Gingercake Creek is a stream located in Burke County, North Carolina. It appears on the Chestnut Mountain USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,982.22 feet (604.18 m) above sea level. The nearest populated place is Cold Springs, approximately 2.2 miles to the NW.