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b
Did a bit of digging in my stack export and found the new ID is different than the ID: 
"id": "2022-06-06_23_03_18-5843176362055954902"
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"outputs": {
  "id": "2022-06-07_08_21_12-44324234441230267",
   "jobId": "2022-06-07_08_21_12-44324234441230267",
g
The resource docs you're referencing are from https://github.com/pulumi/pulumi-gcp instead of https://github.com/pulumi/terraform-provider-google-beta. That being said, can you share the code where you're defining the flex template job? Dataflow is a bit odd in the sense that jobs can start and stop independently of a Pulumi run, so I suspect that there's some flag that we need to set to ensure Pulumi knows that it could change outside of the defined state. I don't know it that well, but I'm willing to try to help figure it out.
b
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const job = new gcp.dataflow.FlexTemplateJob(
      name,
      {
        name: name,
        containerSpecGcsPath: interpolate`<gs://stagingbucket/templates/spec>`,
        onDelete: 'drain',
        project: project,
        parameters: {
          setup_file: './src/python/setup.py',
          service_account_email: serviceAccount.email,
          ...
        },
      },
      resourceOptions,
    );
Pretty simple definition, I manually create the flex template spec with
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const template: FlexTemplate = {
      defaultEnvironment: {},
      image: imageName,
      sdkInfo: {
        language: 'PYTHON',
      },
    };
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