A service exposes a storage system-independent application programming interface (API) and receives a data request from an application over the API. The service transforms the storage system-independent data request into a storage system-specific data request and executes it against an identified cloud-based storage system. The service can execute the request against multiple cloud-based storage systems and then return aggregated results to the application through the storage system-independent API.