Cave Spring is a spring located in Smyth County, Virginia. It appears on the Chatham Hill USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,977.88 feet (602.86 m) above sea level. The nearest populated place is Longhollow (historical), approximately 0.5 miles to the NW.