Cannonball Gulch is a valley located in Granite County, Montana. It appears on the Union Peak USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 5,542.81 feet (1,689.45 m) above sea level. The nearest populated place is Stump Town (historical), approximately 1.5 miles to the ENE.