A recipient does NOT see the price of the gift unless a sender enables that feature for the gift link before they send it to them. The recipient will either be able to:
select one gift (where they will not see the price)
OR
select multiple gifts and see the amount that was sent to them.
As a reminder, this is set by the sender and up to them to enable or not enable this feature.