Techniques for policy and identity-based workload provisioning are presented. Identities for requestors or workloads and identities for workloads are tied to specific policies. The specific policies are evaluated based on a stage of readiness for resources within a resource pool and based on resource identities for the resources within the resource pool. Resources are then dynamically provisioned based on the identity-based policy evaluation to handle workloads from the resource pool.