Caney Hollow is a valley located in Jackson County, Alabama. It appears on the Princeton USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 918.64 feet (280.00 m) above sea level. The nearest populated place is Baileytown, approximately 1.4 miles to the SW.