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I want to store the user search queries which are entered in the search box in a list and display them in a page without duplicates. I know I can get the excel report from popularity and search reports but not able to get them programatically in SharePoint Online.

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You would have to roll this yourself. There is no API for user query history at this time. As for storing it in a list, that would be easy. Then you can make the queries clickable by linking them to your search center using the k= query string parameter.

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