With the rise of large experimental science facilities like the Large Hadron Collider and the Laser Interferometer Gravitational Wave Observatory, there are strong needs for both high-performance computing and high-throughput computing. In this paper, written by a team from the National Center for Supercomputing Applications and Rutgers University, the researchers argue that the (traditionally separate) HPC and HTC infrastructures must be integrated and unified.