Many of the millions of people who shop on Amazon.com see it as if it were an American big-box store, a retailer with goods deemed safe enough for customers.

In practice, Amazon has increasingly evolved like a flea market. It exercises limited oversight over items listed by millions of third-party sellers, many of them anonymous, many in China, some offering scant information.

A...