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jaryszek's avatar
jaryszek
Super User
5 months ago
Solved

DirectLAke over OneLake how to use incremental load?

Hello,   How to use parameters/incremental load in OneLake ?   Best, Jacek
  • v-dineshya's avatar
    v-dineshya
    5 months ago

    Hi jaryszek ,

    Thank you for reaching out to the Microsoft Community Forum.

     

    Hi anilelmastasi , Thank you for your prompt response. 

     

    Hi jaryszek ,


    What Is the Correct Refresh Order?

    1. Raw Bronze --> append new files only
    2. Silver --> upsert changes (MERGE)
    3. Gold --> aggregations, denormalization

     

    How Consistency Is Maintained in Delta?

    Delta Lake ensures:

    1. ACID Transactions: Every write creates, _delta_log/NNNN.json, snapshot, commit metadata and optional checkpoint.

    2. Snapshot Isolation: Readers always see the latest completed version.

    3. No Locking Problems: Writers do not block readers.

     

    I hope this information helps. Please do let us know if you have any further queries.

     

    Regards,

    Dinesh