Abstract: Implementations relate to accessing a set of usage history data associated with a user account operating a workload on a set of virtual machines in a default deployment, generating, by a hardware processor, a predictive workload associated with the user account in view of the set of usage history data associated with the user account, responsive to generating the predictive workload, identifying a set of available resources in a set of host clouds of virtual machines provided by a cloud provider over the first period of time, accessing a set of deployment criteria received from the cloud provider, and generating a set of subscription parameters in view of the predictive workload, the set of available resources, and the set of deployment criteria to migrate the predictive workload to the set of host clouds of virtual machines.