This document goes though connecting GKE with Cloud SQL and one of the prerequisites before connection is creating a VPC-native cluster. The IPs are naively routable within the GCP network (including via VPC Network Peering) so you can set one up, create a Cloud SQL instance and configure it with private IP which includes using that same VPC Network peering that is connected with the GKE (configuring private services access is also necessary).
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