Must transit via 2 airports in China to get from countries A to C

I fly from Moscow via Beijing via Chongqing to Auckland. The arrival time in Beijing from my 1st flight to the departure time for my 2nd flight out of Chongqing is less than 24 hours. If I never leave the airports, do I need a visa to transit through 2 airports in China on my way from Moscow to Auckland?