When server response times mysteriously fluctuated from 50ms to 1000ms, a developer embarked on a month-long debugging journey that revealed a surprising culprit: oversized user-generated content. This case study explores the challenges of diagnosing performance issues in complex systems and the critical importance of proper instrumentation.