The upside case rests on Datadog selling more products into the same large customers as AI systems create more
observability, security, and reliability work. I expect growth to come from enterprise consolidation onto one platform, AI workload monitoring, regulated-workload expansion, and a gradual shift from passive dashboards toward approved action and workflow control. I also assume the
valuation multiple declines from today's premium, but not to mature-software levels, because Datadog remains asset-light, cash generative, and strategically relevant in AI operations.