So it turns out AWS isn’t so Enterprise friendly. If you plan to start using Amazon AWS as an extension to your datacentre, be aware that you better put everything in one VPC.
Systems in peered VPCs are not accessible from corporate network over AWS VPN or Direct Connect 🙁