Rocky Branch is a stream located in Gaston County, North Carolina. It appears on the Gastonia South USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 613.18 feet (186.90 m) above sea level. The nearest populated place is Begonia (historical), approximately 2.2 miles to the ENE.