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DP-203 Practice Question: Drag and drop the steps to implement incremental…

Drag and drop the steps to implement incremental data loading using Azure Data Factory into the correct order.

Drag steps to the numbered slots on the right, or tap a step then tap a slot.

Steps
Order
1Step 1
2Step 2
3Step 3
4Step 4
5Step 5

Answer choices

Why each option matters

Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.

Correct answer & explanation

Lookup the last watermark value from control table, then copy data from source where timestamp > watermark, then update watermark with max timestamp from copied data.

Incremental loading requires a watermark column. The pipeline retrieves the last watermark, copies data changed since then, then updates the watermark for next run.

Answer analysis

Option-by-option breakdown

For each option: why learners choose it and why it is or isn't the right answer here.

  • Lookup the last watermark value from control table, then copy data from source where timestamp > watermark, then update watermark with max timestamp from copied data.

    Why this is correct

    This order ensures that the pipeline retrieves the previous watermark before copying new data, and updates the watermark after the copy completes, allowing the next run to pick up only new changes.

  • Copy data from source, then lookup the last watermark value, then update watermark.

    Why it's wrong here

    Copying data before knowing the watermark would result in copying all data every time, defeating the purpose of incremental loading.

  • Update watermark with max timestamp from source, then lookup the last watermark, then copy data.

    Why it's wrong here

    Updating the watermark before copying would set it to a future value, causing the copy to miss records that haven't been copied yet.

  • Lookup the last watermark value, then update watermark with max timestamp, then copy data.

    Why it's wrong here

    Updating the watermark before copying would advance the watermark too early, skipping records that should be copied.

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Written by Johnson Ajibi, MSc IT Security

Senior Network & Security Engineer · founder of Courseiva

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