Embodiments for managing resources in a tiered data storage system, by a processor device. In response to differing business priorities for executing workloads by a workload manager, a resource plan is generated by an administrator of the workload manager. The resource plan defines what resources of the storage system are allocated to a particular group of tenants and at what time the workloads of the particular group are executed, thereby optimizing utilization of the resources of the storage system.