Horseshoe Lake is a lake located in Warren County, Mississippi. It appears on the Bovina USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 110.17 feet (33.58 m) above sea level. The nearest populated place is Smiths, approximately 3.4 miles to the NNE.