Gelorup is a locality of the Shire of Capel in the South West region of Western Australia.

The locality is immediately south of the City of Bunbury.

Its western border is formed by the Bussell Highway.

[2][3] The Shire of Capel and the locality of Gelorup are located on the traditional land of the Wardandi (also spelled Wadandi) people of the Noongar nation.

[4][5] The locality is home to the Bunbury Cathedral Grammar School, established in 1972.