Caney Cove is a valley located in Jackson County, Alabama. It appears on the Lim Rock USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 603.67 feet (184.00 m) above sea level. The nearest populated place is Aspel, approximately 1.8 miles to the SSE.