Systems and methods for automatically provisioning and de-provisioning software defined storage (SDS) systems. Characteristics such as IOPS (Input Output operations per Second), capacity, and throughput of the SDS systems are monitored. Capacity or storage is added or removed from the SDS systems based on the relationships between the characteristics of the SDS systems with respect to upper and lower thresholds.