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Data orchestration

Data orchestration coordinates and schedules the steps of data workflows, handling dependencies, retries and alerts.

Written by Reflective Data experts · updated Oct 5, 2026

An orchestrator decides what runs when: extract first, then transform, then refresh dashboards, and what to do when a step fails. Airflow, Dagster and Prefect are well-known tools; many managed platforms hide this layer.

Without orchestration, pipelines run on ad hoc schedules and failures go unnoticed.

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Data observabilityData pipelinedbt

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