Little Gum Swamp is a swamp located in Columbia County, Florida. It appears on the Olustee USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 167.32 feet (51.00 m) above sea level. The nearest populated place is Olustee, approximately 3.9 miles to the SE.