Researchers and IT professionals who use high-performance computing (HPC) and high-throughput computing (HTC) need a large scale infrastructure to move their research forward. This session provides reference architectures for running your workloads on AWS, which enable you to achieve scale on-demand and reduce your time to science. We debunk myths about HPC in the cloud and demonstrate techniques for running common on-premises workloads in the cloud.