Chestnut Branch is a stream located in Clay County, North Carolina. It appears on the Shooting Creek USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 3,321.88 feet (1,012.51 m) above sea level. The nearest populated place is Rainbow Springs, approximately 4.0 miles to the E.