Item price is comparable; for Safeway, its exactly the same. Some places charge a delivery fee ($5-10 per order, in my experience).

I think shopping online does make it more difficult to compare prices--standing in the aisle, it might be easy to see that the other brand of rice is on sale. I think this does lead to some additional cost, but you could minimize that by being a careful shopper.