Production systems produce endless logs. Without strict rules, sensitive data leaks into them. Personal Identifiable Information (PII) — names, emails, phone numbers, addresses — can slip through unnoticed. Once stored, every backup, every transfer, every shared debug snippet becomes a liability. Masking PII at the logging layer is the only way to