Common pdf viewers like Document Viewer and Adobe Reader in Windows provide bookmarks for every chapter like so :
Is there anyway to get the same feature in Okular?
You're looking for the "Contents" tab on the left.
you can set a "special note" with a distinguishing icon marking the position of every bookmark. That way, you can have multiple bookmarks in a page and be able to remove any bookmark just removing the note.