Cold Spring Gap is a gap located in Polk County, Tennessee. It appears on the Ducktown USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,794.27 feet (851.69 m) above sea level. The nearest populated place is Harbuck, approximately 2.1 miles to the ESE.