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ebjim's avatar
ebjim
Resolver I
1 year ago
Solved

Less resource consumption

Is there anything that the Fabric Team is doing to make Datafflow Gen2 less resource intensive? I understand that DF gen2 may never get to the usage level of notebooks, but right now, the difference ...
  • nilendraFabric's avatar
    1 year ago

    Hello ebjim 


    agreed DF Gen2 are resource intensive. 

    MS are doing a bit to improve this

     

    Enabling Fast Copy shifts workloads from Power Query’s mashup engine to the scalable backend of the pipeline Copy Activity. This reduces compute resource usage by up to 80% (e.g., 78 CU with Fast Copy vs. 394 CU without for a 5B-row workload) while accelerating refresh times by 10x compared to non-Fast Copy scenarios

    Microsoft acknowledges that the lack of parallel file ingestion in Dataflow Gen2 contributes to inefficiency. This is listed as an area of improvement on the Fabric roadmap, which will further reduce resource overhead

    Unlike Dataflow Gen1, Gen2 doesn’t require manual historical range definitions, reducing configuration complexity and potential errors

     

     

    https://www.datalineo.com/post/accelerating-dataflows-gen2-with-fast-copy