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Methods

Approaches to provisioning safe, realistic test data: subsetting, masking, synthesis, and hybrid pipelines.

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More in Methods

Methods 7 min

Referential integrity in test data (and why masking breaks it)

How masking and subsetting break referential integrity in test data, and the techniques that keep foreign key relationships intact.

Methods 7 min

Data masking for test and development environments

How data masking protects sensitive data across test, QA, and staging — core techniques, referential integrity, and where it fits in TDM.

Methods 8 min

Data subsetting: building smaller, realistic test databases

What data subsetting is, how to build smaller test databases, and how to keep them referentially intact when you shrink production data.

Methods 7 min

Synthetic data for testing vs. masked production data

When to use synthetic test data vs.