One time I have to migrate around 20 huge pipelines written(using) Pentaho to Apache Airflow (Python). The key was to run Pentaho inside Docker for testing: this was crucial because the developer was able to test locally the new DAG vs the Pentaho pipeline. It was difficult but it was worth it. Later we started having issues with Airflow but that is another story.