Grape Branch is a stream located in Buchanan County, Virginia. It appears on the Grundy USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,244.70 feet (379.38 m) above sea level. The nearest populated place is Patterson, approximately 1.7 miles to the ENE.