Neighbourhoods, Sydney Elizabeth Bay Neighbourhood Guide Elizabeth Bay is a harbourside suburb three kilometres away from the city. It’s a suburb roughly described by its residents as their own getaway, with views of calming waters right out of their backyards or windows.