Graham Branch is a stream located in Granville County, North Carolina. It appears on the Stovall USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 358.61 feet (109.30 m) above sea level. The nearest populated place is Stovall, approximately 2.1 miles to the ESE.