Cave Spring is a spring located in Floyd County, Georgia. It appears on the Cedartown West USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 652.89 feet (199.00 m) above sea level. The nearest populated place is Cave Spring, approximately 0.2 miles to the NNW.