Tupelo Bay is a swamp located in Williamsburg County, South Carolina. It appears on the Lake City West USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 72.38 feet (22.06 m) above sea level. The nearest populated place is Hogeye Crossroads, approximately 2.2 miles to the WSW.