Aspects of the disclosure relate to implementing and using a data processing system with a machine learning engine to provide enterprise monitoring functions. A computing platform may receive environment mapping data from a distributed computing environment. Subsequently, the computing platform may generate a machine learning dataset based on the environment mapping data. Then, the computing platform may validate the machine learning dataset and may monitor the distributed computing environment. Based on monitoring the distributed computing environment, the computing platform may detect an environmental modification in the distributed computing environment. After detecting the environmental modification in the distributed computing environment, the computing platform may receive updated environment mapping data from the distributed computing environment. Subsequently, the computing platform may generate an updated machine learning dataset based on the updated environment mapping data received from the distributed computing environment.