Lathrup Gulf is a valley located in Chautauqua County, New York. It appears on the Clymer USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,471.97 feet (448.66 m) above sea level. The nearest populated place is Clymer, approximately 0.7 miles to the NNE.