Fixed it! It was indeed a selinux issue, which by default was preventing httpd to establish network connections.
Had to run the following command to allow it to do so
setsebool -P httpd_can_network_connect=1
Once again, thanks a lot moritz. I thought it might have to do with security settings, just didn't know where to look!
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