Long Hollow is a valley located in Columbia County, Pennsylvania. It appears on the Shumans USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 675.81 feet (205.99 m) above sea level. The nearest populated place is Shumans, approximately 0.9 miles to the NNE.