What are common use cases of Composer?

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Apache Airflow Composer, also known as Cloud Composer in Google Cloud

widely used for orchestrating complex workflows in data engineering and analytics. Common use cases include:

Data Pipeline Orchestration – Automating ETL/ELT workflows by integrating with services like BigQuery, Dataflow, Dataproc, and Cloud Storage.

Machine Learning Pipelines – Managing end-to-end ML workflows from data preprocessing to training, model validation, and deployment.

Data Integration – Scheduling and coordinating data ingestion from on-premises or external APIs into cloud systems.

Event-Driven Workflows – Triggering tasks based on events like file uploads or Pub/Sub messages.

Reporting and Analytics – Automating dashboard data refreshes and report generation workflows.

Cross-Cloud Orchestration – Managing workflows spanning multiple clouds or hybrid environments.

Dependency Management – Ensuring tasks run in the right sequence with retries, error handling, and monitoring.

If you want, I can create a diagram showing Composer’s use cases visually. Would you like me to make one?

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