Cape Gloucester is a Rural locality located in Queensland and part of the Rest of QLD , with a population of 62. Cape Gloucester Cape Gloucester covers an area of 229.114 square km. Its elevation is 310 meters. It is governed by Whitsunday (Regional Council). .