Hairy Spring is a spring located in Cumberland County, Pennsylvania. It appears on the Walnut Bottom USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,868.53 feet (569.53 m) above sea level. The nearest populated place is Cleversburg, approximately 4.3 miles to the WNW.