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I have now answered my own question.
After some digging (Tableau Tip: Exporting data from a dashboard on Tableau Server (or Public) ) I've found that "download data" only works on individual charts - so if your dashboard has multiple charts, the download data option is not available (unless you click on a particular chart inside the dashboard)
You are right. If I make certain selection, i can download the data.