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Is it possible to store encrypted secrets with the automation API? or is that not supported? the <https://github.com/pulumi/automation-api-examples/blob/main/nodejs/databaseMigration-ts/index.ts|examples> have them as code in plaintext

Yes - `stack.setConfig("aws:region", { value: aws.Region.USWest2, secret: true })`

<https://www.pulumi.com/docs/reference/pkg/nodejs/pulumi/pulumi/x/automation/#ConfigValue>