where is the green tea wholesale market, is it cheaper to buy in beijing or other province of china

In BJ, the Maliandao Road is the best place to go. The Maliandao Road is the local famous tea street, where many different kinds of teas can be found. I am sure you can find what you want there.

It is cheap on that street, so you do not need to go to other cities.