Cave Mountain is a summit located in Jackson County, Alabama. It appears on the Swearengin USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,145.23 feet (349.07 m) above sea level. The nearest populated place is Dry Cove (historical), approximately 0.7 miles to the NNW.