 According to the United States Census Bureau, the Tanner CDP has a total area of , of which are land and , or 4.51%, are water.Tanner is served by Exit 32 on Interstate 90, at the base of Mount Si, which rises to the north.Tanner is surrounded by miles of hiking trails located in Washington State Forest Reserves.