This document discusses bringing private cloud computing to high-performance computing (HPC) and science. It covers the private HPC cloud use case, main challenges, and case studies from several research centers that have implemented private HPC clouds using OpenNebula. Some key challenges discussed are flexible application definitions, resource management at scale, performance considerations, and hybrid cloud deployments. Private cloud trends from industry are also briefly summarized.