diff --git a/docs/wrappers/python.md b/docs/wrappers/python.md
index a0b5393ed7..08fa7dcb93 100644
--- a/docs/wrappers/python.md
+++ b/docs/wrappers/python.md
@@ -17,7 +17,7 @@ If you are not familiar with s2i you can read [general instructions on using s2i
 To check everything is working you can run
 
 ```bash
-s2i usage seldonio/seldon-core-s2i-python3:0.2
+s2i usage seldonio/seldon-core-s2i-python3:0.3
 ```
 
 
@@ -83,17 +83,17 @@ These values can also be provided or overridden on the command line when buildin
 # Step 3 - Build your image
 Use ```s2i build``` to create your Docker image from source code. You will need Docker installed on the machine and optionally git if your source code is in a public git repo. You can choose from three python builder images
 
- * Python 2 : seldonio/seldon-core-s2i-python2:0.2
- * Python 3.6 : seldonio/seldon-core-s2i-python36:0.2, seldonio/seldon-core-s2i-python3:0.2 
- * Python 3.7 : seldonio/seldon-core-s2i-python37:0.2
+ * Python 2 : seldonio/seldon-core-s2i-python2:0.3
+ * Python 3.6 : seldonio/seldon-core-s2i-python36:0.3, seldonio/seldon-core-s2i-python3:0.3 
+ * Python 3.7 : seldonio/seldon-core-s2i-python37:0.3
    * Note there are [issues running TensorFlow under Python 3.7](https://github.com/tensorflow/tensorflow/issues/20444) (Nov 2018)
  * Python 3.6 plus ONNX support via [Intel nGraph](https://github.com/NervanaSystems/ngraph) : seldonio/seldon-core-s2i-python3-ngraph-onnx:0.1
 
 Using s2i you can build directly from a git repo or from a local source folder. See the [s2i docs](https://github.com/openshift/source-to-image/blob/master/docs/cli.md#s2i-build) for further details. The general format is:
 
 ```bash
-s2i build <git-repo> seldonio/seldon-core-s2i-python2:0.2 <my-image-name>
-s2i build <src-folder> seldonio/seldon-core-s2i-python2:0.2 <my-image-name>
+s2i build <git-repo> seldonio/seldon-core-s2i-python2:0.3 <my-image-name>
+s2i build <src-folder> seldonio/seldon-core-s2i-python2:0.3 <my-image-name>
 ```
 
 Change to seldonio/seldon-core-s2i-python3 if using python 3.
@@ -101,7 +101,7 @@ Change to seldonio/seldon-core-s2i-python3 if using python 3.
 An example invocation using the test template model inside seldon-core:
 
 ```bash
-s2i build https://github.com/seldonio/seldon-core.git --context-dir=wrappers/s2i/python/test/model-template-app seldonio/seldon-core-s2i-python2:0.2 seldon-core-template-model
+s2i build https://github.com/seldonio/seldon-core.git --context-dir=wrappers/s2i/python/test/model-template-app seldonio/seldon-core-s2i-python2:0.3 seldon-core-template-model
 ```
 
 The above s2i build invocation:
@@ -116,14 +116,14 @@ For building from a local source folder, an example where we clone the seldon-co
 ```bash
 git clone https://github.com/seldonio/seldon-core.git
 cd seldon-core
-s2i build wrappers/s2i/python/test/model-template-app seldonio/seldon-core-s2i-python2:0.2 seldon-core-template-model
+s2i build wrappers/s2i/python/test/model-template-app seldonio/seldon-core-s2i-python2:0.3 seldon-core-template-model
 ```
 
 For more help see:
 
 ```
-s2i usage seldonio/seldon-core-s2i-python2:0.2
-s2i usage seldonio/seldon-core-s2i-python3:0.2
+s2i usage seldonio/seldon-core-s2i-python2:0.3
+s2i usage seldonio/seldon-core-s2i-python3:0.3
 s2i build --help
 ```
 
diff --git a/examples/models/deep_mnist/deep_mnist.ipynb b/examples/models/deep_mnist/deep_mnist.ipynb
index db09efdb63..85da335988 100644
--- a/examples/models/deep_mnist/deep_mnist.ipynb
+++ b/examples/models/deep_mnist/deep_mnist.ipynb
@@ -83,7 +83,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "!s2i build . seldonio/seldon-core-s2i-python2:0.2 deep-mnist:0.1"
+    "!s2i build . seldonio/seldon-core-s2i-python2:0.3 deep-mnist:0.1"
    ]
   },
   {
@@ -190,7 +190,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "!eval $(minikube docker-env) && s2i build . seldonio/seldon-core-s2i-python2:0.2 deep-mnist:0.1"
+    "!eval $(minikube docker-env) && s2i build . seldonio/seldon-core-s2i-python2:0.3 deep-mnist:0.1"
    ]
   },
   {
diff --git a/examples/models/keras_mnist/keras_mnist.ipynb b/examples/models/keras_mnist/keras_mnist.ipynb
index 96607aa9a4..3f19620f88 100644
--- a/examples/models/keras_mnist/keras_mnist.ipynb
+++ b/examples/models/keras_mnist/keras_mnist.ipynb
@@ -251,7 +251,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "!s2i build . seldonio/seldon-core-s2i-python3:0.2 keras-mnist:0.1"
+    "!s2i build . seldonio/seldon-core-s2i-python3:0.3 keras-mnist:0.1"
    ]
   },
   {
@@ -358,7 +358,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "!eval $(minikube docker-env) && s2i build . seldonio/seldon-core-s2i-python3:0.2 keras-mnist:0.1"
+    "!eval $(minikube docker-env) && s2i build . seldonio/seldon-core-s2i-python3:0.3 keras-mnist:0.1"
    ]
   },
   {
diff --git a/examples/models/nvidia-mnist/nvidia_mnist.ipynb b/examples/models/nvidia-mnist/nvidia_mnist.ipynb
index c20b80d5f8..b48d2702be 100644
--- a/examples/models/nvidia-mnist/nvidia_mnist.ipynb
+++ b/examples/models/nvidia-mnist/nvidia_mnist.ipynb
@@ -347,7 +347,7 @@
     }
    ],
    "source": [
-    "!s2i build . seldonio/seldon-core-s2i-python3:0.2 mnist-caffe2-transformer:0.1"
+    "!s2i build . seldonio/seldon-core-s2i-python3:0.3 mnist-caffe2-transformer:0.1"
    ]
   },
   {
diff --git a/examples/models/sk_mnist/skmnist.ipynb b/examples/models/sk_mnist/skmnist.ipynb
index c306d53d32..f5c7ca3493 100644
--- a/examples/models/sk_mnist/skmnist.ipynb
+++ b/examples/models/sk_mnist/skmnist.ipynb
@@ -83,7 +83,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "!s2i build . seldonio/seldon-core-s2i-python3:0.2 sk-mnist:0.1"
+    "!s2i build . seldonio/seldon-core-s2i-python3:0.3 sk-mnist:0.1"
    ]
   },
   {
@@ -198,7 +198,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "!eval $(minikube docker-env) && s2i build . seldonio/seldon-core-s2i-python3:0.2 sk-mnist:0.1"
+    "!eval $(minikube docker-env) && s2i build . seldonio/seldon-core-s2i-python3:0.3 sk-mnist:0.1"
    ]
   },
   {
diff --git a/examples/models/sklearn_iris/sklearn_iris.ipynb b/examples/models/sklearn_iris/sklearn_iris.ipynb
index 0bbecc7f5f..7dff443cd6 100644
--- a/examples/models/sklearn_iris/sklearn_iris.ipynb
+++ b/examples/models/sklearn_iris/sklearn_iris.ipynb
@@ -78,7 +78,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "!s2i build . seldonio/seldon-core-s2i-python3:0.2 sklearn-iris:0.1"
+    "!s2i build . seldonio/seldon-core-s2i-python3:0.3 sklearn-iris:0.1"
    ]
   },
   {
@@ -137,7 +137,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "!s2i build -E .s2i/environment_grpc . seldonio/seldon-core-s2i-python3:0.2 sklearn-iris:0.1"
+    "!s2i build -E .s2i/environment_grpc . seldonio/seldon-core-s2i-python3:0.3 sklearn-iris:0.1"
    ]
   },
   {
@@ -251,7 +251,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "!eval $(minikube docker-env) && s2i build . seldonio/seldon-core-s2i-python3:0.2 sklearn-iris:0.1"
+    "!eval $(minikube docker-env) && s2i build . seldonio/seldon-core-s2i-python3:0.3 sklearn-iris:0.1"
    ]
   },
   {
diff --git a/examples/models/sklearn_iris_fbs/sklearn_iris.ipynb b/examples/models/sklearn_iris_fbs/sklearn_iris.ipynb
index 48d34a650c..cebf1ef9eb 100644
--- a/examples/models/sklearn_iris_fbs/sklearn_iris.ipynb
+++ b/examples/models/sklearn_iris_fbs/sklearn_iris.ipynb
@@ -86,7 +86,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "!s2i build . seldonio/seldon-core-s2i-python3:0.2 sklearn-iris:0.1"
+    "!s2i build . seldonio/seldon-core-s2i-python3:0.3 sklearn-iris:0.1"
    ]
   },
   {
diff --git a/integrations/tfserving/Makefile b/integrations/tfserving/Makefile
index 3565a1b4f6..5bbd1221a7 100644
--- a/integrations/tfserving/Makefile
+++ b/integrations/tfserving/Makefile
@@ -5,7 +5,7 @@ SELDON_CORE_DIR=../../..
 
 .PHONY: build
 build: 
-	s2i build . seldonio/seldon-core-s2i-python3:0.2 $(IMAGE_NAME):$(IMAGE_VERSION)
+	s2i build . seldonio/seldon-core-s2i-python3:0.3 $(IMAGE_NAME):$(IMAGE_VERSION)
 
 push_to_dockerhub:
 	docker push $(IMAGE_NAME):$(IMAGE_VERSION)