What are the best tools for managing data pipelines?
Some popular tools for managing data pipelines include Apache Airflow, Luigi, and Prefect. Each has its own strengths.
Can you explain how Apache Airflow works?
Apache Airflow is a platform to programmatically author, schedule, and monitor workflows. It uses Directed Acyclic Graphs (DAGs) to manage task dependencies.
What are the advantages of using Prefect over Airflow?
Prefect offers a simpler API and better handling of dynamic workflows. It also has built-in support for retries and error handling.
Are there any cloud-based options for data pipeline management?
Yes, cloud-based options include AWS Glue, Google Cloud Dataflow, and Azure Data Factory, which provide scalable solutions.
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