Horseshoe Lake is a lake located in Pike County, Missouri. It appears on the Ashburn USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 460.63 feet (140.40 m) above sea level. The nearest populated place is Ashburn, approximately 2.1 miles to the NE.