The data engineering experience in Microsoft Fabric enables you to implement data transformations the ways you want, with the tools you prefer. For a code-based ETL, you can use Spark Notebooks written in Python, Java or R, or simply execute Spark jobs with your own code. And for the most common scenarios, you can create low-code ui-based pipelines with Data pipelines and Data flows Gen 2.