Stony Spur is a ridge located in Madison County, North Carolina. It appears on the Spring Creek USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,654.20 feet (809.00 m) above sea level. The nearest populated place is Bluff, approximately 1.9 miles to the SSE.