When I tried it I got a zip file that had a standard .ics file compatible with Microsoft Outlook inside it.
Google also leaves the archive online, so technically this gives you a way to maintain a few backups and ability to "rollback" your calendar or use it to populate a new calendar.
Some users have the optoin to download a copy of their Gmail too, but my account doesn't seem to have that ability enabled yet.