help validate communication between services, simulate external dependencies, and verify frontend-backend workflows. Many teams integrate these tools into continuous integration pipelines to improve reliability and automated coverage.

Test data management

Integration tests that alter any persistent store or database should always be designed carefully with consideration of the initial and final state of the files or database, even if any test fails. This is often achieved using some

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