1. A method for providing performance isolation for storage clouds, comprising: grouping workloads across a storage cloud architecture into clusters; creating a performance isolation domain for each of the clusters, each of the performance isolation domains comprising a set of data stores associated with a set of storage subsystems and a set of data paths that connect the set of data stores to a set of clients; and providing performance isolation among a set of layers of the performance isolation domains.