Eagle Bay is a bay located in Chautauqua County, New York. It appears on the Silver Creek USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 570.60 feet (173.92 m) above sea level. The nearest populated place is Center Corners, approximately 0.8 miles to the WSW.