How do you actually diagnose a CI integration-test failure when the root cause isn't obvious?

I'm researching a small CI diagnosis agent, but I'm first trying to understand how experienced engineers actually debug these failures. Suppose an integration test fails in CI and the logs don't immediately reveal the root cause. What do you normally investigate first? For example: CI logs/stack trace database availability dependent/third-party service availability recent code changes comparis