How to prevent airflow from backfilling dag runs?

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Upgrade to airflow version 1.8 and use catchup_by_default=False in the airflow.cfg or apply catchup=False to each of your dags.

https://github.com/apache/incubator-airflow/blob/master/UPDATING.md#catchup_by_default

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