McCloud Bay is a swamp located in Holmes County, Florida. It appears on the Prosperity USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 147.64 feet (45.00 m) above sea level. The nearest populated place is Prosperity, approximately 2.5 miles to the NE.