Grid applications can combine the use of compute, storage, network, and other resources. These resources are often geographically distributed, adding to application complexity and thus the difficulty of understanding application performance. We present GridMapper, a tool for monitoring and visualizing the behavior of such distributed systems. The visualization system supports the automatic layout of distributed sets of such sources and animation of their activities.