Walnut Cove is a valley located in Clay County, North Carolina. It appears on the Peachtree USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,738.05 feet (529.76 m) above sea level. The nearest populated place is Pinelog, approximately 1.2 miles to the SSW.