Cave Spring is a spring located in Montgomery County, Tennessee. It appears on the New Providence USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 451.22 feet (137.53 m) above sea level. The nearest populated place is Johnson Heights, approximately 0.3 miles to the ENE.