Deleting a video will permanently delete it and any associated details—removing it from any collections and from your site. If you might need the video in the future, we recommend unpublishing instead of deleting it completely.
To delete a video:
Navigate to Content
Click on the Video you wish to delete.
Click on More Actions.
Click on Delete Video.
You can also check out another article on how to delete videos in bulk.