Large scale networks and service infrastructures present challenges that are at the forefront of systems research. This talk will give an overview of the problem domain, and the role that exploratory data mining plays in addressing these challenges. I will present work at AT&T Labs on a scalable data management infrastructure, data visualization tools, and advanced management applications.