[Doc] Airflow agent deployment

docs/deployment/agents/airflow.rst

@@ -4,8 +4,94 @@ Airflow agent
 =================
 
 This guide provides an overview of how to set up the Airflow agent in your Flyte deployment.
+Please note that the you don't need an Airflow cluster to run the airflow tasks. Flytekit will
+automatically compile it to a Flyte task and execute it on the Flyte cluster.
 
 Specify agent configuration
 ----------------------------
 
-TK
+.. tabs::
+
+    .. group-tab:: Flyte binary
+
+      Edit the relevant YAML file to specify the agent.
+
+      .. code-block:: bash
+
+        kubectl edit configmap flyte-sandbox-config -n flyte
+
+      .. code-block:: yaml
+        :emphasize-lines: 7,11,16
+
+        tasks:
+          task-plugins:
+            enabled-plugins:
+              - container
+              - sidecar
+              - k8s-array
+              - agent-service
+            default-for-task-types:
+              - container: container
+              - container_array: k8s-array
+              - airflow: agent-service
+
+        plugins:
+          agent-service:
+            supportedTaskTypes:
+            - airflow
+
+    .. group-tab:: Flyte core
+
+      Create a file named ``values-override.yaml`` and add the following configuration to it.
+
+      .. code-block:: yaml
+
+        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
+                enabled-plugins:
+                  - container
+                  - sidecar
+                  - k8s-array
+                  - agent-service
+                default-for-task-types:
+                  container: container
+                  sidecar: sidecar
+                  container_array: k8s-array
+                  airflow: agent-service
+            plugins:
+              agent-service:
+                supportedTaskTypes:
+                - airflow
+
+
+Upgrade the Flyte Helm release
+------------------------------
+
+.. tabs::
+
+  .. group-tab:: Flyte binary
+
+    .. code-block:: bash
+
+      helm upgrade <RELEASE_NAME> flyteorg/flyte-binary -n <YOUR_NAMESPACE> --values <YOUR_YAML_FILE>
+
+    Replace ``<RELEASE_NAME>`` with the name of your release (e.g., ``flyte-backend``),
+    ``<YOUR_NAMESPACE>`` with the name of your namespace (e.g., ``flyte``),
+    and ``<YOUR_YAML_FILE>`` with the name of your YAML file.
+
+  .. group-tab:: Flyte core
+
+    .. code-block:: bash
+
+      helm upgrade <RELEASE_NAME> flyte/flyte-core -n <YOUR_NAMESPACE> --values values-override.yaml
+
+    Replace ``<RELEASE_NAME>`` with the name of your release (e.g., ``flyte``)
+
+    and ``<YOUR_NAMESPACE>`` with the name of your namespace (e.g., ``flyte``).
+
+For Airflow plugin on the Flyte cluster, please refer to `Airflow Plugin Example <TODO: Add airflow plugin example>`_