Sun Prairie is a city in Dane County in the U.S. state of Wisconsin. A suburb of Madison, it is part of the Madison Metropolitan Statistical Area. The city's population was 29,441 at the 2010 U.S. Census. It is the second most populous city in Dane County after Madison.