Cold Spring is a spring located in Gilmer County, Georgia. It appears on the Ramhurst USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,350.71 feet (716.50 m) above sea level. The nearest populated place is Tails Creek, approximately 2.7 miles to the SE.