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devaj123's avatar
devaj123
Frequent Visitor
1 year ago
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On Premises SQL Historical table taking long time to load into Fabric Lakehouse.

Hi Team,   I have a sql server historical table with milloins of records and table has nearly 150 columns i need to bring the entire data into lake house. I tried Dataflow Gen2, Copy job, pipeline b...
  • v-prasare's avatar
    1 year ago

    Hi devaj123,

    Using Notebooks with PySpark provides the best performance and flexibility, especially for large tables. If this is a historical table that changes over time, implement watermarking and load only new or updated rows using a timestamp or identity column.

     

    Repartition the data to spread it across multiple parallel tasks, especially helpful for performance when writing large volumes. Save the data in Delta format, which supports efficient queries, updates, and time travel versioning.

     

     

     


    Thanks,

    Prashanth Are

    MS Fabric community support


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