Horseshoe Lake is a lake located in Union County, South Dakota. It appears on the Elk Point NE USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,096.75 feet (334.29 m) above sea level. The nearest populated place is Jefferson, approximately 2.6 miles to the SSW.