Datadog’s core engine remains consumption tied to production complexity, and AI workloads increase both
telemetry volume and the cost of downtime/security failures. The upside is not just “more logs,” but higher willingness-to-pay for unified investigation, response workflows, and governance for
agentic systems. We expect some
multiple compression as it scales, but sustained premium positioning if Datadog proves it can safely automate outcomes (not just observe).