[jandrewrogers]

This very much depends on the kind of software system. If there is parallel orchestration going on, such as join operators in a scale-out database, the performance of a single machine in the cluster can impact the performance of the entire cluster. In fact, the software will often monitor this itself so that it knows when and where to automatically shed load.