What happens if I delete the media item (Conference App Builder > Media Data) for a speaker portal uploaded file?

If you delete the media item via Conference App Builder > Media > Media Data, the media item will be re-added with your next Source import for the speaker portal data (or when you select Import All from the home screen in the Conference App Builder.)