Deep Branch is a stream located in Columbus County, North Carolina. It appears on the Longs USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 21.34 feet (6.50 m) above sea level. The nearest populated place is Little Town, approximately 1.5 miles to the SSW.