Test Data Management Best Practices for API Testing (2026)

Test data management best practices for API testing combine synthetic generation, PII masking, version-controlled datasets, and isolated CI/CD execution. This guide shows you how to stop copying production, comply with GDPR and HIPAA, and run reliable API regression tests on every pull request.