CDPSE: Certified Data Privacy Solutions Engineer

Data masking for test data must retain referential integrity and apply consistent transformations to related values across tables and interconnected systems. This preserves joins, dependencies, and realistic end-to-end test behavior without exposing the original personal data. Microsoft notes that cross-database comparisons and joins involving masked columns may not produce correct results, illustrating the challenge of preserving relationships across systems.