Bolt database

Database Query Timeout - Complex Queries Too Slow

Database queries timeout or take too long (>5 seconds). Complex queries with joins or aggregations are slow.

API endpoints that query database time out or users see loading spinners for too long.

Error Messages You Might See

Query execution timeout after 30 seconds Database connection timeout Slow query warning: exceeded 1 second Database lock timeout
Query execution timeout after 30 secondsDatabase connection timeoutSlow query warning: exceeded 1 secondDatabase lock timeout

Common Causes

  1. Missing database indexes on frequently queried columns
  2. N+1 queries - fetching parent then all children separately
  3. Fetching more data than needed (select * instead of specific columns)
  4. Complex joins without proper indexes
  5. Large result sets without pagination

How to Fix It

Add indexes: CREATE INDEX idx_user_email ON users(email)

Use eager loading: Prisma.findUnique({ include: { posts: true } }) instead of separate queries

Select specific fields: select { id: true, email: true } instead of full objects

Paginate large results: limit 100, offset (page-1)*100

Profile queries: explain analyze SELECT... in database

Cache frequently accessed data: use Redis for hot data

Real developers can help you.

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. Richard McSorley Richard McSorley Full-Stack Software Engineer with 8+ years building high-performance applications for enterprise clients. Shipped production systems at Walmart (4,000+ stores), Cigna (20M+ users), and Arkansas Blue Cross. 5 patents in retail/supply chain tech. Currently focused on AI integrations, automation tools, and TypeScript-first architectures. Jen Jacobsen Jen Jacobsen I’m a Full-Stack Developer with over 10 years of experience building modern web and mobile applications. I enjoy working across the full product lifecycle — turning ideas into real, well-built products that are intuitive for users and scalable for businesses. I particularly enjoy building mobile apps, modern web platforms, and solving complex technical problems in a way that keeps systems clean, reliable, and easy to maintain. Tejas Chokhawala Tejas Chokhawala Full-stack engineer with 5 years experience building production web apps using React, Next.js and TypeScript. Focused on performance, clean architecture and shipping fast. Experienced with Supabase/Postgres backends, Stripe billing, and building AI-assisted developer tools. rayush33 rayush33 JavaScript (React.js, React Native, Node.js) Developer with demonstrated industry experience of 4+ years, actively looking for opportunities to hone my skills as well as help small-scale business owners with solutions to technical problems Yovel Cohen Yovel Cohen I got a lot of experience in building Long-horizon AI Agents in production, Backend apps that scale to millions of users and frontend knowledge as well. Nam Tran Nam Tran 10 years as fullstack developer 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 : ) Victor Denisov Victor Denisov Developer legrab legrab I'll fill this later

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Frequently Asked Questions

How do I know if a query is slow?

Run EXPLAIN ANALYZE in database. Look for sequential scans (bad) vs index scans (good)

What's N+1 query problem?

Fetch 1 user (1 query), then fetch posts for each user (N queries). Use eager loading to do 2 queries total

Should I cache everything?

No, cache hot data. Use Redis for frequently accessed, slow-to-compute results. Set reasonable TTL

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