Caney Hollow is a valley located in Lauderdale County, Alabama. It appears on the Yellow Creek USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 413.39 feet (126.00 m) above sea level. The nearest populated place is Cooks Landing, approximately 1.1 miles to the SW.