1. A method for tuning a storage system, the method comprising: obtaining data corresponding to an application load configured to be applied to a storage appliance in the storage system; characterizing the application load using a processor, the application load being characterized in the context of a configuration of the storage system; and generating one or more recommendations for optimizing performance of the storage system based on the characterized application load.