Long Lake is a lake located in Caldwell County, Louisiana. It appears on the Columbia USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 54.79 feet (16.70 m) above sea level. The nearest populated place is Fredericksburg (historical), approximately 1.9 miles to the SE.