A distributed computing system provides a data management system in communication with a software management system and enables the software applications to move to the data to be processed in a distributed computing environment. The software management system stores a plurality of computer-executable software applications thereon and is in communication with a user system for receiving a selection of one of the plurality of software applications. The software management system generates an identifier for the selected software application which is provided to the data management system, which then obtains the selected software application from the software management system based on the identifier. The obtained software application is then executed with data from a data storage system using resources from a resource system. The resource system includes a plurality of resources and a manage mechanism for managing assignment of the plurality of resources to support execution of the software application.