Adding your videos to your pages is really simple and there are multiple ways of adding them. First navigate to the video widget icon:
Enter URL or custom code to embed (for example from youtube -> share -> copy embed code)
Once you have your video in place you can edit the styling elements:
Add a thumbnail image from your file manager area
Add a shadow around the video
You can also resize the video to any container/column you prefer.