I always get cash at the airport - go through customs, turn left and there are a few ATMs beside the hotel counters. There are also exchange kiosks, perhaps even some in the baggage hall, but I can't advise whether the rates are good or not.

On arrival at your hotel, you may have to break a large (anything over AED100) note at reception in order to pay the driver.