Today's unprecedented growth rate of data (structured and unstructured) necessitates faster and cost-effective processing for near-real-time decision making. Over the years, many have viewed high-performance computing (HPC) as a monster too complex and too unaffordable for processing large data. However, that viewpoint is changing rapidly due to open source innovations such as Apache Hadoop, the advent of the cloud, and simple and affordable platforms like Microsoft.