topic Migration from Azure Data Factory(ADF) to Databricks Lakeflow Jobs in MVP Articles https://community.databricks.com/t5/mvp-articles/migration-from-azure-data-factory-adf-to-databricks-lakeflow/m-p/149782#M104 <P>Many teams think migrating from Azure Data Factory to Databricks Lakeflow Jobs is just a pipeline rewrite. It’s not.<SPAN><BR /></SPAN>It’s about:<SPAN><BR /></SPAN>* Simplifying over-engineered architectures<SPAN><BR /></SPAN>* Reducing orchestration and monitoring overhead<SPAN><BR /></SPAN>* Aligning data engineering with the lakehouse reality<SPAN><BR /></SPAN>In my latest article, I explain why ADF to Lakeflow migration is a mindset shift, not a tooling exercise and how it fundamentally changes the way data engineering teams design pipelines.<SPAN><BR /></SPAN><SPAN><BR /></SPAN>Article Link:<A title="Migration from Azure Data Factory(ADF) to Databricks Lakeflow Jobs" href="https://nidhig631.medium.com/migration-from-azure-data-factory-adf-to-databricks-lakeflow-ee96d4e14d71" target="_self">https://nidhig631.medium.com/migration-from-azure-data-factory-adf-to-databricks-lakeflow-ee96d4e14d71</A>&nbsp;</P><P>&nbsp;</P><DIV><DIV class="">&nbsp;</DIV></DIV><P>&nbsp;</P> Wed, 04 Mar 2026 16:28:24 GMT Nidhig631 2026-03-04T16:28:24Z Migration from Azure Data Factory(ADF) to Databricks Lakeflow Jobs https://community.databricks.com/t5/mvp-articles/migration-from-azure-data-factory-adf-to-databricks-lakeflow/m-p/149782#M104 <P>Many teams think migrating from Azure Data Factory to Databricks Lakeflow Jobs is just a pipeline rewrite. It’s not.<SPAN><BR /></SPAN>It’s about:<SPAN><BR /></SPAN>* Simplifying over-engineered architectures<SPAN><BR /></SPAN>* Reducing orchestration and monitoring overhead<SPAN><BR /></SPAN>* Aligning data engineering with the lakehouse reality<SPAN><BR /></SPAN>In my latest article, I explain why ADF to Lakeflow migration is a mindset shift, not a tooling exercise and how it fundamentally changes the way data engineering teams design pipelines.<SPAN><BR /></SPAN><SPAN><BR /></SPAN>Article Link:<A title="Migration from Azure Data Factory(ADF) to Databricks Lakeflow Jobs" href="https://nidhig631.medium.com/migration-from-azure-data-factory-adf-to-databricks-lakeflow-ee96d4e14d71" target="_self">https://nidhig631.medium.com/migration-from-azure-data-factory-adf-to-databricks-lakeflow-ee96d4e14d71</A>&nbsp;</P><P>&nbsp;</P><DIV><DIV class="">&nbsp;</DIV></DIV><P>&nbsp;</P> Wed, 04 Mar 2026 16:28:24 GMT https://community.databricks.com/t5/mvp-articles/migration-from-azure-data-factory-adf-to-databricks-lakeflow/m-p/149782#M104 Nidhig631 2026-03-04T16:28:24Z