A data management platform may receive an environment configuration for a data environment to be implemented in a data structure, wherein the environment configuration includes requirements of an application. The data management platform may configure, based on the environment configuration, the data environment, to generate a configured data environment. The data management platform may deploy the configured data environment in the data structure. The data management platform may perform one or more tests on data stored in the configured data environment in the data structure to generate one or more test results based on performing the one or more tests on the data. The data management platform may update, based on the one or more test results, the configured data environment, to generate an updated configured data environment, wherein the updated configured data environment meets the requirements of the application.