Pine Spur Ridge is a ridge located in Alleghany County, Virginia. It appears on the Clifton Forge USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,859.79 feet (871.66 m) above sea level. The nearest populated place is Valley View, approximately 3.5 miles to the NW.