Gatanby Rock is a island located in Suffolk County, New York. It appears on the Mystic USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 0.00 feet (0.00 m) above sea level. The nearest populated place is Fishers Island, approximately 3.2 miles to the WSW.