diff --git a/python/examples/imagenet/README.md b/python/examples/imagenet/README.md
index 415818e715e22e97399c710a61f2463fd166bd19..09507caf1721725b50acb4c7256797dc83e97e99 100644
--- a/python/examples/imagenet/README.md
+++ b/python/examples/imagenet/README.md
@@ -47,3 +47,13 @@ client send inference request
 python resnet50_rpc_client.py ResNet50_vd_client_config/serving_client_conf.prototxt
 ```
 *the port of server side in this example is 9696
+
+### Launch Paddle Serving on Kubernetes
+
+Paddle Serving support deployment on Kubernetes (K8S) clusters. From `imagenet_k8s_rpc.yaml` we define Serving as K8S Deployment and Service. User can deploy Serving on containers and expose internal or external service.
+
+We strongly recommend [Baidu Cloud CCE Cluster](https://cloud.baidu.com/search.html?q=CCE)
+
+```
+kubectl apply -f imagenet_k8s_rpc.yaml
+```
diff --git a/python/examples/imagenet/README_CN.md b/python/examples/imagenet/README_CN.md
index 081cff528c393ecb5534ec679d6e63739f720f20..27297d0666e562540257b1cc9d86325eab3efb06 100644
--- a/python/examples/imagenet/README_CN.md
+++ b/python/examples/imagenet/README_CN.md
@@ -47,3 +47,14 @@ client端进行预测
 python resnet50_rpc_client.py ResNet50_vd_client_config/serving_client_conf.prototxt
 ```
 *server端示例中服务端口为9696端口
+
+### K8S启动
+
+还可以运用K8S启动，在`imagenet_k8s_rpc.yaml`中定义了Serving的Deployment和Service，用户可以在K8S集群上启动Deployment并且通过Service对外暴露服务，用户可以在此基础上进行二次开发。
+
+推荐百度云的[CCE（K8S）集群](https://cloud.baidu.com/search.html?q=CCE)
+
+```
+kubectl apply -f imagenet_k8s_rpc.yaml
+```
+
diff --git a/python/examples/imagenet/imagenet_k8s_rpc.yaml b/python/examples/imagenet/imagenet_k8s_rpc.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..da93b42cb0d4b11dd757bb78003988eca3bcd6b0
--- /dev/null
+++ b/python/examples/imagenet/imagenet_k8s_rpc.yaml
@@ -0,0 +1,55 @@
+# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+apiVersion: apps/v1beta1
+kind: Deployment
+metadata:
+  name: paddleserving
+  labels:
+    app: paddleserving
+spec:
+  replicas: 1
+  template:
+    metadata:
+      name: paddleserving
+      labels:
+        app: paddleserving
+    spec:
+      containers:
+      - name: paddleserving
+        image: hub.baidubce.com/paddlepaddle/serving:latest
+        imagePullPolicy: Always
+        workingDir: /
+        command: ['/bin/bash', '-c']
+        args: ['pip install -U paddle-serving-server paddle-serving-client paddle-serving-app && \
+                python -m paddle_serving_app.package --get_model resnet_v2_50_imagenet && \
+                tar xf resnet_v2_50_imagenet.tar.gz && \
+                python -m paddle_serving_server.serve --model resnet_v2_50_imagenet_model/ --port 9696']
+        ports: 
+        - containerPort: 9696
+          name: serving
+
+---
+
+apiVersion: v1
+kind: Service
+metadata:
+  name: paddleserving
+spec:
+  ports:
+    - name: paddleserving
+      port: 9696
+      targetPort: 9696
+  selector:
+    app: paddleserving