## Metadata * URL:: https://benn.substack.com/p/down-with-the-dag * Author:: [[Benn stancil|Benn Stancil]] * Publisher:: benn.substack * Published Date:: [[2022-08-12]] * Tags:: [[Workflow orchestrators|Workflow Orchestrators]] ## Highlights * Unfortunately, we’ve built most of our data pipelines using the latter model—we want the updated datasets or fresh dashboards at the end of our lineage graph, but define our schedules around what’s at the beginning of it. Finally, [[airflow|Airflow]] released [Data-aware scheduling — Airflow Documentation](https://airflow.apache.org/docs/apache-airflow/2.4.0/concepts/datasets.html) on [[2022-09-01]]: ![[Pasted Image 20221209071022]] and [[dagster|Dagster]] its [[Declarative scheduling for data assets|Declarative Scheduling For Data Assets]] on [[2022-12-08]].