Horseshoe Lake is a lake located in Bates County, Missouri. It appears on the Rockville USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 718.50 feet (219.00 m) above sea level. The nearest populated place is Rockville, approximately 1.1 miles to the NNE.