Rock Branch is a stream located in Cheatham County, Tennessee. It appears on the White Bluff USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 531.71 feet (162.07 m) above sea level. The nearest populated place is Craggie Hope, approximately 0.6 miles to the NNW.