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According to https://docs.aws.amazon.com/AmazonS3/latest/userguide/transfer-acceleration.html:
Transfer Acceleration is designed to optimize transfer speeds from across the world into S3 buckets. Transfer Acceleration takes advantage of the globally distributed edge locations in Amazon CloudFront. As the data arrives at an edge location, the data is routed to Amazon S3 over an optimized network path.
So transfer does go through the internet.
If you can/want to compromise with latency/speed, you can still use CloudFront pre-signed URLs: https://docs.aws.amazon.com/AmazonCloudFront/latest/DeveloperGuide/private-content-signed-urls.html
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Thank you for your answer. I however did find this on the pricing page (https://aws.amazon.com/s3/pricing/):
So I was wondering if it would still applies to pre-singed URLs.