DevOps Coach
DevOps Coach
Jan 21, 2026 · Operations

How I Turned a 3‑Day Latency Nightmare into a 30‑Second Debugging Tool

After a late‑night PagerDuty alert revealed a p95 latency over 5 seconds despite normal CPU, memory, and database metrics, the author spent three days tracing the issue to a tiny thread‑pool configuration, then built an open‑source CLI that automates the entire diagnosis in seconds.

Connection PoolGrafanaThread Pool
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How I Turned a 3‑Day Latency Nightmare into a 30‑Second Debugging Tool