I think it indicates the reach of the product. The implication being that many more people are more likely to purchase the item if it is on Amazon rather than just being sold by a single retail site.
Because Amazon has a history of product quality and control problems.
How do other retailers compare? Are there any metrics?
Because the researchers bought the products from Amazon.