a pipeline (stages) − Test rollouts (automation) − Safety net for High Availability ▪ Mutable: Provision infrastructure then check ▪ Immutable: Provision infrastructure, check, then switch Keep in mind: Tests may interfere with your production workload! Example 2: Reused, Persistent, (Im)Mutable, Productive 27