Genomics applications like the Genome Analysis Toolkit (GATK) have long used techniques like MapReduce to parallelize I/O, but have never before run on Hadoop. We will describe what we did to build an end-to-end GATK-based genome analysis pipeline on Hadoop, show how it scaled at lower platform cost, and demonstrate the results.