Cave Cove is a valley located in Marion County, Tennessee. It appears on the Monteagle USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 708.66 feet (216.00 m) above sea level. The nearest populated place is Martin Springs, approximately 0.3 miles to the SE.