Horseshoe Lake is a lake located in Caldwell County, Louisiana. It appears on the Riverton USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 56.36 feet (17.18 m) above sea level. The nearest populated place is Riverton, approximately 1.9 miles to the ESE.