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In this tutorial, we will explore how to add extra columns using a copy activity in Azure Data Factory. The copy activity is a cost-effective way to copy data from a source to a destination. However, it does not allow for the addition of derived columns based on source columns. The scenario given involves adding a full name column based on first and last names, and extracting the month from a date-time column. Although the copy activity can add extra columns, it does not support drive columns based on source columns.