Claude Code
performance
N+1 Query Problem Causing Performance Degradation
Application performance degrades significantly after adding a feature that loads related data. Profiling shows massive number of database queries (1 main query + N queries for each result). Adding 50 users slows down response by seconds instead of milliseconds.
The feature works correctly but is fundamentally inefficient, querying the database hundreds or thousands of times for what should be a few queries.
Error Messages You Might See
Application timeout after adding feature
Database connection pool exhausted
50+ SELECT queries logged for single request
Common Causes
- Lazy loading relationship in loop: for (user in users) { user.profile.name } triggers query per user
- Separate query for each item instead of batch loading
- Eager loading not configured, falling back to lazy loading
- No database indexes on foreign keys causing full table scans
- JOINs not used despite being available, falling back to multiple queries
How to Fix It
Enable SQL query logging to see all queries. Count them: if 51+ for 50 items, you have N+1. Use eager loading (JOIN FETCH) or explicit batch loading. Add database indexes on foreign keys. Use query analysis tools (EXPLAIN PLAN) to see join strategies. Consider denormalization or caching for expensive relationships.
Real developers can help you.
Stanislav Prigodich
15+ years building iOS and web apps at startups and enterprise companies. I want to use that experience to help builders ship real products - when something breaks, I'm here to fix it.
AUXLE
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Costea Adrian
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I am a technologist and product builder dedicated to creating high-impact solutions at the intersection of AI and specialized markets. Currently, I am focused on PropScan (EstateGuard), an AI-driven SaaS platform tailored for the Japanese real estate industry, and exploring the potential of Archify.
As an INFJ-T, I approach development with a "systems-thinking" mindset—balancing technical precision with a deep understanding of user needs. I particularly enjoy the challenge of architecting Vertical AI SaaS and optimizing Small Language Models (SLMs) to solve specific, real-world business problems. Whether I'm in a CTO-level leadership role or hands-on with the code, I thrive on building tools that turn complex data into actionable value.
Pratik
SWE with 15+ years of experience building and maintaining web apps and extensive BE infrastructure
Alvin Voo
I’ve watched the tech landscape evolve over the last decade—from the structured days of Java Server Pages to the current "wild west" of Agentic-driven development. While AI can "vibe" a frontend into existence, I specialize in the architecture that keeps it from collapsing.
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Milan Surelia
Milan Surelia is a Mobile App Developer with 5+ years of experience crafting scalable, cross-platform apps at 7Span and Meticha. At 7Span, he engineers feature-rich Flutter apps with smooth performance and modern UI. As the Co-Founder of Meticha, he builds open-source tools and developer-focused products that solve real-world problems.
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Daniel Vázquez
Software Engineer with over 10 years of experience on Startups, Government, big tech industry & consulting.
Matthew Jordan
I've been working at a large software company named Kainos for 2 years, and mainly specialise in Platform Engineering. I regularly enjoy working on software products outside of work, and I'm a huge fan of game development using Unity. I personally enjoy Python & C# in my spare time, but I also specialise in multiple different platform-related technologies from my day job.
You don't need to be technical. Just describe what's wrong and a verified developer will handle the rest.
Get HelpFrequently Asked Questions
How to detect N+1 problems?
Enable SQL query logging. For N items, you should see ~O(1) or O(log N) queries, not O(N). If query count = 1 + N, that's N+1 problem.
How to fix with JOINs?
Use JOIN FETCH in query: SELECT user FROM User user JOIN FETCH user.profile WHERE ... (fetches user and related profile in single query).
Should all relationships be eager loaded?
No. Load eagerly only if always used. For conditional access, use explicit loading or batch loading when needed.