My Book backup Full

I have had a backup schedule in place for some time.
Recently I noticed my back drive was full and on examination found large video files I had deleted in the target folders remained in the backup folders.
During the backup process should deleted files in the target folder be automatically deleted in the backup folder or is this a manual process or is there something in the configuration I have missed?