Patent attributes
Systems, methods, and computer program products for testing new software are provided. Multiple payloads that correspond to scenarios in a production computing environment are identified. From the multiple payloads unique payloads are identified. User data that corresponds to the unique payloads is created. A first testing environment conducts a test using software components in the production environment, the unique payloads, and the user data to generate expected results. A second testing environment conducts a test using new software that replaces at least one of the software components in the production environment, the unique payloads, and the user data, to generate actual results. The one or more attributes in the expected results are compared to the one or more attributes in the actual results to determine if the new software causes an error.