Deep Cove is a valley located in Caldwell County, North Carolina. It appears on the Buffalo Cove USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,326.22 feet (404.23 m) above sea level. The nearest populated place is Rufus, approximately 1.6 miles to the WSW.