Stanton Bay is a swamp located in Lafayette County, Florida. It appears on the Day USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 87.21 feet (26.58 m) above sea level. The nearest populated place is Townsend, approximately 2.0 miles to the SSE.