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 35,967 at the 2020 U.S. Census. It is the second-most populous city in Dane County after Madison.