West Hollywood is a neighborhood in Broward County, Florida, United States. The ZIP code for the community is 33023. The community is within the city limits of Hollywood. The latest population for the area recorded was 60,806. West Hollywood reported as an "unincorporated place" by the U.S. Census Bureau in 1950, when the population count totaled 1,196.