SQLSTATE[HY000] [2002] No such file or directory

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Howdy folks! Just transfered my server from a localhost to a new host and the site is giving me this message. Now I did some digging around on the forums and found a few solutions that didn't work for me.

So.....! My question is. How do I fix this? =)