In this instance, Costco doesn't have the best price -- but this might be different for different products. Costco's Tire Center is often one of the cheapest places for Costco members to buy new tires ...
Best of all, Costco often offers coupons to reduce tire prices further. And the published retail pricing includes all shipping and handling costs, so you don't need to worry about surprise expenses.