A Solutions Architect explores the harsh realities of de-identifying sensitive data by creating custom scripts, including the questions and complexities that arise along the way.

Security Boulevard is a leading cybersecurity news and information portal, offering articles, analysis, and insights on cybersecurity threats, vulnerabilities, and best practices. From the latest trends in cyber threats to expert commentary on security technologies and compliance frameworks, Security Boulevard provides resources for security professionals, IT leaders, and business executives seeking to protect their organizations from cyber attacks and data breaches.

Security Boulevard

Building custom data masking scripts often starts as a simple project but quickly becomes complex and unmanageable. Organizations face challenges including schema changes, PII detection across thousands of fields, maintaining consistency, compliance auditing, and long-term maintenance. The DIY approach typically results in outdated, unmaintained solutions that leave teams unable to safely use production-like data for testing and development. Commercial data masking platforms offer specialized features like multi-database connectors, automated PII detection, subsetting, RBAC, and continuous updates that would require hundreds of person-years to develop internally.

Data masking: DIY internal scripts or time to buy?

DIY data masking: the lure of internal scripts