Cannonball Hollow is a valley located in Alleghany County, Virginia. It appears on the Jerrys Run USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,842.73 feet (561.66 m) above sea level. The nearest populated place is Alleghany, approximately 2.1 miles to the SW.