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Comparison with other frameworks

DAG configurators for Airflow

  • gusty gusty it works with different input formats, supports TaskGroup.
  • dag-factory dag-factory creates DAGs from YAML. It is also supported by TaskGroup.

DAG orchestrators

  • dagster This framework has a lot in common with Apache Airflow. The scheduler and UI are divided into different modules. Work with s3 resources and local files is available. Dagster implements a concept with work, creation and cleaning upon completion of work. There is also a quick scheduler here.
  • Argo Workflows This solution works on Go. Containers are launched in Kubernetes. It is convenient to use because of the isolation of virtual environments. However, there is a difficulty in implementing testing. It is necessary to run pipelines on Go, in which datasets in python will be compared.