Penitentiary Mountain is a summit located in Shelby County, Alabama. It appears on the Vandiver USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,380.66 feet (420.83 m) above sea level. The nearest populated place is Vandiver, approximately 3.2 miles to the NNE.