diff --git a/README.md b/README.md
index 10ebae94f..ff9a1af7c 100644
--- a/README.md
+++ b/README.md
@@ -47,120 +47,40 @@ For more information about available options run:
 $ ./_output/bin/descheduler --help
 ```
 
-## Running Descheduler as a Job Inside of a Pod
+## Running Descheduler as a Job or CronJob
 
-Descheduler can be run as a job inside of a pod. It has the advantage of
+The descheduler can be run as a job or cronjob inside of a pod. It has the advantage of
 being able to be run multiple times without needing user intervention.
-Descheduler pod is run as a critical pod to avoid being evicted by itself,
-or by kubelet due to an eviction event. Since critical pods are created in
-`kube-system` namespace, descheduler job and its pod will also be created
+The descheduler pod is run as a critical pod to avoid being evicted by itself,
+or by the kubelet due to an eviction event. Since critical pods are created in the
+`kube-system` namespace, the descheduler job and its pod will also be created
 in `kube-system` namespace.
 
-###  Create a container image
+### Setup RBAC
 
-First we create a simple Docker image utilizing the Dockerfile found in the root directory:
+To give necessary permissions for the descheduler to work in a pod.
 
 ```
-$ make dev-image
+$ kubectl create -f kubernetes/rbac.yaml
 ```
 
-This creates an image based off the binary we've built before. To build both the
-binary and image in one step you can run the following command:
-
-```
-$ make image
-```
-
-This eliminates the need to have Go installed locally and builds the binary
-within it's own container.
-
-### Create a cluster role
-
-To give necessary permissions for the descheduler to work in a pod, create a cluster role:
-
-```
-$ cat << EOF| kubectl create -f -
-kind: ClusterRole
-apiVersion: rbac.authorization.k8s.io/v1beta1
-metadata:
-  name: descheduler-cluster-role
-rules:
-- apiGroups: [""]
-  resources: ["nodes"]
-  verbs: ["get", "watch", "list"]
-- apiGroups: [""]
-  resources: ["pods"]
-  verbs: ["get", "watch", "list", "delete"]
-- apiGroups: [""]
-  resources: ["pods/eviction"]
-  verbs: ["create"]
-EOF
-```
-
-### Create the service account which will be used to run the job:
-
-```
-$ kubectl create sa descheduler-sa -n kube-system
-```
-
-### Bind the cluster role to the service account:
-
-```
-$ kubectl create clusterrolebinding descheduler-cluster-role-binding \
-    --clusterrole=descheduler-cluster-role \
-    --serviceaccount=kube-system:descheduler-sa
-```
 ### Create a configmap to store descheduler policy
 
-Descheduler policy is created as a ConfigMap in `kube-system` namespace
-so that it can be mounted as a volume inside pod.
-
 ```
-$ kubectl create configmap descheduler-policy-configmap \
-     -n kube-system --from-file=<path-to-policy-dir/policy.yaml>
-```
-### Create the job specification (descheduler-job.yaml)
-
-```
-apiVersion: batch/v1
-kind: Job
-metadata:
-  name: descheduler-job
-  namespace: kube-system
-spec:
-  parallelism: 1
-  completions: 1
-  template:
-    metadata:
-      name: descheduler-pod
-    spec:
-      priorityClassName: system-cluster-critical
-      containers:
-        - name: descheduler
-          image: descheduler
-          volumeMounts:
-            - mountPath: /policy-dir
-              name: policy-volume
-          command: ["/bin/descheduler",  "--policy-config-file", "/policy-dir/policy.yaml", "-v", "1"]
-      restartPolicy: "Never"
-      serviceAccountName: descheduler-sa
-      volumes:
-        - name: policy-volume
-          configMap:
-            name: descheduler-policy-configmap
+$ kubectl create -f kubernetes/configmap.yaml
 ```
 
-Please note that the pod template is configured with critical pod annotation, and
-the policy `policy-file` is mounted as a volume from the config map.
+### Create a Job or CronJob
 
-### Run the descheduler as a job in a pod:
+As a Job.
 ```
-$ kubectl create -f descheduler-job.yaml
+$ kubectl create -f kubernetes/job.yaml
 ```
 
-### Examples
-
-See [descheduler.yaml](examples/descheduler.yaml) and [descheduler-job.yaml](examples/descheduler-job.yaml) for a combined yaml file of the above steps. 
+Or as a CronJob.
+```
+$ kubectl create -f kubernetes/cronjob.yaml
+```
 
 ## Policy and Strategies
 
diff --git a/examples/descheduler-job.yaml b/examples/descheduler-job.yaml
deleted file mode 100644
index 83ad7c649..000000000
--- a/examples/descheduler-job.yaml
+++ /dev/null
@@ -1,27 +0,0 @@
----
-apiVersion: batch/v1
-kind: Job
-metadata:
-  name: descheduler-job
-  namespace: kube-system
-spec:
-  parallelism: 1
-  completions: 1
-  template:
-    metadata:
-      name: descheduler-pod
-    spec:
-      priorityClassName: system-cluster-critical
-      containers:
-        - name: descheduler
-          image: docker.io/aveshagarwal/descheduler:0.9.0
-          volumeMounts:
-            - mountPath: /policy-dir
-              name: policy-volume
-          command: ["/bin/descheduler",  "--policy-config-file", "/policy-dir/policy.yaml", "-v", "1"]
-      restartPolicy: "Never"
-      serviceAccountName: descheduler-sa
-      volumes:
-        - name: policy-volume
-          configMap:
-            name: descheduler-policy-configmap
\ No newline at end of file
diff --git a/examples/descheduler.yaml b/examples/descheduler.yaml
deleted file mode 100644
index 3a27cdb46..000000000
--- a/examples/descheduler.yaml
+++ /dev/null
@@ -1,61 +0,0 @@
----
-kind: ClusterRole
-apiVersion: rbac.authorization.k8s.io/v1beta1
-metadata:
-  name: descheduler-cluster-role
-rules:
-  - apiGroups: [""]
-    resources: ["nodes"]
-    verbs: ["get", "watch", "list"]
-  - apiGroups: [""]
-    resources: ["pods"]
-    verbs: ["get", "watch", "list", "delete"]
-  - apiGroups: [""]
-    resources: ["pods/eviction"]
-    verbs: ["create"]
----
-apiVersion: v1
-kind: ServiceAccount
-metadata:
-  name: descheduler-sa
-  namespace: kube-system
----
-apiVersion: rbac.authorization.k8s.io/v1beta1
-kind: ClusterRoleBinding
-metadata:
-  name: descheduler-user
-roleRef:
-  apiGroup: rbac.authorization.k8s.io
-  kind: ClusterRole
-  name: descheduler-cluster-role
-subjects:
-  - kind: ServiceAccount
-    name: descheduler-sa
-    namespace: kube-system
----
-kind: ConfigMap
-apiVersion: v1
-metadata:
-  name: descheduler-policy-configmap
-  namespace: kube-system
-data:
-  policy.yaml: |
-    apiVersion: "descheduler/v1alpha1"
-    kind: "DeschedulerPolicy"
-    strategies:
-      "RemoveDuplicates":
-        enabled: true
-      "RemovePodsViolatingInterPodAntiAffinity":
-        enabled: true
-      "LowNodeUtilization":
-        enabled: true
-        params:
-          nodeResourceUtilizationThresholds:
-            thresholds:
-              "cpu" : 20
-              "memory": 20
-              "pods": 20
-            targetThresholds:
-              "cpu" : 50
-              "memory": 50
-              "pods": 50
\ No newline at end of file
diff --git a/kubernetes/configmap.yaml b/kubernetes/configmap.yaml
index b91cfa152..8e346ddf5 100644
--- a/kubernetes/configmap.yaml
+++ b/kubernetes/configmap.yaml
@@ -1,3 +1,4 @@
+---
 apiVersion: v1
 kind: ConfigMap
 metadata:
diff --git a/kubernetes/cronjob.yaml b/kubernetes/cronjob.yaml
new file mode 100644
index 000000000..b7b95d189
--- /dev/null
+++ b/kubernetes/cronjob.yaml
@@ -0,0 +1,35 @@
+---
+apiVersion: batch/v1beta1
+kind: CronJob
+metadata:
+  name: descheduler-cronjob
+  namespace: kube-system
+spec:
+  schedule: "*/2 * * * *"
+  concurrencyPolicy: "Forbid"
+  jobTemplate:
+    spec:
+      template:
+        metadata:
+          name: descheduler-pod
+        spec:
+          priorityClassName: system-cluster-critical
+          containers:
+          - name: descheduler
+            image: us.gcr.io/k8s-artifacts-prod/descheduler:v0.10.0
+            volumeMounts:
+            - mountPath: /policy-dir
+              name: policy-volume
+            command:
+              - "/bin/descheduler"
+            args:
+              - "--policy-config-file"
+              - "/policy-dir/policy.yaml"
+              - "--v"
+              - "3"
+          restartPolicy: "Never"
+          serviceAccountName: descheduler-sa
+          volumes:
+          - name: policy-volume
+            configMap:
+              name: descheduler-policy-configmap
diff --git a/kubernetes/job.yaml b/kubernetes/job.yaml
index 126a4ea54..bc3ed27ab 100644
--- a/kubernetes/job.yaml
+++ b/kubernetes/job.yaml
@@ -1,3 +1,4 @@
+---
 apiVersion: batch/v1
 kind: Job
 metadata:
@@ -9,12 +10,11 @@ spec:
   template:
     metadata:
       name: descheduler-pod
-      annotations:
-        scheduler.alpha.kubernetes.io/critical-pod: ""
     spec:
+      priorityClassName: system-cluster-critical
       containers:
         - name: descheduler
-          image: descheduler:latest
+          image: us.gcr.io/k8s-artifacts-prod/descheduler:v0.10.0
           volumeMounts:
           - mountPath: /policy-dir
             name: policy-volume