Rocky Spur is a ridge located in Greenville County, South Carolina. It appears on the Saluda USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,713.25 feet (827.00 m) above sea level. The nearest populated place is Melrose, approximately 3.0 miles to the NW.