Coonpatch Branch is a stream located in Madison County, North Carolina. It appears on the Spring Creek USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,921.46 feet (585.66 m) above sea level. The nearest populated place is Bluff, approximately 1.0 miles to the WNW.