Diagnosing API Timeouts in Checkout Test Flows

API timeouts in checkout test flows are often misleading because a single global timeout obscures which specific call in the sequential chain actually failed. The guide recommends instrumenting each API call individually with per-call thresholds, building a lightweight dependency trace to detect cascading latency, and distinguishing environment contention from true application bugs by comparing trace outputs across isolated and concurrent CI runs.