The way I got around this was to store secrets in Google KMS encrypted files in Google Cloud Storage. The KMS key and encrypted files share the same name and can be accessed by that name programmatically. This secret storage method works really well for me and lets you easily access & manage secrets across all environments. It's so convenient, I sometimes even use this system as a simple key/value store.