Railroad Bay is a swamp located in Columbia County, Florida. It appears on the White Springs East USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 134.51 feet (41.00 m) above sea level. The nearest populated place is Deep Creek, approximately 1.8 miles to the N.