(SMART). In section 1.1, we describe how the SMART principles address the challenges in defining scientific ETL pipelines. Then, in section 1.2, we identify a gap in the current tooling which makes it difficult to define SMART ETL pipelines. In section 2, we describe what DBgen is and how it helps to fill this gap in the current tooling.