diff --git a/providers/google/src/airflow/providers/google/cloud/operators/cloud_batch.py b/providers/google/src/airflow/providers/google/cloud/operators/cloud_batch.py
index 914559070b7b2..83992a09eae7f 100644
--- a/providers/google/src/airflow/providers/google/cloud/operators/cloud_batch.py
+++ b/providers/google/src/airflow/providers/google/cloud/operators/cloud_batch.py
@@ -78,10 +78,6 @@ def __init__(
         self.region = region
         self.job_name = job_name
         self.job = job
-        # Normalize Job protobuf to dict so Airflow's template renderer can descend
-        # into nested fields (e.g. runnable.container.commands). See #37217.
-        if isinstance(job, Job):
-            self.job = Job.to_dict(job)
         self.polling_period_seconds = polling_period_seconds
         self.timeout_seconds = timeout_seconds
         self.gcp_conn_id = gcp_conn_id
@@ -89,6 +85,13 @@ def __init__(
         self.deferrable = deferrable
         self.polling_period_seconds = polling_period_seconds
 
+    def prepare_template(self) -> None:
+        # Normalize Job protobuf to dict so Airflow's template renderer can descend
+        # into nested fields (e.g. runnable.container.commands) before rendering runs.
+        # See #37217.
+        if isinstance(self.job, Job):
+            self.job = Job.to_dict(self.job)
+
     def execute(self, context: Context):
         hook: CloudBatchHook = CloudBatchHook(self.gcp_conn_id, self.impersonation_chain)
         job = hook.submit_batch_job(
diff --git a/providers/google/tests/unit/google/cloud/operators/test_cloud_batch.py b/providers/google/tests/unit/google/cloud/operators/test_cloud_batch.py
index 1b688bb65dfd0..44436b3f99080 100644
--- a/providers/google/tests/unit/google/cloud/operators/test_cloud_batch.py
+++ b/providers/google/tests/unit/google/cloud/operators/test_cloud_batch.py
@@ -48,6 +48,7 @@ def test_execute(self, mock):
         operator = CloudBatchSubmitJobOperator(
             task_id=TASK_ID, project_id=PROJECT_ID, region=REGION, job_name=JOB_NAME, job=JOB
         )
+        operator.prepare_template()
 
         completed_job = operator.execute(context=mock.MagicMock())
 
@@ -119,6 +120,18 @@ class TestCloudBatchSubmitJobOperatorTemplating:
     def test_template_fields_includes_job(self):
         assert "job" in CloudBatchSubmitJobOperator.template_fields
 
+    def test_protobuf_job_is_normalized_by_prepare_template_not_init(self):
+        job = batch_v1.Job.from_json(json.dumps(_job_dict_with_template()))
+        operator = CloudBatchSubmitJobOperator(
+            task_id=TASK_ID, project_id=PROJECT_ID, region=REGION, job_name=JOB_NAME, job=job
+        )
+
+        assert isinstance(operator.job, batch_v1.Job)
+
+        operator.prepare_template()
+
+        assert isinstance(operator.job, dict)
+
     @pytest.mark.db_test
     @pytest.mark.parametrize(
         "job_input_factory",
diff --git a/scripts/ci/prek/validate_operators_init_exemptions.txt b/scripts/ci/prek/validate_operators_init_exemptions.txt
index e6869670a5bea..210e077095267 100644
--- a/scripts/ci/prek/validate_operators_init_exemptions.txt
+++ b/scripts/ci/prek/validate_operators_init_exemptions.txt
@@ -9,7 +9,6 @@ providers/amazon/src/airflow/providers/amazon/aws/operators/neptune.py::NeptuneS
 providers/amazon/src/airflow/providers/amazon/aws/operators/neptune.py::NeptuneStopDbClusterOperator
 providers/amazon/src/airflow/providers/amazon/aws/transfers/gcs_to_s3.py::GCSToS3Operator
 providers/cncf/kubernetes/src/airflow/providers/cncf/kubernetes/operators/pod.py::KubernetesPodOperator
-providers/google/src/airflow/providers/google/cloud/operators/cloud_batch.py::CloudBatchSubmitJobOperator
 providers/google/src/airflow/providers/google/cloud/operators/cloud_build.py::CloudBuildCreateBuildOperator
 providers/google/src/airflow/providers/google/cloud/operators/cloud_storage_transfer_service.py::CloudDataTransferServiceCreateJobOperator
 providers/google/src/airflow/providers/google/cloud/operators/dataproc.py::DataprocCreateClusterOperator