Easily capture source changes with ADF

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An introduction to Azure Data Factory and Azure Synapse Analytics new feature for pipelines and data flows to automatically detect source changes.

Change capture is currently available as public preview for ADLS Gen1, ADLS Gen2, Blob store, and CosmosDB.
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Great feature! Does it work with Delta Lake format?

baatchus
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A file is considered processed accordingly with sink?

lucasmachadopontes
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Seeing this is most likely a lake feature implementation (at least for this video), my guess is this would even work for excel sources on a lake as well?

NeumsFor
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How would this handle a column deletions or additions? If there is another tool with Azure to programmatically identify and replicate source data schema changes to a destination, please share details.

saadpanjwani
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How to maintain historical data in the Target system For example 3 record deleted but deleted record flag need to update as 0 or N in adf. if new data is added flag need to update to 1

keerthicr
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What if a file or folder is deleted, would we need to use more traditional means for a "termination by absence"?

NeumsFor
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Hello, I have month folder/ Day folder. Will it detect files created under new daily folder, if I point to month folder? New folder is created each day. Thanks

nishantb
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Is there a way to reset the "watermark" date for this? What if I make a change to the database and want to reload all of my files from the last week, even though the files themselves have not changed?

andybolk