Protecting Personally Identifiable Information (PII) is one of the most essential tasks in modern systems. Whether it’s healthcare, finance, or e-commerce, mishandling PII can lead to breaches, reputational harm, and compliance failures. However, designing a manual approach to anonymize PII often creates unnecessary overhead for engineers and operational teams.