Adeline Bay is a swamp located in Hardee County, Florida. It appears on the Sweetwater USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 62.34 feet (19.00 m) above sea level. The nearest populated place is Sweetwater, approximately 1.2 miles to the SSW.