Google Can Show Video Thumbnails In Search Even Without Embedding Video On Page

Crystal Carter posted an example on Twitter of Google showing a video thumbnail for a snippet of her page but that page did not actually embed a video on the page. So if you visit the specific page, there is no video for a user to click on to play.