Cave Mountain is a summit located in Rockbridge County, Virginia. It appears on the Arnold Valley USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,646.16 feet (501.75 m) above sea level. The nearest populated place is Gilmore Mills, approximately 2.1 miles to the NNW.