Sugar Bay is a bay located in McKean County, Pennsylvania. It appears on the Cornplanter Run USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,322.83 feet (403.20 m) above sea level. The nearest populated place is Sugar Run (historical), approximately 1.2 miles to the WNW.