Debugging Failing Integration Tests: Flakiness Diagnostics, Container Sandboxes, and Logs

Integration tests exercise multiple interacting subsystems (databases, message queues, external HTTP APIs). When tests fail intermittently in CI pipelines, structured diagnostic techniques are required to isolate the failure mode.