QA Automation Strategy for CI/CD: Test Layers, Data, and Failure Diagnosis

QA automation only creates value when engineering teams trust the results. Learn how to design reliable test layers, manage test data, reduce flaky failures, improve CI/CD feedback, and diagnose broken builds faster.