Masked data snapshots take exact copies of production datasets and replace sensitive fields with safe, non-identifiable values. The schema, relationships, and statistical distributions stay intact. You keep the realism of production without violating compliance or trust. Masking rules can target names, emails, addresses, payment data, and any PII, ensuring no