This White Paper provides an overview as well as detailed information on the engineering approaches and the challenges of building high-performance computing clusters. In addition, it presents comprehensive information focusing on the Linux Operating System in conjunction with AMD Opteron processors. Also covered is a real example of building and provisioning an Appro HyperBlade 80-node cluster with a total of 160 AMD Opteron processors at the AMD Developer Center.