As engineers we expect our systems and applications to be reliable. And we often test to ensure that at a small scale or in development. But when you scale up and your infrastructure footprint increases, the assumption that conditions will remain stable is wrong. Reliability at scale does not mean eliminating failure; failure is inevitable. How can we get ahead of these failures and ensure we do it in a continuous way?