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Cannot connect to Cloud SQL Postgres from GKE via Private IP

I went through a similar problem, where GKE was configured to use Native VPC and still couldn't access the private SQL Cloud (with private IP), even with the VPC Peering of the private network ...
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Can I connect two vpc's with one site to site vpn in same region?

There is no such way. There is only a way to attach site to site vpn by vpc. You cannot connect a vpc to a vpn that is vpc peering because the vpc is connected through vpn on one side.

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