Abstract: A test data management platform consistent with at least one embodiment of this disclosure is configured to provide both scheduled and on-demand automated secure data delivery in a cloud native services environment. Various dataset delivery is provided including but not limited to masked and subset datasets. Additionally, the platform is configured to allow user and developer access, particularly in a continuous integration and deployment environment. Still further, the platform interfaces with production data to provision different types of lower environment data, including production-to-lower environment with and without masking, and lower-to-lower environment with and without masking. Additionally, the platform implements security and control features including data governance, data encryption, data masking using security-approved algorithms, logging and monitoring, auditing, scanning credentials, and identity and access management.