Cave Spring is a spring located in Walker County, Georgia. It appears on the Fort Oglethorpe USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 764.44 feet (233.00 m) above sea level. The nearest populated place is Lytle, approximately 1.0 miles to the N.