Gum Spring is a spring located in Fulton County, Pennsylvania. It appears on the McConnellsburg USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,351.65 feet (411.98 m) above sea level. The nearest populated place is Cowans Village, approximately 1.4 miles to the NE.