Horseshoe Lake is a lake located in Buchanan County, Missouri. It appears on the Halls USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 798.81 feet (243.48 m) above sea level. The nearest populated place is Kenmoor, approximately 1.8 miles to the SW.