diff --git a/dask_kubernetes/operator/operator.py b/dask_kubernetes/operator/operator.py
index 826b67829..43261e53d 100644
--- a/dask_kubernetes/operator/operator.py
+++ b/dask_kubernetes/operator/operator.py
@@ -1,4 +1,7 @@
 import asyncio
+import copy
+
+from distributed.core import rpc
 import aiohttp
 from contextlib import suppress
 
@@ -15,36 +18,59 @@
 )
 
 
-def build_scheduler_pod_spec(name, spec):
-    return {
+def build_scheduler_pod_spec(cluster_name, spec):
+    scheduler_name = f"{cluster_name}-scheduler"
+    pod_spec = {
         "apiVersion": "v1",
         "kind": "Pod",
         "metadata": {
-            "name": f"{name}-scheduler",
+            "name": scheduler_name,
             "labels": {
-                "dask.org/cluster-name": name,
+                "dask.org/cluster-name": cluster_name,
                 "dask.org/component": "scheduler",
-                "sidecar.istio.io/inject": "false",
+                "app": "scheduler",
+                "version": "v1",
             },
         },
         "spec": spec,
     }
 
+    pod_spec["spec"]["serviceAccountName"] = f"{scheduler_name}-service"
+
+    return pod_spec
 
-def build_scheduler_service_spec(name, spec):
+
+def build_scheduler_service_spec(cluster_name, spec):
     return {
         "apiVersion": "v1",
         "kind": "Service",
         "metadata": {
-            "name": f"{name}-service",
+            "name": f"{cluster_name}-scheduler-service",
             "labels": {
-                "dask.org/cluster-name": name,
+                "dask.org/cluster-name": cluster_name,
+                "app": "scheduler",
+                "service": "scheduler",
             },
         },
         "spec": spec,
     }
 
 
+def build_scheduler_service_account_spec(cluster_name):
+    scheduler_service_name = f"{cluster_name}-scheduler-service"
+    return {
+        "apiVersion": "v1",
+        "kind": "ServiceAccount",
+        "metadata": {
+            "name": scheduler_service_name,
+            "labels": {
+                "dask.org/cluster-name": cluster_name,
+                "account": scheduler_service_name,
+            },
+        },
+    }
+
+
 def build_worker_pod_spec(worker_group_name, namespace, cluster_name, uuid, spec):
     worker_name = f"{worker_group_name}-worker-{uuid}"
     pod_spec = {
@@ -56,10 +82,10 @@ def build_worker_pod_spec(worker_group_name, namespace, cluster_name, uuid, spec
                 "dask.org/cluster-name": cluster_name,
                 "dask.org/workergroup-name": worker_group_name,
                 "dask.org/component": "worker",
-                "sidecar.istio.io/inject": "false",
+                "dask.org/worker-name": worker_name,
             },
         },
-        "spec": spec,
+        "spec": copy.copy(spec),
     }
     env = [
         {
@@ -119,6 +145,54 @@ def build_worker_group_spec(name, spec):
     }
 
 
+def build_worker_service_spec(cluster_name, worker_name):
+    return {
+        "apiVersion": "v1",
+        "kind": "Service",
+        "metadata": {
+            "name": f"{worker_name}-service",
+            "labels": {
+                "dask.org/cluster-name": cluster_name,
+            },
+        },
+        "spec": {
+            "type": "ClusterIP",
+            "selector": {
+                "dask.org/cluster-name": cluster_name,
+                "dask.org/worker-name": worker_name,
+            },
+            "ports": [
+                {
+                    "name": "tcp-comm",
+                    "protocol": "TCP",
+                    "port": 8788,
+                    "targetPort": "tcp-comm",
+                },
+                {
+                    "name": "http-dashboard",
+                    "protocol": "TCP",
+                    "port": 8787,
+                    "targetPort": "http-dashboard",
+                },
+            ],
+        },
+    }
+
+
+def build_worker_service_account_spec(cluster_name, worker_name):
+    return {
+        "apiVersion": "v1",
+        "kind": "ServiceAccount",
+        "metadata": {
+            "name": f"{worker_name}-service",
+            "labels": {
+                "dask.org/cluster-name": cluster_name,
+                "account": f"{worker_name}-service",
+            },
+        },
+    }
+
+
 def build_cluster_spec(name, worker_spec, scheduler_spec):
     return {
         "apiVersion": "kubernetes.dask.org/v1",
@@ -151,6 +225,13 @@ async def daskcluster_create(spec, name, namespace, logger, **kwargs):
     async with kubernetes.client.api_client.ApiClient() as api_client:
         api = kubernetes.client.CoreV1Api(api_client)
 
+        scheduler_service_account_spec = build_scheduler_service_account_spec(name)
+        kopf.adopt(scheduler_service_account_spec)
+        await api.create_namespaced_service_account(
+            namespace=namespace,
+            body=scheduler_service_account_spec,
+        )
+
         # TODO Check for existing scheduler pod
         scheduler_spec = spec.get("scheduler", {})
         data = build_scheduler_pod_spec(name, scheduler_spec.get("spec"))
@@ -288,6 +369,24 @@ async def daskworkergroup_update(spec, name, namespace, logger, **kwargs):
 
         if workers_needed > 0:
             for _ in range(workers_needed):
+                worker_name = f"{name}-worker-{uuid4().hex[:10]}"
+
+                worker_service_account_spec = build_worker_service_account_spec(
+                    spec["cluster"], worker_name
+                )
+                kopf.adopt(worker_service_account_spec)
+                await api.create_namespaced_service_account(
+                    namespace=namespace,
+                    body=worker_service_account_spec,
+                )
+
+                data = build_worker_service_spec(spec["cluster"], worker_name)
+                kopf.adopt(data)
+                await api.create_namespaced_service(
+                    namespace=namespace,
+                    body=data,
+                )
+                await wait_for_service(api, data["metadata"]["name"], namespace)
                 data = build_worker_pod_spec(
                     worker_group_name=name,
                     namespace=namespace,
diff --git a/dask_kubernetes/operator/tests/resources/simplecluster.yaml b/dask_kubernetes/operator/tests/resources/simplecluster.yaml
index ee52c0eab..8ff90b961 100644
--- a/dask_kubernetes/operator/tests/resources/simplecluster.yaml
+++ b/dask_kubernetes/operator/tests/resources/simplecluster.yaml
@@ -13,8 +13,23 @@ spec:
           imagePullPolicy: "IfNotPresent"
           args:
             - dask-worker
+            - tcp://simple-cluster-scheduler-service.default.svc.cluster.local:8786
+            - --no-nanny
             - --name
             - $(DASK_WORKER_NAME)
+            - --dashboard-address
+            - 0.0.0.0:8787
+            - --listen-address
+            - tcp://0.0.0.0:8788
+            - --contact-address
+            - tcp://$(DASK_WORKER_NAME)-service.default.svc.cluster.local:8788
+          ports:
+            - name: tcp-comm
+              containerPort: 8788
+              protocol: TCP
+            - name: http-dashboard
+              containerPort: 8787
+              protocol: TCP
           env:
             - name: WORKER_ENV
               value: hello-world # We dont test the value, just the name
diff --git a/dask_kubernetes/operator/tests/test_operator.py b/dask_kubernetes/operator/tests/test_operator.py
index f4d602ed5..be28c80f5 100644
--- a/dask_kubernetes/operator/tests/test_operator.py
+++ b/dask_kubernetes/operator/tests/test_operator.py
@@ -112,7 +112,7 @@ async def test_scalesimplecluster(k8s_cluster, kopf_runner, gen_cluster):
                     await client.wait_for_workers(3)
 
 
-@pytest.mark.timeout(180)
+@pytest.mark.timeout(300)
 @pytest.mark.asyncio
 async def test_simplecluster(k8s_cluster, kopf_runner, gen_cluster):
     with kopf_runner as runner: