Blue Spring Hollow is a valley located in Juniata County, Pennsylvania. It appears on the Mifflintown USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 441.49 feet (134.57 m) above sea level. The nearest populated place is Old Port, approximately 0.4 miles to the NNW.