Bolt database

Redis Cache Returning Stale Data - Cache Not Invalidating

Users see old data from Redis cache even after updates. Cache doesn't invalidate when data changes.

Data appears correct in database but cached version is stale.

Error Messages You Might See

Cache showing old data Update doesn't reflect in UI Data mismatch between cache and database Stale cache persisting
Cache showing old dataUpdate doesn't reflect in UIData mismatch between cache and databaseStale cache persisting

Common Causes

  1. Cache TTL too long - data expires slowly
  2. No cache invalidation on update/delete operations
  3. Cache key structure doesn't match query conditions
  4. Updating database but forgetting to delete cache
  5. Multiple cache keys for same data causing duplicates

How to Fix It

Invalidate cache on writes: after update, delete cache key: redis.del('user:123')

Use pattern deletion: redis.del('user:*') to clear all user cache

Set reasonable TTL: 5-60 minutes depending on data freshness needs

Implement cache versioning: 'user:v1:123' changes if schema changes

Use Redis pub/sub to invalidate cache across multiple servers

Real developers can help you.

Jared Hasson Jared Hasson Full time lead founding dev at a cyber security saas startup, with 10 yoe and a bachelor's in CS. Building & debugging software products is what I've spent my time on for forever BurnHavoc BurnHavoc Been around fixing other peoples code for 20 years. Taufan Taufan I’m a product-focused engineer and tech leader who builds scalable systems and turns ideas into production-ready platforms. Over the past years, I’ve worked across startups and fast-moving teams, leading backend architecture, improving system reliability, and shipping products used by thousands of users. My strength is not just writing code — but connecting product vision, technical execution, and business impact. prajwalfullstack prajwalfullstack Hi Im a full stack developer, a vibe coded MVP to Market ready product, I'm here to help Victor Denisov Victor Denisov Developer legrab legrab I'll fill this later Jaime Orts-Caroff Jaime Orts-Caroff I'm a Senior Android developer, open to work in various fields Krishna Sai Kuncha Krishna Sai Kuncha Experienced Professional Full stack Developer with 8+ years of experience across react, python, js, ts, golang and react-native. Developed inhouse websearch tooling for AI before websearch was solved : ) Prakash Prajapati Prakash Prajapati I’m a Senior Python Developer specializing in building secure, scalable, and highly available systems. I work primarily with Python, Django, FastAPI, Docker, PostgreSQL, and modern AI tooling such as PydanticAI, focusing on clean architecture, strong design principles, and reliable DevOps practices. I enjoy solving complex engineering problems and designing systems that are maintainable, resilient, and built to scale. Kingsley Omage Kingsley Omage Fullstack software engineer passionate about AI Agents, blockchain, LLMs.

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Frequently Asked Questions

What's a good cache TTL?

User data: 1 hour. Product data: 24 hours. Real-time data: 5 minutes. Balance freshness and performance

Should I invalidate on every update?

Yes, delete cache key on write. Otherwise users see outdated data

How do I handle cache across multiple servers?

Use Redis pub/sub: publish invalidation message. All servers receive and delete cache

Related Bolt Issues

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