diff --git a/example/kubernetes/k8s_qinling_role.yaml b/example/kubernetes/k8s_qinling_role.yaml
index 99887df8..94cd8756 100644
--- a/example/kubernetes/k8s_qinling_role.yaml
+++ b/example/kubernetes/k8s_qinling_role.yaml
@@ -58,6 +58,9 @@ rules:
 - apiGroups: ["extensions"]
   resources: ["replicasets"]
   verbs: ["deletecollection"]
+- apiGroups: ["extensions"]
+  resources: ["networkpolicies"]
+  verbs: ["list", "get", "create", "delete"]
 ---
 kind: RoleBinding
 apiVersion: rbac.authorization.k8s.io/v1
diff --git a/qinling/orchestrator/kubernetes/manager.py b/qinling/orchestrator/kubernetes/manager.py
index fe3900c4..0be46b74 100644
--- a/qinling/orchestrator/kubernetes/manager.py
+++ b/qinling/orchestrator/kubernetes/manager.py
@@ -49,6 +49,9 @@ class KubernetesManager(base.OrchestratorBase):
         # Create namespace if not exists
         self._ensure_namespace()
 
+        # Create the network policy if not exists
+        self._ensure_network_policy()
+
         # Get templates.
         template_loader = jinja2.FileSystemLoader(
             searchpath=os.path.dirname(TEMPLATES_DIR)
@@ -87,6 +90,29 @@ class KubernetesManager(base.OrchestratorBase):
 
             LOG.info('Namespace %s created.', self.conf.kubernetes.namespace)
 
+    def _ensure_network_policy(self):
+        policy_name = 'disable-interpods-connections'
+        namespace = self.conf.kubernetes.namespace
+        ret = self.v1extension.list_namespaced_network_policy(namespace)
+        policies = [i.metadata.name for i in ret.items]
+
+        if policy_name not in policies:
+            LOG.info('Creating network policy %s in namespace %s',
+                     policy_name, namespace)
+
+            policy_body = {
+                'apiVersion': 'extensions/v1beta1',
+                'kind': 'NetworkPolicy',
+                'metadata': {'name': policy_name},
+                'spec': {'pod_selector': {}}
+            }
+
+            self.v1extension.create_namespaced_network_policy(
+                namespace, policy_body)
+
+            LOG.info('Network policy %s in namespace %s created.',
+                     policy_name, namespace)
+
     @tenacity.retry(
         wait=tenacity.wait_fixed(2),
         stop=tenacity.stop_after_delay(600),
diff --git a/qinling/tests/unit/orchestrator/kubernetes/test_manager.py b/qinling/tests/unit/orchestrator/kubernetes/test_manager.py
index 25d7f164..f4a6219d 100644
--- a/qinling/tests/unit/orchestrator/kubernetes/test_manager.py
+++ b/qinling/tests/unit/orchestrator/kubernetes/test_manager.py
@@ -60,6 +60,14 @@ class TestKubernetesManager(base.DbTestCase):
         namespaces.items = [namespace]
         self.k8s_v1_api.list_namespace.return_value = namespaces
 
+        network_policy = mock.Mock()
+        network_policy.metadata.name = 'disable-interpods-connections'
+        network_policies = mock.Mock()
+        network_policies.items = [network_policy]
+        self.k8s_v1_ext.list_namespaced_network_policy.return_value = (
+            network_policies
+        )
+
         self.manager = k8s_manager.KubernetesManager(self.conf,
                                                      self.qinling_endpoint)
 
@@ -131,6 +139,43 @@ class TestKubernetesManager(base.DbTestCase):
         self.assertEqual(2, self.k8s_v1_api.list_namespace.call_count)
         self.k8s_v1_api.create_namespace.assert_not_called()
 
+    def test__ensure_network_policy(self):
+        # self.manager is not used in this test.
+        network_policies = mock.Mock()
+        network_policies.items = []
+        v1ext = self.k8s_v1_ext
+        v1ext.list_namespaced_network_policy.return_value = network_policies
+
+        k8s_manager.KubernetesManager(self.conf, self.qinling_endpoint)
+
+        network_policy_body = {
+            'apiVersion': 'extensions/v1beta1',
+            'kind': 'NetworkPolicy',
+            'metadata': {'name': 'disable-interpods-connections'},
+            'spec': {'pod_selector': {}}
+        }
+        v1ext.list_namespaced_network_policy.assert_called_with(
+            self.fake_namespace
+        )
+        v1ext.create_namespaced_network_policy.assert_called_once_with(
+            self.fake_namespace, network_policy_body)
+
+    def test__ensure_network_policy_not_create(self):
+        # self.manager is not used in this test.
+        item = mock.Mock()
+        item.metadata.name = 'disable-interpods-connections'
+        network_policies = mock.Mock()
+        network_policies.items = [item]
+        v1ext = self.k8s_v1_ext
+        v1ext.list_namespaced_network_policy.return_value = network_policies
+
+        k8s_manager.KubernetesManager(self.conf, self.qinling_endpoint)
+
+        v1ext.list_namespaced_network_policy.assert_called_with(
+            self.fake_namespace
+        )
+        v1ext.create_namespaced_network_policy.assert_not_called()
+
     def test_create_pool(self):
         ret = mock.Mock()
         ret.status.replicas = 5
diff --git a/releasenotes/notes/isolate-k8s-pods-617fec5dc5fbd2d8.yaml b/releasenotes/notes/isolate-k8s-pods-617fec5dc5fbd2d8.yaml
new file mode 100644
index 00000000..c3a79411
--- /dev/null
+++ b/releasenotes/notes/isolate-k8s-pods-617fec5dc5fbd2d8.yaml
@@ -0,0 +1,8 @@
+---
+security:
+  - |
+    When using Kubernetes as the orchestrator, Qinling will create Kubernetes 
+    pods to run executions of functions. In Kubernetes, pods are non-isolated 
+    unless the NetworkPolicy is configured and enforced. In Qinling, we create 
+    NetworkPolicy to disable the communication between pods and the traffic 
+    from outside the cluster.