Poplar Spring Branch is a stream located in Caldwell County, North Carolina. It appears on the Grandfather Mountain USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,065.50 feet (629.56 m) above sea level. The nearest populated place is Maple Grove, approximately 2.0 miles to the SE.