Tupelo Bay is a swamp located in Dillon County, South Carolina. It appears on the Gaddysville USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 110.57 feet (33.70 m) above sea level. The nearest populated place is Gaddys Mill, approximately 1.8 miles to the SW.