Fanny Bay is a swamp located in Baker County, Florida. It appears on the Big Gum Swamp USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 160.76 feet (49.00 m) above sea level. The nearest populated place is Olustee, approximately 4.2 miles to the SSW.