Cool Branch is a stream located in Davidson County, North Carolina. It appears on the Midway USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 706.62 feet (215.38 m) above sea level. The nearest populated place is Bethany (historical), approximately 1.4 miles to the NNE.