When working with production systems, logging is critical for understanding behavior, diagnosing issues, and monitoring application health. However, production logs often contain sensitive information, like Personally Identifiable Information (PII), that must be handled carefully. Mishandling this data can lead to compliance violations, financial penalties, and loss of user trust. Using