Purgatory Creek is a stream located in Suffolk County, New York. It appears on the Patchogue USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately -0.30 feet (-0.09 m) above sea level. The nearest populated place is Blue Point, approximately 0.5 miles to the SSW.