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How to allow connections from in-cloud kubernetes pods to an on-premises network?

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We have a private on-premises network with some servers that need to remain on-premises. We want to allow pods in our in-cloud kubernetes cluster (linode) to be able to talk to those private servers, without exposing those private servers to the internet as a whole.

If this were not kubernetes, we'd use an IPSec VPN to do this -- but I'm not sure how to get something similar done in kubernetes. How can a kubernetes cluster be configured to achieve this?

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With Kubernetes as well, you should look into VPNs. Depending on your SDN, you could offload part of routing to Kubernetes itself. Eg: https://serverfault.com/questions/1053636/vpn-to-a-kubernetes-cluster-from-a-remote-network
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