Failure injection is somewhat analogous to a vaccine. We want to inject these bad behaviours so our developers can build immunities to them. Can we inject failure scenarios into deployed systems to reduce platform risk Demonstrations of the Simian Army, Chaos Lemur and Locust.io tools will be presented. Even when all of the individual services in a distributed system are functioning properly, the interactions between those services can cause unpredictable outcomes. Unpredictable outcomes, compounded by rare but disruptive real-world events that affect production environments, make these distributed systems inherently chaotic.