Presumably you are booking through the conventional side of Priceline, so it's just like any other online travel site for a regular booking which has specific terms.

If you keep a copy of the terms, you should have no problem cancelling according to those terms.

However, if you want to cancel and rebook different dates, it's quite likely that the same rate won't be available later.