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ERR_TOO_MANY_REDIRECTS

I tried setting up a static site with S3 and Cloudfront and managing the domain with Cloudflare. Even when S3, Cloudfront and Cloudflare were set up correctly, requests to the newly setup website returned a very nondescript error:

After some googling, the solution turned out to be to set the Cloudflare SSL/TLS encryption mode to Full instead of the default Flexible.