Handling sensitive data has become a critical part of building modern software systems. Personally Identifiable Information (PII) is everywhere—names, emails, phone numbers, addresses, even IPs—all categorized as PII. To protect this data while still using it for testing, analytics, or development, organizations need effective and safe approaches. This