Van Buren Bay is a bay located in Chautauqua County, New York. It appears on the Brocton USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 564.30 feet (172.00 m) above sea level. The nearest populated place is Van Buren Bay, approximately 0.3 miles to the SE.