 The Rattlesnake Hills form the northern edge of the Yakima Valley, running from the vicinity of Benton City to just south of the city of Yakima, where the Yakima River cuts through the mountain ridge via Union Gap.To the west of the Yakima River the mountain ridge is known as Ahtanum Ridge.North of the Rattlesnake Hills is Moxee Valley and the Black Rock Valley.