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    <title>topic Azure Data Factory and Databricks Lakeflow: An Architectural Evolution in Modern Data Platforms in MVP Articles</title>
    <link>https://community.databricks.com/t5/mvp-articles/azure-data-factory-and-databricks-lakeflow-an-architectural/m-p/146847#M60</link>
    <description>&lt;P&gt;This article examines how modern data platforms are shifting toward execution-native orchestration. Using Databricks Lakeflow as a reference architecture, it highlights how unifying ingestion, transformation, orchestration, and governance within the execution environment can reduce operational friction, improve cost efficiency, and better support continuous analytics and AI workloads.&lt;/P&gt;&lt;P&gt;&lt;A href="https://rajanieshkaushikk.com/2026/02/03/adf-and-databricks-lakeflow/" target="_blank"&gt;https://rajanieshkaushikk.com/2026/02/03/adf-and-databricks-lakeflow/&lt;/A&gt;&lt;/P&gt;</description>
    <pubDate>Wed, 04 Feb 2026 19:22:33 GMT</pubDate>
    <dc:creator>rkaushikk</dc:creator>
    <dc:date>2026-02-04T19:22:33Z</dc:date>
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      <title>Azure Data Factory and Databricks Lakeflow: An Architectural Evolution in Modern Data Platforms</title>
      <link>https://community.databricks.com/t5/mvp-articles/azure-data-factory-and-databricks-lakeflow-an-architectural/m-p/146847#M60</link>
      <description>&lt;P&gt;This article examines how modern data platforms are shifting toward execution-native orchestration. Using Databricks Lakeflow as a reference architecture, it highlights how unifying ingestion, transformation, orchestration, and governance within the execution environment can reduce operational friction, improve cost efficiency, and better support continuous analytics and AI workloads.&lt;/P&gt;&lt;P&gt;&lt;A href="https://rajanieshkaushikk.com/2026/02/03/adf-and-databricks-lakeflow/" target="_blank"&gt;https://rajanieshkaushikk.com/2026/02/03/adf-and-databricks-lakeflow/&lt;/A&gt;&lt;/P&gt;</description>
      <pubDate>Wed, 04 Feb 2026 19:22:33 GMT</pubDate>
      <guid>https://community.databricks.com/t5/mvp-articles/azure-data-factory-and-databricks-lakeflow-an-architectural/m-p/146847#M60</guid>
      <dc:creator>rkaushikk</dc:creator>
      <dc:date>2026-02-04T19:22:33Z</dc:date>
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