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Home/Questions/Cloud/Tools/In ADF, how do you handle a scenario where you need to process only new or changed files from a source?

In ADF, how do you handle a scenario where you need to process only new or changed files from a source?

Cloud/Toolseasy0.2 min read

Reviewed by Aditya Kumar · Last reviewed 2026-03-24

Approaches: (1) Watermark—control table stores last processed timestamp; filter LastModified > watermark. (2) Event-based trigger on blob creation. (3) GetMetadata → filter by date in ForEach. (4) Move processed to archive....

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Asked at 1 company
Category
179
questions in Cloud/Tools
Difficulty Split
104E|27M|48H
in this category
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1,863
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Expert Answer
43 words

Approaches: (1) Watermark—control table stores last processed timestamp; filter LastModified > watermark. (2) Event-based trigger on blob creation. (3) GetMetadata → filter by date in ForEach. (4) Move processed to archive. Best practice: Event for real-time; watermark for batch; idempotency; log processed files.

⚡
Pro Tip

Red Flag: Full scan when incremental possible. Pro-Move: 'We use watermark in control table; filter by LastModified—process 100 files vs 10K daily.'

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