Thank god I don't make any purchases in Chicago.
County taxes differ greatly too. I live on the border of "Cook" and "Lake" counties. If I drive 5 minutes one direction, I pay 9%. If I go the other direction, I'm at 6.5%.
There's such a significant difference when purchasing something > $100.