Happens to me as well - Amazon's service mails are marked straight as spam.
Even always taking them out of the spam folder didn't stop it (I was expecting the filter to do some sort of automatic adjustment).
Very curious.
I've had to do this for friends' emails before, e.g. someone whose domain has a letter->number substitution which sets off spammer alarms.