#ci-cd

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.

JUnit XML is the de facto standard for test result reporting. Here's how the format works, how to generate it from any test framework, and how to use it for CI integrations.

Test artifacts are the files and data generated during test execution - reports, logs, screenshots, coverage data, and more. Here's what they are, why they matter, and how to manage them.