Talking about UnionPay cards, I feel that Shanghai merchants usually stick to the regulation and use appropriate POS machines (with correct merchant codes), but merchants in Beijing (like stores or restaurants) always have POS machines of bulk sale, civil services and so on, so they can avoid the percentage swipe fee and pay a flat minimum.

The downside is that you don't get any UnionPay points...