buttermilk falls has an elevations change of 1104 feet and is moderately difficult to get to but the trail length is not very long only 1.4 miles each way. buttermilk falls is one of the tallest waterfalls in new jersey. the waterfall is near the north end of the delaware water gap in new jersey.