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https:/kubeflow/katib/blob/2d308b72c3b4ed6f1365d7c6002a307386a8d252/pkg/db/v1beta1/common/const.go#L43
On this line parse another env. KATIB_POSTGRESQL_DATABASE - not implemented. I'll check releases branches -> current main. All time was KATIB_POSTGRESQL_DB_DATABASE
Fixes: #3717