In today's digital landscape, where data has become the lifeblood of businesses, ensuring its privacy and regulatory compliance within production systems is paramount. The exponential growth in data collection, coupled with stringent regulations and evolving cybersecurity threats, underscores the critical importance of robust data privacy measures. From personal identifiable information (PII) to sensitive corporate data, organizations must safeguard information across its entire lifecycle, from collection and processing to storage and disposal.