A bird's feathers are the soft covering on its body. Each feather consists of a lot of smooth hairs on each side of a thin stiff centre.

If you describe two people as birds of a feather, you mean that they have very similar characteristics, interests, or beliefs.

If you describe something that someone has achieved as a feather in their cap, you mean that they can be proud of it or that it might bring them some advantage.