ck Clean Code, You Need an Idea
There's a software development philosophy that aligns perfectly with my understanding of shipping ideas extremely fast. I've seen it work again and again over the past year. It helped me launch…
[IMG: Josh]
JoshMay 01, 2025
[H3] Increasing Limits for Upstash Redis
We're increasing the limits for Upstash Redis for the second time in 2 months. | Limit | Old | New | |-------|-----------|-----------| | Max throughput (tps) | 1k | 10k | | Max request size | 1MB |…
[IMG: Enes Akar]
Enes AkarApr 17, 2025
[H3] Build an AI Assistant with Dify and Upstash
In this blog, we'll build an AI assistant using Dify AI and Upstash. This assistant can: Store content and search knowledge from uploaded files using Upstash Vector and Dify's file uploading Make…
[IMG: Elif Nur Deniz]
Elif Nur DenizApr 14, 2025
[H3] How to Build LLM Streams That Survive Reconnects, Refreshes, and Crashes
In this article, we're building extremely durable LLM streams that easily survive: Network outages Page refreshes Closing the website Closing the laptop lid Bonus: You can view the same stream on…
[IMG: Josh]
JoshApr 14, 2025
[H3] Context7 MCP: Up-to-Date Docs for Any Cursor Prompt
Last month, we introduced Context7 - a way to stop Cursor, Claude or any LLM from generating broken, outdated code. The idea: feed your LLM the latest documentation for the libraries you're using —…
[IMG: Josh]
JoshApr 11, 2025
[H3] Introducing Context7: Up-to-Date Docs for LLMs and AI Code Editors
I've spent the last year building with AI coding assistants. They're magical — when they work. But unless you're using a popular library that hasn't changed much since the model's training cutoff,…
[IMG: Enes Akar]
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