Horse Branch is a stream located in Watauga County, North Carolina. It appears on the Boone USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,566.32 feet (782.21 m) above sea level. The nearest populated place is Apple Ridge, approximately 1.3 miles to the SSW.