Schirp's headline lesson: discipline matters but doesn't scale. Three developers will screw up occasionally; 5,000 developers screw up at a grander scale. Processes encoded only 'in our heads' — how to restart a cluster, run a DB migration, roll out a schema change, remember to update the mobile app — fail stochastically at every size. The only mechanism that holds at scale is automation.