When exporting data there are two options. Thinking about where the information is will help locate the correct export icon.
If you want to export the data behind a report (table etc) then use the export icon on that component.
Select the Export icon, on the top right of the component.
Exporting the Dashboard
If you want to export the dashboard (look, feel and layout (especially if you have charts)), use the export on the preview dashboard menu.