Protecting sensitive information is a critical part of modern system design. Personal Identifiable Information (PII) can include names, addresses, social security numbers, emails, and other data points tied to real individuals. When handling PII, especially in testing or analytics, exposing raw data can lead to compliance violations, security risks, and