HomeReadTactics deskPodbor-minuta.ru eliminates 500 database timeouts using single-flight caching
Tactics·Aug 18, 2026

Podbor-minuta.ru eliminates 500 database timeouts using single-flight caching

Tactic · Dev.to · stat: 500 errs Podbor-minuta.ru resolves a system-stalling cache stampede that triggered 500 timeout responses under heavy user traffic. When cached apartment listings expire, 200…

Tactic · Dev.to · stat: 500 errs

Podbor-minuta.ru resolves a system-stalling cache stampede that triggered 500 timeout responses under heavy user traffic. When cached apartment listings expire, 200 concurrent requests flood the database with identical heavy queries. The team resolves the bottleneck by implementing a single-flight caching pattern using a shared TypeScript promise map.

Simple in-memory promise maps prevent catastrophic database stampedes under load Implementing single-flight caching prevents concurrent request spikes from crashing databases, saving founders from costly and premature infrastructure upgrades.

Source

Sources · how we verified
  1. https://dev.to/numart/single-flight-caching-how-one-hot-key-stops-taking-the-database-down-3ae5

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