1. A method, comprising: receiving, at a load balancer for a plurality of computing components, a workload request; accessing a database comprising a respective non-linear scalability model for each of the plurality of computing components; determining a particular computing component from the plurality of computing components based on each respective non-linear scalability model; and scheduling the workload request for execution by the particular computing component.