Scaling Failure Modes: Connection Pools, Timeouts, Cache Stampedes, N+1 and Queues
Reproduce five scaling failures on one laptop (exhausted connection pools, missing timeouts, cache stampedes, N+1 queries and slow request paths) with runnable scripts, measured output and fixes.
Bekzod Erkinov
May 16, 2026