Arrows are the ammo used in the Fairy Bow. They can be found in groups of 1, 5, and 10.
They can be bought from the bazaar in Hyrule Castle Town/ Kakriko Village ,as well as the Kokiri shop, in packs of 20 for 30 rupees. You need a bow to buy them from shops.