Willow Bay is a bay located in Warren County, Pennsylvania. It appears on the Cornplanter Run USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,320.70 feet (402.55 m) above sea level. The nearest populated place is Corydon (historical), approximately 2.8 miles to the W.