Preheat the oven to 180 C / Gas 4. Grease a baking tray.
In a bowl, combine the flour, butter and goat's cheese. Make into a small ball (meatball sized) then slip an olive into the centre of the ball and close around it so it is hidden. Arrange on the prepared baking tray.
Bake in the preheated oven for 20 to 30 minutes until golden brown. Remove from the oven and serve.