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In this video tutorial by Trump Excel, the speaker demonstrates how to merge columns in Power Query. By selecting the columns in the Query Editor, users can use the merge columns option in the Transform tab. This feature allows for selecting a separator to combine text, such as a colon or comma. The process simplifies combining data, offering flexibility in formatting the merged text.