Automation is great when it is green. When a CI job fails at 2:13 AM, the experience can be very different: a browser trace is missing, a mailbox has three similar messages, and the only useful clue is buried in a log line that scrolled away.

This is not always a flaky test. Often, the workflow simply lost its identity. The job created an email fixture, called an API, retried a step, and uploaded artifacts, but none of those pieces can be connected with confidence. The fix is a small mental model: every automated run should leave an explainable receipt.

The real problem is missing run context

Consider an onboarding test that waits for a verification email.…