diff --git a/README.md b/README.md
index 94a614809..e6ff22ff3 100644
--- a/README.md
+++ b/README.md
@@ -29,6 +29,7 @@ Table of Contents
      * [Run As A Job](#run-as-a-job)
      * [Run As A CronJob](#run-as-a-cronjob)
      * [Install Using Helm](#install-using-helm)
+     * [Install Using Kustomize](#install-using-kustomize)
   * [User Guide](#user-guide)
   * [Policy and Strategies](#policy-and-strategies)
      * [RemoveDuplicates](#removeduplicates)
@@ -59,17 +60,17 @@ being evicted by itself or by the kubelet.
 ### Run As A Job
 
 ```
-kubectl create -f kubernetes/rbac.yaml
-kubectl create -f kubernetes/configmap.yaml
-kubectl create -f kubernetes/job.yaml
+kubectl create -f kubernetes/base/rbac.yaml
+kubectl create -f kubernetes/base/configmap.yaml
+kubectl create -f kubernetes/job/job.yaml
 ```
 
 ### Run As A CronJob
 
 ```
-kubectl create -f kubernetes/rbac.yaml
-kubectl create -f kubernetes/configmap.yaml
-kubectl create -f kubernetes/cronjob.yaml
+kubectl create -f kubernetes/base/rbac.yaml
+kubectl create -f kubernetes/base/configmap.yaml
+kubectl create -f kubernetes/cronjob/cronjob.yaml
 ```
 
 ### Install Using Helm
@@ -79,6 +80,21 @@ descheduler. See the [helm chart README](https://github.com/kubernetes-sigs/desc
 
 The descheduler helm chart is also listed on the [helm hub](https://hub.helm.sh/charts/descheduler/descheduler-helm-chart).
 
+### Install Using Kustomize
+
+You can use kustomize to install descheduler.
+See the [resources | Kustomize](https://kubernetes-sigs.github.io/kustomize/api-reference/kustomization/resources/) for detailed instructions.
+
+Run As A Job
+```
+kustomize build 'github.com/kubernetes-sigs/descheduler/kubernetes/job?ref=master' | kubectl apply -f -
+```
+
+Run As A CronJob
+```
+kustomize build 'github.com/kubernetes-sigs/descheduler/kubernetes/cronjob?ref=master' | kubectl apply -f -
+```
+
 ## User Guide
 
 See the [user guide](docs/user-guide.md) in the `/docs` directory.
diff --git a/kubernetes/configmap.yaml b/kubernetes/base/configmap.yaml
similarity index 100%
rename from kubernetes/configmap.yaml
rename to kubernetes/base/configmap.yaml
diff --git a/kubernetes/base/kustomization.yaml b/kubernetes/base/kustomization.yaml
new file mode 100644
index 000000000..269f45344
--- /dev/null
+++ b/kubernetes/base/kustomization.yaml
@@ -0,0 +1,6 @@
+apiVersion: kustomize.config.k8s.io/v1beta1
+kind: Kustomization
+
+resources:
+  - configmap.yaml
+  - rbac.yaml
diff --git a/kubernetes/rbac.yaml b/kubernetes/base/rbac.yaml
similarity index 97%
rename from kubernetes/rbac.yaml
rename to kubernetes/base/rbac.yaml
index 079964360..f07af760a 100644
--- a/kubernetes/rbac.yaml
+++ b/kubernetes/base/rbac.yaml
@@ -3,7 +3,6 @@ kind: ClusterRole
 apiVersion: rbac.authorization.k8s.io/v1
 metadata:
   name: descheduler-cluster-role
-  namespace: kube-system
 rules:
 - apiGroups: [""]
   resources: ["events"]
diff --git a/kubernetes/cronjob.yaml b/kubernetes/cronjob/cronjob.yaml
similarity index 100%
rename from kubernetes/cronjob.yaml
rename to kubernetes/cronjob/cronjob.yaml
diff --git a/kubernetes/cronjob/kustomization.yaml b/kubernetes/cronjob/kustomization.yaml
new file mode 100644
index 000000000..6ebd774bb
--- /dev/null
+++ b/kubernetes/cronjob/kustomization.yaml
@@ -0,0 +1,6 @@
+apiVersion: kustomize.config.k8s.io/v1beta1
+kind: Kustomization
+
+resources:
+  - ../base
+  - cronjob.yaml
diff --git a/kubernetes/job.yaml b/kubernetes/job/job.yaml
similarity index 100%
rename from kubernetes/job.yaml
rename to kubernetes/job/job.yaml
diff --git a/kubernetes/job/kustomization.yaml b/kubernetes/job/kustomization.yaml
new file mode 100644
index 000000000..08e06a040
--- /dev/null
+++ b/kubernetes/job/kustomization.yaml
@@ -0,0 +1,6 @@
+apiVersion: kustomize.config.k8s.io/v1beta1
+kind: Kustomization
+
+resources:
+  - ../base
+  - job.yaml