Rose Hills is a census-designated place in Los Angeles County, California. Rose Hills sits at an elevation of 518 feet above sea level. The 2010 United States census reported Rose Hills's population was 2,803. The CDP consists primarily of the Spy Glass Hill section of unincorporated Whittier, which is wholly surrounded by its namesake, Rose Hills Memorial Park.