Crane Branch is a stream located in Madison County, North Carolina. It appears on the White Rock USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,848.14 feet (563.31 m) above sea level. The nearest populated place is Guntertown, approximately 1.1 miles to the N.