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To eliminate unnecessary NAT gateway and Regional data transfer costs when accessing S3, deploy a gateway VPC endpoint for Amazon S3 — the most cost-effective and AWS-recommended solution.
This one was obvious. with VPC gateway for S3, the traffic will not leave AWS and directly go to S3. Therefore will reduce the cost of outgoing data.
Gateway VPC endpoint are most suitable for privately accessing S3 here.