Blue Spring is a spring located in Centre County, Pennsylvania. It appears on the State College USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 921.07 feet (280.74 m) above sea level. The nearest populated place is Pleasant Gap, approximately 0.6 miles to the ENE.