Caldwell 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 2,680.45 feet (817.00 m) above sea level. The nearest populated place is Big Pine, approximately 1.3 miles to the N.