FunTester

Jul 1, 2026 · Operations

When One Timeout Triggers a Platform‑Wide Outage

The article explains how unbounded retries, replication fan‑out, and naïve autoscaling can amplify a single timeout into a cascade of failures, and it proposes bounded retry policies, load‑aware scaling, and layered persistence as safeguards for reliable API‑centric systems.