Data Warehouses
Mask sensitive columns and expose role-based views.
Last Updated: May 2026
Why masking matters
Not Every User Needs Raw PII
Data masking reduces unnecessary exposure of personal data while allowing teams to continue reporting, analytics, testing, and operational work.
Masking patterns
Common Privacy-Safe Masking Patterns
Email masking
Phone number masking
Tokenized identifiers
Aggregated dashboards
Role-based sensitive views
Environment-specific masking
Implementation
Where to Apply Masking
Dashboards
Remove direct identifiers unless there is a clear operational need.
Testing Environments
Avoid using production PII in development and testing workflows.