diff --git a/ads/jobs/builders/infrastructure/dsc_job.py b/ads/jobs/builders/infrastructure/dsc_job.py
index cad652bbd..91b978f1a 100644
--- a/ads/jobs/builders/infrastructure/dsc_job.py
+++ b/ads/jobs/builders/infrastructure/dsc_job.py
@@ -1751,6 +1751,7 @@ def is_multi_node_job(runtime):
         return (
             MULTI_NODE_JOB_SUPPORT
             and isinstance(runtime, MultiNodeRuntime)
+            and runtime.replica
             and runtime.replica > 1
         )
 
diff --git a/ads/jobs/builders/infrastructure/dsc_job_runtime.py b/ads/jobs/builders/infrastructure/dsc_job_runtime.py
index a5099f32e..880a413c5 100644
--- a/ads/jobs/builders/infrastructure/dsc_job_runtime.py
+++ b/ads/jobs/builders/infrastructure/dsc_job_runtime.py
@@ -365,6 +365,11 @@ def _get_node_group(self, dsc_job):
             dsc_job,
             "job_node_configuration_details.job_node_group_configuration_details_list",
         )
+        if node_groups is None:
+            node_groups = get_value(
+                dsc_job,
+                "job_node_configuration_details.jobNodeGroupConfigurationDetailsList",
+            )
         if node_groups and len(node_groups) == 1:
             return node_groups[0]
         return None
@@ -373,6 +378,7 @@ def _get_replica(self, dsc_job, envs):
         node_group = self._get_node_group(dsc_job)
         if node_group:
             replica = get_value(node_group, "replicas")
+            envs.pop(self.CONST_NODE_COUNT, None)
         elif not envs:
             replica = None
         elif self.CONST_WORKER_COUNT in envs:
@@ -399,7 +405,9 @@ def _extract_envs(self, dsc_job):
         env_attr = "job_configuration_details.environment_variables"
         node_group = self._get_node_group(dsc_job)
         if node_group:
-            envs = get_value(node_group, env_attr)
+            envs = get_value(node_group, env_attr) or get_value(
+                node_group, "jobConfigurationDetails.environment_variables"
+            )
         else:
             envs = get_value(dsc_job, env_attr)
         if envs:
diff --git a/ads/pipeline/ads_pipeline.py b/ads/pipeline/ads_pipeline.py
index 73b247876..efa575195 100644
--- a/ads/pipeline/ads_pipeline.py
+++ b/ads/pipeline/ads_pipeline.py
@@ -1728,15 +1728,19 @@ def __step_details(self, pipeline_details: Dict) -> list:
 
     def __step_infrastructure_configuration_details(self, step) -> dict:
         step_infrastructure_configuration_details = {}
-        step_infrastructure_configuration_details[
-            "blockStorageSizeInGBs"
-        ] = step.infrastructure.block_storage_size
-        step_infrastructure_configuration_details[
-            "shapeName"
-        ] = step.infrastructure.shape_name
-        step_infrastructure_configuration_details[
-            "shapeConfigDetails"
-        ] = step.infrastructure.shape_config_details
+        step_infrastructure_configuration_details["blockStorageSizeInGBs"] = (
+            step.infrastructure.block_storage_size
+        )
+        step_infrastructure_configuration_details["shapeName"] = (
+            step.infrastructure.shape_name
+        )
+        step_infrastructure_configuration_details["shapeConfigDetails"] = (
+            step.infrastructure.shape_config_details
+        )
+        if getattr(step.infrastructure, "subnet_id", ""):
+            step_infrastructure_configuration_details["subnetId"] = (
+                step.infrastructure.subnet_id
+            )
         return step_infrastructure_configuration_details
 
     def __step_configuration_details(self, pipeline_details: Dict, step) -> dict:
diff --git a/tests/unitary/default_setup/jobs/test_jobs_pytorch_ddp.py b/tests/unitary/default_setup/jobs/test_jobs_pytorch_ddp.py
index 838278a79..49af200e6 100644
--- a/tests/unitary/default_setup/jobs/test_jobs_pytorch_ddp.py
+++ b/tests/unitary/default_setup/jobs/test_jobs_pytorch_ddp.py
@@ -10,6 +10,9 @@
 from unittest import mock
 
 from ads.jobs import DataScienceJob, DataScienceJobRun, PyTorchDistributedRuntime
+from ads.jobs.builders.infrastructure.dsc_job_runtime import (
+    MULTI_NODE_JOB_SUPPORT,
+)
 from ads.jobs.builders.infrastructure.dsc_job_runtime import (
     PyTorchDistributedRuntimeHandler as Handler,
 )
@@ -133,23 +136,26 @@ def test_create_job_runs(self, patched_run, *args):
         self.assertIsInstance(main_run, DataScienceJobRun)
         self.assertEqual(main_run.id, test_ocid)
         kwarg_list = [call_args.kwargs for call_args in patched_run.call_args_list]
-        self.assertEqual(
-            kwarg_list,
-            [
-                {
-                    "display_name": "None-0",
-                    "environment_variables": {"NODE_RANK": "0", "NODE_COUNT": "2"},
-                },
-                {
-                    "display_name": "None-1",
-                    "environment_variables": {
-                        "NODE_RANK": "1",
-                        "NODE_COUNT": "2",
-                        "MAIN_JOB_RUN_OCID": test_ocid,
+        if MULTI_NODE_JOB_SUPPORT:
+            self.assertEqual(kwarg_list, [{}])
+        else:
+            self.assertEqual(
+                kwarg_list,
+                [
+                    {
+                        "display_name": "None-0",
+                        "environment_variables": {"NODE_RANK": "0", "NODE_COUNT": "2"},
                     },
-                },
-            ],
-        )
+                    {
+                        "display_name": "None-1",
+                        "environment_variables": {
+                            "NODE_RANK": "1",
+                            "NODE_COUNT": "2",
+                            "MAIN_JOB_RUN_OCID": test_ocid,
+                        },
+                    },
+                ],
+            )
 
     @mock.patch.dict(
         os.environ, {utils.CONST_ENV_INPUT_MAPPINGS: json.dumps({INPUT_SRC: INPUT_DST})}