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PrivateLink is based on AWS Hyperplane and is highly available and scalable by design.
By default, each interface endpoint can support a bandwidth of up to 10 Gbps per Availability Zone. and can automatically scale up-to 40Gbps. If your application needs higher bursts or sustained throughput, contact AWS support.
Link: https://docs.aws.amazon.com/vpc/latest/userguide/vpce-interface.html
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