Horseshoe Lake is a lake located in Aurora County, South Dakota. It appears on the Aurora Center USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,593.93 feet (485.83 m) above sea level. The nearest populated place is Stickney, approximately 5.3 miles to the E.