Werner Vogels, chief technology officer for Amazon and an architect of Amazon Web Services, describes how the marginal cost of physical infrastructure can become significant at scale: Under the covers these services are massive distributed systems that operate on a worldwide scale. This scale creates additional challenges, because when a system processes trillions and trillions of requests, events that normally have a low probability of occurrence are now guaranteed to happen and must be accounted for upfront.

