Banksia oblongifolia, commonly known as the fern-leaved, dwarf or rusty banksia, is a shrub found in Glasshouse Mountains. It can be found in the central part of the east coast of Australia, from about Wollogong, New South Wales, to Rockhampton, Queensland. 