1. A method comprising: in response to a request from a user for execution of one or more data processing tasks by a remote computing service, identifying, by an apparatus, the user and an association between the user and at least one of a plurality of user groups of an entity; retrieving, by the apparatus based on the association, at least one execution constraint associated with the user, the at least one user group, or a combination thereof to determine a maximum number of clusters, cluster instances, or a combination thereof of the remote computing service to be provisioned for fulfilling the request, wherein the at least one execution constraint is below execution constraints contracted between the entity and the remote computing service; initiating a comparison of the at least one execution constraint against an availability of one or more clusters, one or more cluster instances, or a combination thereof based on the execution of the at least one data processing task; determining a cost saving, a performance increase, or a combination thereof is achievable for the user, the at least one user group, or a combination thereof based on the comparison; initiating, by the apparatus, a provisioning of the one or more clusters, the one or more cluster instances, or a combination thereof to the user, the at least one user group, or a combination thereof to be within the maximum number of clusters, cluster instances, or a combination thereof based on the at least one execution constraint and to achieve the cost saving, the performance increase, or a combination thereof; and real-time monitoring and adjusting, by the apparatus, clusters and cluster instances being provisioned to the user or the at least one user group, for dynamically maintaining the at least one execution constraint and the execution constraints contracted between the entity and the remote computing service.