When sensitive data is exposed, the consequences can be significant. Mismanaged datasets can lead to breaches, financial losses, and even legal repercussions. Data masking has emerged as a critical tool to protect sensitive information, ensuring proper obfuscation for non-production databases, analytics, or testing environments. Paired with auto-remediation workflows, this process