Various embodiments described herein include at least one of systems, methods, and software for identity-based thread pool assignment. The identity may identify a source of a request where the source is a user, human or logical, or a network location where the request originated. Some embodiments include receiving a resource request via a network and classifying the resource request into a processing thread pool of a plurality of processing thread pools. The classifying may be based at least in part on an identifying characteristic of a source of the resource request. Each processing thread pool may have an assigned maximum number of processing threads available at any one time for processing resource requests. When a processing thread of the processing thread pool the request is classified into is available, some embodiments then assign the resource request to the available processing thread.