Monroe County is a county in the U.S. state of Wisconsin. As of the 2020 census, the population was 46,274. Its county seat is Sparta. According to the U.S. Census Bureau, the county has a total area of 908 square miles, of which 901 square miles is land and 7.4 square miles is water.