Vancouver Peninsula is a Rural locality located in Western Australia and part of the Rest of WA , with a population of 3. Vancouver Peninsula Vancouver Peninsula covers an area of 3.736 square km. Its elevation is 27 meters. It is governed by Albany (City). .