1. A method of optimizing a performance measure for a cluster of computing components in a distributed computing system, comprising: creating component power models of power consumption versus the performance measure for the computing components; adding the component power models to derive a cluster power model; and calculating an optimum set point for the performance measure which corresponds to a power limit on the computing components using the cluster power model.