How the Amazon Buy Box Recommends Billions of Offers per Day

A simplified system-design view of the marketplace slot that decides which seller gets seen first

The Buy Box is Amazon's highest-leverage offer-ranking surface. To populate it, Amazon has to filter, score, and guardrail competing offers at enormous scale.