More than 120 million Americans are members at wholesale clubs like Costco, Sam's Club and BJ's — and they're each potentially saving thousands of dollars a year at the register.

Sam's Club arrived in Shanghai a couple of weeks ago. It's the US retailer's fifth store in China–30,000 square meters of bulk-everything. My wi…