Hi JP,
We actually just get a cab, I think its cheaper, around $20 plus tip and it should only take about 20 - 30 minutes depending on traffic. If you do the cruiseline transfers, you'll be waiting for a bus to fill up and get loaded with all the luggage, just much easier with a cab. There should be plenty there to take you to the pier.