Sunset Park is a neighborhood within the city limits of Tampa, Florida. As of the 2000 census the neighborhood had a population of 3,520. The ZIP Code serving the neighborhood is 33629. Sunset Park boundaries are Beach Park Isles to the north, Culbreath Heights to the northeast, El Prado to the south, Tampa Bay to the west, and Manhattan Avenue to the e…Sunset Park is a neighborhood within the city limits of Tampa, Florida. As of the 2000 census the neighborhood had a population of 3,520. The ZIP Code serving the neighborhood is 33629. Sunset Park boundaries are Beach Park Isles to the north, Culbreath Heights to the northeast, El Prado to the south, Tampa Bay to the west, and Manhattan Avenue to the east.