Horseshoe Lake is a lake located in East Baton Rouge County, Louisiana. It appears on the Prairieville USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 8.10 feet (2.47 m) above sea level. The nearest populated place is Galvez Town, approximately 1.3 miles to the SE.