The commoditization of low-cost hardware has enabled even modest-sized laboratories and research projects to own their own "supercomputers." We argue that this local solution undermines rather than amplifies the research potential of scholars. CIOs, provosts, and research technologists should consider carefully an overall strategy to provision sustainable cyberinfrastructure in support of research activities and not reach for false economies from the commoditization of advanced computing hardware.