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Excel Error: File Contains Corrupted Data

Chris Webb diagnoses a nasty-looking error:

When you’re using Excel workbooks as a data source in Power Query in either Excel or Power BI you may encounter the following error when trying to connect:

DataFormat.Error: File contains corrupted data.

Read on for information about three possible causes.