Die Katze im Sack kaufen
to buy something sight unseen
Literally: to buy the cat in the sack
Meaning: to buy something sight unseen
Example: Kauf das Auto nicht ungesehen, sonst kaufst du die Katze im Sack.
Don't buy the car unseen, or you'll buy a pig in a poke.