Cherry Gap is a gap located in Avery County, North Carolina. It appears on the Elk Park USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 4,151.75 feet (1,265.45 m) above sea level. The nearest populated place is Elk Valley, approximately 0.9 miles to the NNE.