Deleting will permanently delete the announcement, removing it from display on all interfaces. The action cannot be undone and the Announcement cannot be restored.
An alternative to deletion, is to use the Announcement Expire On field to define when to hide the message from all interfaces. This is a great alternative to ensure there is a history of previous announcements, especially maintenance windows and similar.