What is data pipeline orchestration and why is it critical at scale?

Orchestration manages scheduling, dependencies, and execution of data workflows.

Data pipeline orchestration tools like Airflow or Dagster coordinate complex workflows with dependencies, retries, monitoring, and scheduling. At scale, pipelines consist of hundreds of interdependent jobs. Orchestration ensures correct execution order, failure recovery, and observability across systems.