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CDN for image urls giving 504 error

Images are failing to load on our feed processing server. CloudFront, the CDN Paragon is using, is saying that it can't establish a connection. We can receive the images when using a computer with a different IP address.

504 Error
The request Could not be satisfied.
Cloudfront attempted to establish a connection with origin, but either the attempt failed or the origin closed the connection. We can't connect to the server for this app or website at this time ...