Spicer Bay is a bay located in Jefferson County, New York. It appears on the Thousand Island Park USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 245.23 feet (74.75 m) above sea level. The nearest populated place is Frontenac, approximately 0.5 miles to the W.