Stone Mountain Branch is a stream located in Caldwell County, North Carolina. It appears on the Buffalo Cove USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,454.24 feet (443.25 m) above sea level. The nearest populated place is Buffalo Cove, approximately 1.5 miles to the NE.