Top 5 Automation Tools for Data Engineering

Harshini Chakka

Apache Airflow: Manages complex data workflows with scheduling and orchestration.

Luigi: Python-based, simplifies data pipeline management and task dependencies.

Prefect: Automates data workflows with real-time monitoring and error handling.

Dagster: Ensures data pipeline reliability with event-driven architecture and testing capabilities.

Kubeflow: Automates ML workflows and supports scalable, end-to-end data pipeline management.

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