Leather Hill is a summit located in Dutchess County, New York. It appears on the Dover Plains USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 997.99 feet (304.19 m) above sea level. The nearest populated place is Wiley Shelter, approximately 0.6 miles to the SSE.