Second Hand Xiaomi in Shanghai or Beijing

I will be traveling to china soon and want to buy a phone there. Preferably second hand as it will be cheaper than in Xiaomi Stores.

Do you guys know any markets/places in Shanghai or Beijing? Additionally, which subreddit will be most likely to answer that question?