How to transfer iPod files to iPod/Computer/iTunes (Windows/Mac)?

How to backup your iPod files to your local computer?
How to transfer your files from your old iPod to your new one?
How to transfer your iPod files to your new iTunes?
How to transfer local files to iPod without iTunes?