We are seeing an unprecedented convergence of massive compute with massive data. This confluence has the potential to significantly impact how we do computing and what computing can do for us. In this talk I will discuss some of the application-level opportunities and system-level data management challenges at the intersection of traditional high-performance computing and emerging data-intensive computing.