Comment to Random 503 Error
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Yes!
Apologies for not giving an update to this.
Somehow my .htaccess file had some unnecessary code in it and removing that code solved the problem.
How did I do find out?
I checked the original .htaccess file that came with the base install and noticed there were some jot code in the file. Deleting this instantly solved the problem.