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Excel 2013 Power Query with Sharepoint 2010

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I know that I can use Excel Power Query to connect to a Sharepoint List.  But I don't seem to be able to do the same to a SharePoint document library.  Why is that?  I can open a document library and select "export to Excel" and it works just fine, so why won't Power Query allow me to access the doc libraries too?   For clarity, I don't want or need the actual documents in the document library to be connected to Excel (although the file names would be useful).    My specific usecase is when I have an InfoPath document library with all the data that is relevant to me promoted to SharePoint columns.


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