Cards exiled are always exiled face up unless specified otherwise by the effect that exiled it.

If you don't play the exiled card, it remains exiled. It won't be available to be played on future turns.

If you choose to play the exiled card this turn, you must still pay all costs and follow all timing restrictions required by that card. If it's a land, you can't play it unless you have a land play available.