In the context of test data management (TDM) and the increasing importance of data masking, the integration of CockroachDB and Delphix is highlighted as a solution to overcome traditional challenges associated with managing and securing data in development environments. The text discusses the historical issues of TDM, such as slow provisioning, inadequate data quality, and rising costs, and emphasizes the need for efficient tools that secure data without compromising agility. Delphix is presented as a key tool for integrating with CockroachDB, offering continuous data and compliance capabilities to automate and secure DevOps environments. The integration aids in data masking, application development, and legacy application migration, ensuring that sensitive data is protected while maintaining high-quality test data. This approach addresses the challenges of distributed databases by providing a seamless and scalable TDM solution, ultimately enabling faster software delivery and enhanced data security in compliance with regulatory requirements.