Oil should only be purchased if bearing a reliable Kosher for Pesach hechsher or listed as approved.
Supermarket own brand Sunflower Oil in 1l, 2l, 3l and 5l bottles is approved for Pesach when the code next to the BBE on the neck of the bottle includes an 'H'.