Originally Posted by Tempest

Use a central script on your server(s) to handle all you affiliate links.. Then you can just change the link in the script and it will redirect to something that's still "alive" until you can update the site. Better yet, if it's enough traffic and payout to warrant it, make "that site is gone but we recommend" pages to redirect the traffic to... Some of those pages can actually end up getting SE traffic.