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Bad data doesn't announce itself. Datadog Data Observability gives you unified visibility across your entire data stack—from source systems and pipelines to dashboards and AI applications—so you catch silent failures before they cascade. Detect data quality and pipeline issues before stakeholders do, pinpoint root causes with end-to-end lineage, and reduce pipeline costs with job, cluster, and query recommendations.

Tired of noisy alerts waking you up for issues that are not actually impacting your services? In this tutorial, we walk through MetricFire's Composite Alerting capabilities and show how to combine multiple metric conditions into a single high-confidence alert using AND / OR logic. Learn how to: Reduce alert fatigue and false positives Create service level alerts in Graphite Combine CPU, latency, and database metrics into meaningful alerts Use conditional logic to improve signal quality Build smarter observability workflows with Hosted Graphite.