Soper Bay is a swamp located in Baldwin County, Alabama. It appears on the Seminole USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 22.97 feet (7.00 m) above sea level. The nearest populated place is Seminole, approximately 1.4 miles to the S.