Maple Bluff is a village in Dane County, Wisconsin, United States. The population was 1,368 at the 2020 census. A suburb of Madison, it is part of the Madison Metropolitan Statistical Area. Maple Bluff is the site of the Wisconsin Governor's Mansion, the residence of the governor of Wisconsin and their family. The Robert M. La Follette House is also in Maple Bluff.