Reading Latency Distributions

engineering field notesvisual / Performance
Chaitanya AkulaUpdated Sep 18, 2026 4 min read0% read
Percentiles are useful because they show the shape of the tail. Pair p50, p95, and p99 with request volume and endpoint labels, then trace the slow path before changing infrastructure.
Practical takeaway
Make the next action explicit: define the contract, test the unhappy path, add the smallest useful measurement, and document the tradeoff that future maintainers will need.