The MG-RAST metagenomics portal has experienced significant growth in the volume of data uploaded and analyzed in the past few years posing numerous computational challenges. We have created a platform for multi-cloud based computational analysis of environmental sequence data at unprecedented scale. I will describe the challenges and the current solution for running what is one of the largest computing enterprises in the bio-medical world.