Correlating Logs, Metrics, and Traces at Scale

A missing join key between logs, metrics, and traces broke an incident investigation for fifty-three minutes. Metrics showed a latency spike on the order service eight minutes before errors appeared. Logs from the payment service showed connection timeouts, but traces provided nothing useful because a new version was deployed.