Cannon Hollow is a valley located in Limestone County, Alabama. It appears on the Cairo USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 547.90 feet (167.00 m) above sea level. The nearest populated place is Shoemaker Springs (historical), approximately 1.0 miles to the NE.