#engineering-productivity

Most teams retry and move on. A systematic approach to flaky test management: flip rate detection, CI cost prioritization, and a fix-quarantine-delete framework.

Flaky tests are an invisible tax on engineering velocity. Industry data from Atlassian, Google, and Microsoft shows 13-16% of test failures are flaky. Here's how to calculate the real cost.