Prairie Lake is a lake located in Bates County, Missouri. It appears on the Rich Hill USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 730.81 feet (222.75 m) above sea level. The nearest populated place is Papinville, approximately 1.6 miles to the NE.