Only the cards that remain in exile are put into your graveyard. For example, a permanent spell cast this way will remain on the battlefield.

You pay all costs and follow all normal timing rules for a card played this way. For example, if one of the exiled cards is a land card, you may play it only during your main phase while the stack is empty.