Arnold Bay is a bay located in Chautauqua County, New York. It appears on the Ellery Center USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,309.06 feet (399.00 m) above sea level. The nearest populated place is Phillips Mills, approximately 0.3 miles to the NNE.