I have one grocery bag pannier, and it works just fine. I've put a gallon of milk in it, and then filled it up with other stuff, with no problems.

What others have said is correct, though. They fill up fast. I now put another, smaller, pannier on the other side too. I'm still trying to work up the nerve to strap a 30 pack of High Life Lite to the rack.