diff --git a/rsts/deployment/index.rst b/rsts/deployment/index.rst
index e4bc234844..d7229682e2 100644
--- a/rsts/deployment/index.rst
+++ b/rsts/deployment/index.rst
@@ -48,6 +48,14 @@ solution). The following pages will help you effectively deploy and manage an en
 
     ---
 
+    .. link-button:: deployment-plugin-setup
+       :type: ref
+       :text: Plugin Setup
+       :classes: btn-block stretched-link
+    ^^^^^^^^^^^^
+    How to set up a plugin for your deployment.
+
+    ---
     .. link-button:: deployment-cluster-config
        :type: ref
        :text: Cluster Configuration
@@ -66,3 +74,4 @@ solution). The following pages will help you effectively deploy and manage an en
     gcp/index
     cluster_config/index
     sandbox
+    plugin_setup/index
diff --git a/rsts/deployment/plugin_setup/index.rst b/rsts/deployment/plugin_setup/index.rst
new file mode 100644
index 0000000000..7b67ecf9c6
--- /dev/null
+++ b/rsts/deployment/plugin_setup/index.rst
@@ -0,0 +1,24 @@
+.. _deployment-plugin-setup:
+
+############
+Plugin Setup
+############
+
+
+.. panels::
+    :header: text-center
+
+    .. link-button:: deployment-plugin-setup-pytorch-operator
+       :type: ref
+       :text: PyTorch Operator
+       :classes: btn-block stretched-link
+    ^^^^^^^^^^^^
+    Guide to setting up the PyTorch Operator.
+
+
+.. toctree::
+    :maxdepth: 1
+    :name: Plugin Setup
+    :hidden:
+
+    pytorch_operator
diff --git a/rsts/deployment/plugin_setup/pytorch_operator.rst b/rsts/deployment/plugin_setup/pytorch_operator.rst
new file mode 100644
index 0000000000..b282781562
--- /dev/null
+++ b/rsts/deployment/plugin_setup/pytorch_operator.rst
@@ -0,0 +1,77 @@
+.. _deployment-plugin-setup-pytorch-operator:
+
+PyTorch Operator Setup
+----------------------
+
+This guide gives an overview of how to set up the PyTorch operator in your Flyte deployment.
+
+1. First, clone the Flytesnacks repo. This is where we have the example.
+
+   .. code-block:: bash
+
+      git clone https://github.com/flyteorg/flytesnacks.git
+
+2. Start the Flyte sandbox for testing.
+
+   .. code-block:: bash
+
+      flytectl sandbox start --source=./flytesnacks
+
+3. Install the PyTorch Operator.
+
+   .. code-block:: bash
+
+      helm repo add bitnami https://charts.bitnami.com/bitnami --kubeconfig=~/.flyte/k3s/k3s.yaml
+      helm install my-release bitnami/pytorch
+
+4. Create a file named ``values-pytorch.yaml`` and add the following config to it:
+
+   .. code-block::
+
+       configmap:
+         enabled_plugins:
+           # -- Tasks specific configuration [structure](https://pkg.go.dev/github.com/flyteorg/flytepropeller/pkg/controller/nodes/task/config#GetConfig)
+           tasks:
+             # -- Plugins configuration, [structure](https://pkg.go.dev/github.com/flyteorg/flytepropeller/pkg/controller/nodes/task/config#TaskPluginConfig)
+             task-plugins:
+               # -- [Enabled Plugins](https://pkg.go.dev/github.com/flyteorg/flyteplugins/go/tasks/config#Config). Enable sagemaker*, athena if you install the backend
+               # plugins
+               enabled-plugins:
+                 - container
+                 - sidecar
+                 - k8s-array
+                 - mpi
+                 - pytorch
+               default-for-task-types:
+                 container: container
+                 sidecar: sidecar
+                 container_array: k8s-array
+                 pytorch: pytorch
+
+5. Upgrade the Flyte Helm release.
+
+   .. code-block:: bash
+
+      helm upgrade -n flyte -f values-pytorch.yaml flyteorg/flyte --kubeconfig=~/.flyte/k3s/k3s.yaml
+
+6. Build & Serialize the PyTorch plugin example.
+
+   .. code-block:: bash
+
+      cd flytesnacks
+      flytectl sandbox exec -- make -C cookbook/integrations/kubernetes/kfpytorch serialize
+
+7. Register the PyTorch plugin example.
+
+   .. code-block:: bash
+
+      flytectl register files cookbook/integrations/kubernetes/kfpytorch/_pb_output/* -p flytesnacks -d development
+
+
+8. Lastly, fetch the launch plan, create and monitor the execution.
+
+   .. code-block:: bash
+
+      flytectl get launchplan --project flytesnacks --domain development kfpytorch.pytorch_mnist.pytorch_training_wf  --latest --execFile exec_spec.yaml
+      flytectl create execution --project flytesnacks --domain development --execFile exec_spec.yaml
+      flytectl get execution --project flytesnacks --domain development <execname>