For Youtube videos, the designer will automatically use the first still from the video in the placeholder. You can edit this image if preferred, by clicking on the Change Image button and selecting another image in your Media Manager.
For videos from video platforms other than Youtube, the still will not be added automatically and will have to be selected manually as above.