With our website, we want to make it so that if the site is about to go down, it instead displays a custom 503 (based on a server load limit set by us). Is there something that can handle this that is already built in, or a plugin that might help?

I know manual switching maintenance mode plugins are available but if the site hits heavy traffic they will get taken out.

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Twitter and other high-volume sites probably do this one layer ahead of the servers. Probably with a load balancer that can detect the server load over all servers and if the load is too high (when machines stop replying) they redirect traffic to a server that returns only the “fail whale” page.

This answer on Stack Overflow suggests to look at sys_getloadavg() and display an error when it is too high (and “too high” should be defined by trial and error). I would do this in the main index.php file that “boots” WordPress, to get a quick exit and not put more load on the server.

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