From 0582a3031a77f466697e8cc3b5920bc765c96f33 Mon Sep 17 00:00:00 2001
From: Tommy Hughes <tohughes@redhat.com>
Date: Sun, 1 Dec 2024 15:05:55 -0600
Subject: [PATCH 1/2] operator example runbook & api reference docs

Signed-off-by: Tommy Hughes <tohughes@redhat.com>
---
 examples/README.md                            |  21 +-
 examples/operator-quickstart/.gitignore       |   1 +
 examples/operator-quickstart/01-Install.ipynb | 489 +++++++++++++++
 examples/operator-quickstart/02-Demo.ipynb    | 568 ++++++++++++++++++
 .../operator-quickstart/03-Uninstall.ipynb    |  97 +++
 examples/operator-quickstart/README.md        |   7 +
 examples/operator-quickstart/feast.yaml       |  54 ++
 examples/operator-quickstart/postgres.yaml    |  52 ++
 examples/operator-quickstart/redis.yaml       |  37 ++
 infra/feast-operator/Makefile                 |  18 +-
 infra/feast-operator/README.md                |   5 +-
 .../config/samples/kustomization.yaml         |   2 +-
 ...ha1_featurestore_all_services_default.yaml |   3 +-
 .../v1alpha1_featurestore_db_persistence.yaml |  38 +-
 infra/feast-operator/docs/api/markdown/ref.md | 541 +++++++++++++++++
 .../docs/crd-ref-templates/config.yaml        |   8 +
 .../crd-ref-templates/markdown/gv_details.tpl |  19 +
 .../crd-ref-templates/markdown/gv_list.tpl    |  15 +
 .../docs/crd-ref-templates/markdown/type.tpl  |  33 +
 .../markdown/type_members.tpl                 |   8 +
 20 files changed, 1989 insertions(+), 27 deletions(-)
 create mode 100644 examples/operator-quickstart/.gitignore
 create mode 100644 examples/operator-quickstart/01-Install.ipynb
 create mode 100644 examples/operator-quickstart/02-Demo.ipynb
 create mode 100644 examples/operator-quickstart/03-Uninstall.ipynb
 create mode 100644 examples/operator-quickstart/README.md
 create mode 100644 examples/operator-quickstart/feast.yaml
 create mode 100644 examples/operator-quickstart/postgres.yaml
 create mode 100644 examples/operator-quickstart/redis.yaml
 create mode 100644 infra/feast-operator/docs/api/markdown/ref.md
 create mode 100644 infra/feast-operator/docs/crd-ref-templates/config.yaml
 create mode 100644 infra/feast-operator/docs/crd-ref-templates/markdown/gv_details.tpl
 create mode 100644 infra/feast-operator/docs/crd-ref-templates/markdown/gv_list.tpl
 create mode 100644 infra/feast-operator/docs/crd-ref-templates/markdown/type.tpl
 create mode 100644 infra/feast-operator/docs/crd-ref-templates/markdown/type_members.tpl

diff --git a/examples/README.md b/examples/README.md
index e796b5000e3..f968b94b5f6 100644
--- a/examples/README.md
+++ b/examples/README.md
@@ -1,18 +1,23 @@
 # Feast Examples
 
-1. **[Quickstart Example](https://github.com/feast-dev/feast/tree/master/examples/quickstart)**: This is a step-by-step guide for getting started with Feast.
+1. **[Quickstart Example](quickstart)**: This is a step-by-step guide for getting started with Feast.
 
-2. **[Java Demo](https://github.com/feast-dev/feast/tree/master/examples/java-demo)**: Demonstrates how to use Feast with Java feature server and deployed with Kubernetes.
+2. **[Java Demo](java-demo)**: Demonstrates how to use Feast with Java feature server and deployed with Kubernetes.
 
-3. **[Python Helm Demo](https://github.com/feast-dev/feast/tree/master/examples/python-helm-demo)**: Demonstrates Feast with Kubernetes using Helm charts and Python feature server.
+3. **[Kind Quickstart](kind-quickstart)**: Demonstrates how to install and use Feast on Kind with the Helm chart.
 
-4. **[RBAC Local](https://github.com/feast-dev/feast/tree/master/examples/rbac-local)**: Demonstrates using notebooks how configure and test Role-Based Access Control (RBAC) for securing access in Feast using OIDC authorization type with in a local environment.
+4. **[Operator Quickstart](operator-quickstart)**: Demonstrates how to install and use Feast on Kubernetes with the Feast Go Operator.
 
-5. **[RBAC Remote](https://github.com/feast-dev/feast/tree/master/examples/rbac-local)**: Demonstrates how to configure and test Role-Based Access Control (RBAC) for securing access in Feast using Kubernetes or OIDC Authentication type with in Kubernetes environment.
+5. **[Credit Risk End-to-End](credit-risk-end-to-end)**: Demonstrates how to use Feast with Java feature server and deployed with Kubernetes.
 
-6. **[Remote Offline Store](https://github.com/feast-dev/feast/tree/master/examples/remote-offline-store)**: Demonstrates how to set up and use remote offline server.
+6. **[Python Helm Demo](python-helm-demo)**: Demonstrates Feast with Kubernetes using Helm charts and Python feature server.
 
-7. **[Podman/Podman Compose_local](https://github.com/feast-dev/feast/tree/master/examples/podman_local)**: Demonstrates how to deploy Feast remote server components using Podman Compose locally.
+7. **[RBAC Local](rbac-local)**: Demonstrates using notebooks how configure and test Role-Based Access Control (RBAC) for securing access in Feast using OIDC authorization type with in a local environment.
 
-8. **[RHOAI Feast Demo](https://github.com/feast-dev/feast/tree/master/examples/rhoai-quickstart)**: Showcases Feast's core functionality using a Jupyter notebook, including fetching online feature data from a remote server and retrieving metadata from a remote registry.
+8. **[RBAC Remote](rbac-remote)**: Demonstrates how to configure and test Role-Based Access Control (RBAC) for securing access in Feast using Kubernetes or OIDC Authentication type with in Kubernetes environment.
 
+9. **[Remote Offline Store](remote-offline-store)**: Demonstrates how to set up and use remote offline server.
+
+10. **[Podman/Podman Compose_local](podman_local)**: Demonstrates how to deploy Feast remote server components using Podman Compose locally.
+
+11. **[RHOAI Feast Demo](rhoai-quickstart)**: Showcases Feast's core functionality using a Jupyter notebook, including fetching online feature data from a remote server and retrieving metadata from a remote registry.
diff --git a/examples/operator-quickstart/.gitignore b/examples/operator-quickstart/.gitignore
new file mode 100644
index 00000000000..335ec9573de
--- /dev/null
+++ b/examples/operator-quickstart/.gitignore
@@ -0,0 +1 @@
+*.tar.gz
diff --git a/examples/operator-quickstart/01-Install.ipynb b/examples/operator-quickstart/01-Install.ipynb
new file mode 100644
index 00000000000..d703357f791
--- /dev/null
+++ b/examples/operator-quickstart/01-Install.ipynb
@@ -0,0 +1,489 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Install Feast on Kubernetes with the Feast Operator\n",
+    "## Objective\n",
+    "\n",
+    "Provide a reference implementation of a runbook to deploy a Feast environment on a Kubernetes cluster using [Kind](https://kind.sigs.k8s.io/docs/user/quick-start) and the [Feast Operator](../../infra/feast-operator/)."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Prerequisites\n",
+    "* Kubernetes Cluster\n",
+    "* [kubectl](https://kubernetes.io/docs/tasks/tools/#kubectl) Kubernetes CLI tool."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Install Prerequisites\n",
+    "\n",
+    "The following commands install and configure all the prerequisites on a MacOS environment. You can find the\n",
+    "equivalent instructions on the offical documentation pages:\n",
+    "* Install the `kubectl` cli.\n",
+    "* Install Kubernetes and Container runtime (e.g. [Colima](https://github.com/abiosoft/colima)).\n",
+    "  * Alternatively, authenticate to an existing Kubernetes or OpenShift cluster.\n",
+    "  \n",
+    "```bash\n",
+    "brew install colima kubectl\n",
+    "colima start -r containerd -k -m 3 -d 100 -c 2 --cpu-type max -a x86_64\n",
+    "colima list\n",
+    "```"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "namespace/feast created\n",
+      "Context \"colima\" modified.\n"
+     ]
+    }
+   ],
+   "source": [
+    "!kubectl create ns feast\n",
+    "!kubectl config set-context --current --namespace feast"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Validate the cluster setup:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "NAME    STATUS   AGE\n",
+      "feast   Active   3s\n"
+     ]
+    }
+   ],
+   "source": [
+    "!kubectl get ns feast"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Deployment Architecture\n",
+    "The primary objective of this runbook is to guide the deployment of Feast services on a Kubernetes Kind cluster, using the `postgres` template to set up a basic feature store.\n",
+    "\n",
+    "In this notebook, we will deploy a distributed topology of Feast services, which includes:\n",
+    "\n",
+    "* `Registry Server`: Handles metadata storage for feature definitions.\n",
+    "* `Online Store Server`: Uses the `Registry Server` to query metadata and is responsible for low-latency serving of features.\n",
+    "* `Offline Store Server`: Uses the `Registry Server` to query metadata and provides access to batch data for historical feature retrieval.\n",
+    "\n",
+    "Each service is backed by a `PostgreSQL` database, which is also deployed within the same Kind cluster."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Setup Postgresql and Redis\n",
+    "Apply the included [postgres](postgres.yaml) & [redis](redis.yaml) deployments to run simple databases."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "secret/postgres-secret created\n",
+      "deployment.apps/postgres created\n",
+      "service/postgres created\n",
+      "deployment.apps/redis created\n",
+      "service/redis created\n",
+      "deployment.apps/redis condition met\n",
+      "deployment.apps/postgres condition met\n"
+     ]
+    }
+   ],
+   "source": [
+    "!kubectl apply -f postgres.yaml -f redis.yaml\n",
+    "!kubectl wait --for=condition=available --timeout=5m deployment/redis\n",
+    "!kubectl wait --for=condition=available --timeout=5m deployment/postgres"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "NAME                           READY   STATUS    RESTARTS   AGE\n",
+      "pod/postgres-ff8d4cf48-bqvfm   1/1     Running   0          99s\n",
+      "pod/redis-b4756b75d-fxkst      1/1     Running   0          98s\n",
+      "\n",
+      "NAME               TYPE        CLUSTER-IP      EXTERNAL-IP   PORT(S)    AGE\n",
+      "service/postgres   ClusterIP   10.43.197.94    <none>        5432/TCP   99s\n",
+      "service/redis      ClusterIP   10.43.137.235   <none>        6379/TCP   98s\n",
+      "\n",
+      "NAME                       READY   UP-TO-DATE   AVAILABLE   AGE\n",
+      "deployment.apps/postgres   1/1     1            1           99s\n",
+      "deployment.apps/redis      1/1     1            1           98s\n",
+      "\n",
+      "NAME                                 DESIRED   CURRENT   READY   AGE\n",
+      "replicaset.apps/postgres-ff8d4cf48   1         1         1       99s\n",
+      "replicaset.apps/redis-b4756b75d      1         1         1       98s\n"
+     ]
+    }
+   ],
+   "source": [
+    "!kubectl get all"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Install the Feast Operator"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "namespace/feast-operator-system created\n",
+      "customresourcedefinition.apiextensions.k8s.io/featurestores.feast.dev created\n",
+      "serviceaccount/feast-operator-controller-manager created\n",
+      "role.rbac.authorization.k8s.io/feast-operator-leader-election-role created\n",
+      "clusterrole.rbac.authorization.k8s.io/feast-operator-featurestore-editor-role created\n",
+      "clusterrole.rbac.authorization.k8s.io/feast-operator-featurestore-viewer-role created\n",
+      "clusterrole.rbac.authorization.k8s.io/feast-operator-manager-role created\n",
+      "clusterrole.rbac.authorization.k8s.io/feast-operator-metrics-auth-role created\n",
+      "clusterrole.rbac.authorization.k8s.io/feast-operator-metrics-reader created\n",
+      "rolebinding.rbac.authorization.k8s.io/feast-operator-leader-election-rolebinding created\n",
+      "clusterrolebinding.rbac.authorization.k8s.io/feast-operator-manager-rolebinding created\n",
+      "clusterrolebinding.rbac.authorization.k8s.io/feast-operator-metrics-auth-rolebinding created\n",
+      "service/feast-operator-controller-manager-metrics-service created\n",
+      "deployment.apps/feast-operator-controller-manager created\n",
+      "deployment.apps/feast-operator-controller-manager condition met\n"
+     ]
+    }
+   ],
+   "source": [
+    "## Use this install command from a release branch (e.g. 'v0.43-branch')\n",
+    "!kubectl apply -f ../../infra/feast-operator/dist/install.yaml\n",
+    "\n",
+    "## OR, for the latest code/builds, use one the following commands from the 'master' branch\n",
+    "# !make -C ../../infra/feast-operator install deploy IMG=quay.io/feastdev-ci/feast-operator:develop FS_IMG=quay.io/feastdev-ci/feature-server:develop\n",
+    "# !make -C ../../infra/feast-operator install deploy IMG=quay.io/feastdev-ci/feast-operator:$(git rev-parse HEAD) FS_IMG=quay.io/feastdev-ci/feature-server:$(git rev-parse HEAD)\n",
+    "\n",
+    "!kubectl wait --for=condition=available --timeout=5m deployment/feast-operator-controller-manager -n feast-operator-system"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Install the Feast services via FeatureStore CR\n",
+    "Next, we'll use the running Feast Operator to install the feast services. Apply the included [reference deployment](feast.yaml) to install and configure Feast."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "secret/feast-data-stores created\n",
+      "featurestore.feast.dev/example created\n"
+     ]
+    }
+   ],
+   "source": [
+    "!kubectl apply -f feast.yaml"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Validate the running FeatureStore deployment\n",
+    "Validate the deployment status."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "NAME                                 READY   STATUS     RESTARTS   AGE\n",
+      "pod/feast-example-74d5c98984-sr9bs   0/3     Init:0/1   0          4m43s\n",
+      "pod/postgres-ff8d4cf48-bqvfm         1/1     Running    0          7m36s\n",
+      "pod/redis-b4756b75d-fxkst            1/1     Running    0          7m35s\n",
+      "\n",
+      "NAME                             TYPE        CLUSTER-IP      EXTERNAL-IP   PORT(S)    AGE\n",
+      "service/feast-example-offline    ClusterIP   10.43.81.130    <none>        80/TCP     4m44s\n",
+      "service/feast-example-online     ClusterIP   10.43.74.219    <none>        80/TCP     4m43s\n",
+      "service/feast-example-registry   ClusterIP   10.43.52.126    <none>        80/TCP     4m43s\n",
+      "service/postgres                 ClusterIP   10.43.197.94    <none>        5432/TCP   7m36s\n",
+      "service/redis                    ClusterIP   10.43.137.235   <none>        6379/TCP   7m35s\n",
+      "\n",
+      "NAME                            READY   UP-TO-DATE   AVAILABLE   AGE\n",
+      "deployment.apps/feast-example   0/1     1            0           4m43s\n",
+      "deployment.apps/postgres        1/1     1            1           7m36s\n",
+      "deployment.apps/redis           1/1     1            1           7m35s\n",
+      "\n",
+      "NAME                                       DESIRED   CURRENT   READY   AGE\n",
+      "replicaset.apps/feast-example-74d5c98984   1         1         0       4m43s\n",
+      "replicaset.apps/postgres-ff8d4cf48         1         1         1       7m36s\n",
+      "replicaset.apps/redis-b4756b75d            1         1         1       7m35s\n",
+      "deployment.apps/feast-example condition met\n"
+     ]
+    }
+   ],
+   "source": [
+    "!kubectl get all\n",
+    "!kubectl wait --for=condition=available --timeout=8m deployment/feast-example"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Validate that the FeatureStore CR is in a `Ready` state."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "NAME      STATUS   AGE\n",
+      "example   Ready    10m\n"
+     ]
+    }
+   ],
+   "source": [
+    "!kubectl get feast"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Verify that the DB includes the expected tables."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                List of relations\n",
+      " Schema |          Name           | Type  | Owner \n",
+      "--------+-------------------------+-------+-------\n",
+      " public | data_sources            | table | feast\n",
+      " public | entities                | table | feast\n",
+      " public | feast_metadata          | table | feast\n",
+      " public | feature_services        | table | feast\n",
+      " public | feature_views           | table | feast\n",
+      " public | managed_infra           | table | feast\n",
+      " public | on_demand_feature_views | table | feast\n",
+      " public | permissions             | table | feast\n",
+      " public | projects                | table | feast\n",
+      " public | saved_datasets          | table | feast\n",
+      " public | stream_feature_views    | table | feast\n",
+      " public | validation_references   | table | feast\n",
+      "(12 rows)\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "!kubectl exec deploy/postgres -- psql -h localhost -U feast feast -c '\\dt'"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Verify the client `feature_store.yaml` and create the sample feature store definitions."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "project: credit_scoring_local\n",
+      "provider: local\n",
+      "offline_store:\n",
+      "    type: duckdb\n",
+      "online_store:\n",
+      "    type: redis\n",
+      "    connection_string: redis.feast.svc.cluster.local:6379\n",
+      "registry:\n",
+      "    path: postgresql+psycopg://${POSTGRES_USER}:${POSTGRES_PASSWORD}@postgres.feast.svc.cluster.local:5432/${POSTGRES_DB}\n",
+      "    registry_type: sql\n",
+      "    cache_ttl_seconds: 60\n",
+      "    sqlalchemy_config_kwargs:\n",
+      "        echo: false\n",
+      "        pool_pre_ping: true\n",
+      "auth:\n",
+      "    type: no_auth\n",
+      "entity_key_serialization_version: 3\n",
+      "/opt/app-root/lib64/python3.11/site-packages/feast/feature_view.py:48: DeprecationWarning: Entity value_type will be mandatory in the next release. Please specify a value_type for entity '__dummy'.\n",
+      "  DUMMY_ENTITY = Entity(\n",
+      "/feast-data/credit_scoring_local/feature_repo/example_repo.py:27: DeprecationWarning: Entity value_type will be mandatory in the next release. Please specify a value_type for entity 'driver'.\n",
+      "  driver = Entity(name=\"driver\", join_keys=[\"driver_id\"])\n",
+      "Applying changes for project credit_scoring_local\n",
+      "/opt/app-root/lib64/python3.11/site-packages/feast/feature_store.py:578: RuntimeWarning: On demand feature view is an experimental feature. This API is stable, but the functionality does not scale well for offline retrieval\n",
+      "  warnings.warn(\n",
+      "Deploying infrastructure for \u001b[1m\u001b[32mdriver_hourly_stats\u001b[0m\n",
+      "Deploying infrastructure for \u001b[1m\u001b[32mdriver_hourly_stats_fresh\u001b[0m\n"
+     ]
+    }
+   ],
+   "source": [
+    "!kubectl exec deploy/feast-example -itc registry -- cat feature_store.yaml\n",
+    "!kubectl exec deploy/feast-example -itc registry -- feast apply"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "List the registered feast projects & feature views."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/opt/app-root/lib64/python3.11/site-packages/feast/feature_view.py:48: DeprecationWarning: Entity value_type will be mandatory in the next release. Please specify a value_type for entity '__dummy'.\n",
+      "  DUMMY_ENTITY = Entity(\n",
+      "/opt/app-root/lib64/python3.11/site-packages/feast/entity.py:173: DeprecationWarning: Entity value_type will be mandatory in the next release. Please specify a value_type for entity 'driver'.\n",
+      "  entity = cls(\n",
+      "/opt/app-root/lib64/python3.11/site-packages/feast/entity.py:173: DeprecationWarning: Entity value_type will be mandatory in the next release. Please specify a value_type for entity '__dummy'.\n",
+      "  entity = cls(\n",
+      "NAME                  DESCRIPTION                      TAGS    OWNER\n",
+      "credit_scoring_local  A project for driver statistics  {}\n",
+      "/opt/app-root/lib64/python3.11/site-packages/feast/feature_view.py:48: DeprecationWarning: Entity value_type will be mandatory in the next release. Please specify a value_type for entity '__dummy'.\n",
+      "  DUMMY_ENTITY = Entity(\n",
+      "/opt/app-root/lib64/python3.11/site-packages/feast/entity.py:173: DeprecationWarning: Entity value_type will be mandatory in the next release. Please specify a value_type for entity 'driver'.\n",
+      "  entity = cls(\n",
+      "/opt/app-root/lib64/python3.11/site-packages/feast/entity.py:173: DeprecationWarning: Entity value_type will be mandatory in the next release. Please specify a value_type for entity '__dummy'.\n",
+      "  entity = cls(\n",
+      "NAME                         ENTITIES    TYPE\n",
+      "driver_hourly_stats          {'driver'}  FeatureView\n",
+      "driver_hourly_stats_fresh    {'driver'}  FeatureView\n",
+      "transformed_conv_rate        {'driver'}  OnDemandFeatureView\n",
+      "transformed_conv_rate_fresh  {'driver'}  OnDemandFeatureView\n"
+     ]
+    }
+   ],
+   "source": [
+    "!kubectl exec deploy/feast-example -itc registry -- feast projects list\n",
+    "!kubectl exec deploy/feast-example -itc registry -- feast feature-views list"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Finally, let's verify the feast version."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/opt/app-root/lib64/python3.11/site-packages/feast/feature_view.py:48: DeprecationWarning: Entity value_type will be mandatory in the next release. Please specify a value_type for entity '__dummy'.\n",
+      "  DUMMY_ENTITY = Entity(\n",
+      "Feast SDK Version: \"0.43.0\"\n"
+     ]
+    }
+   ],
+   "source": [
+    "!kubectl exec deployment/feast-example -itc registry -- feast version"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.11"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/examples/operator-quickstart/02-Demo.ipynb b/examples/operator-quickstart/02-Demo.ipynb
new file mode 100644
index 00000000000..51e26ba3616
--- /dev/null
+++ b/examples/operator-quickstart/02-Demo.ipynb
@@ -0,0 +1,568 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Run the \"Real-time Credit Scoring\" tutorial"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We'll use the following tutorial as a demonstration.\n",
+    "\n",
+    "https://github.com/feast-dev/feast-credit-score-local-tutorial/tree/f43b44b245ae2632b582f14176392cfe31f98da9"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Upload the tutorial source code to the running Feast pod."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Upload the tutorial source code to the running feast pod and extract its contents."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "--2025-01-23 18:09:13--  https://github.com/feast-dev/feast-credit-score-local-tutorial/archive/f43b44b.tar.gz\n",
+      "Resolving github.com (github.com)... 140.82.112.4\n",
+      "Connecting to github.com (github.com)|140.82.112.4|:443... connected.\n",
+      "HTTP request sent, awaiting response... 302 Found\n",
+      "Location: https://codeload.github.com/feast-dev/feast-credit-score-local-tutorial/tar.gz/f43b44b245ae2632b582f14176392cfe31f98da9 [following]\n",
+      "--2025-01-23 18:09:13--  https://codeload.github.com/feast-dev/feast-credit-score-local-tutorial/tar.gz/f43b44b245ae2632b582f14176392cfe31f98da9\n",
+      "Resolving codeload.github.com (codeload.github.com)... 140.82.114.10\n",
+      "Connecting to codeload.github.com (codeload.github.com)|140.82.114.10|:443... connected.\n",
+      "HTTP request sent, awaiting response... 200 OK\n",
+      "Length: unspecified [application/x-gzip]\n",
+      "Saving to: ‘f43b44b.tar.gz’\n",
+      "\n",
+      "f43b44b.tar.gz          [         <=>        ]  45.52M  10.8MB/s    in 5.0s    \n",
+      "\n",
+      "2025-01-23 18:09:19 (9.12 MB/s) - ‘f43b44b.tar.gz’ saved [47734189]\n",
+      "\n",
+      "feast-credit-score-local-tutorial-f43b44b245ae2632b582f14176392cfe31f98da9/.gitignore\n",
+      "feast-credit-score-local-tutorial-f43b44b245ae2632b582f14176392cfe31f98da9/LICENSE\n",
+      "feast-credit-score-local-tutorial-f43b44b245ae2632b582f14176392cfe31f98da9/README.md\n",
+      "feast-credit-score-local-tutorial-f43b44b245ae2632b582f14176392cfe31f98da9/app.py\n",
+      "feast-credit-score-local-tutorial-f43b44b245ae2632b582f14176392cfe31f98da9/credit_model.py\n",
+      "feast-credit-score-local-tutorial-f43b44b245ae2632b582f14176392cfe31f98da9/data/\n",
+      "feast-credit-score-local-tutorial-f43b44b245ae2632b582f14176392cfe31f98da9/data/credit_history.parquet\n",
+      "feast-credit-score-local-tutorial-f43b44b245ae2632b582f14176392cfe31f98da9/data/credit_history_sample.csv\n",
+      "feast-credit-score-local-tutorial-f43b44b245ae2632b582f14176392cfe31f98da9/data/loan_table.parquet\n",
+      "feast-credit-score-local-tutorial-f43b44b245ae2632b582f14176392cfe31f98da9/data/loan_table_sample.csv\n",
+      "feast-credit-score-local-tutorial-f43b44b245ae2632b582f14176392cfe31f98da9/data/training_dataset_sample.parquet\n",
+      "feast-credit-score-local-tutorial-f43b44b245ae2632b582f14176392cfe31f98da9/data/zipcode_table.parquet\n",
+      "feast-credit-score-local-tutorial-f43b44b245ae2632b582f14176392cfe31f98da9/data/zipcode_table_sample.csv\n",
+      "feast-credit-score-local-tutorial-f43b44b245ae2632b582f14176392cfe31f98da9/feature_repo/\n",
+      "feast-credit-score-local-tutorial-f43b44b245ae2632b582f14176392cfe31f98da9/feature_repo/data/\n",
+      "feast-credit-score-local-tutorial-f43b44b245ae2632b582f14176392cfe31f98da9/feature_repo/data/credit_history.parquet\n",
+      "feast-credit-score-local-tutorial-f43b44b245ae2632b582f14176392cfe31f98da9/feature_repo/data/credit_history_sample.csv\n",
+      "feast-credit-score-local-tutorial-f43b44b245ae2632b582f14176392cfe31f98da9/feature_repo/data/loan_table.parquet\n",
+      "feast-credit-score-local-tutorial-f43b44b245ae2632b582f14176392cfe31f98da9/feature_repo/data/loan_table_sample.csv\n",
+      "feast-credit-score-local-tutorial-f43b44b245ae2632b582f14176392cfe31f98da9/feature_repo/data/training_dataset_sample.parquet\n",
+      "feast-credit-score-local-tutorial-f43b44b245ae2632b582f14176392cfe31f98da9/feature_repo/data/zipcode_table.parquet\n",
+      "feast-credit-score-local-tutorial-f43b44b245ae2632b582f14176392cfe31f98da9/feature_repo/data/zipcode_table_sample.csv\n",
+      "feast-credit-score-local-tutorial-f43b44b245ae2632b582f14176392cfe31f98da9/feature_repo/feature_store.yaml\n",
+      "feast-credit-score-local-tutorial-f43b44b245ae2632b582f14176392cfe31f98da9/feature_repo/features.py\n",
+      "feast-credit-score-local-tutorial-f43b44b245ae2632b582f14176392cfe31f98da9/requirements.txt\n",
+      "feast-credit-score-local-tutorial-f43b44b245ae2632b582f14176392cfe31f98da9/run.py\n",
+      "feast-credit-score-local-tutorial-f43b44b245ae2632b582f14176392cfe31f98da9/streamlit.png\n",
+      "feast-credit-score-local-tutorial-f43b44b245ae2632b582f14176392cfe31f98da9/streamlit_app.py\n"
+     ]
+    }
+   ],
+   "source": [
+    "![ -f f43b44b.tar.gz ] || wget https://github.com/feast-dev/feast-credit-score-local-tutorial/archive/f43b44b.tar.gz\n",
+    "!kubectl cp f43b44b.tar.gz $(kubectl get pods -l 'feast.dev/name=example' -ojsonpath=\"{.items[*].metadata.name}\"):/feast-data -c registry\n",
+    "!kubectl exec deploy/feast-example -itc registry -- rm -rf /feast-data/feast-credit-score-local-tutorial\n",
+    "!kubectl exec deploy/feast-example -itc registry -- mkdir /feast-data/feast-credit-score-local-tutorial\n",
+    "!kubectl exec deploy/feast-example -itc registry -- tar vfx /feast-data/f43b44b.tar.gz -C /feast-data/feast-credit-score-local-tutorial --strip-components 1"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Verify the client `feature_store.yaml`."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Copy the `feature_store.yaml` to the tutorial directory and verify its contents."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "project: credit_scoring_local\n",
+      "provider: local\n",
+      "offline_store:\n",
+      "    type: duckdb\n",
+      "online_store:\n",
+      "    type: redis\n",
+      "    connection_string: redis.feast.svc.cluster.local:6379\n",
+      "registry:\n",
+      "    path: postgresql+psycopg://${POSTGRES_USER}:${POSTGRES_PASSWORD}@postgres.feast.svc.cluster.local:5432/${POSTGRES_DB}\n",
+      "    registry_type: sql\n",
+      "    cache_ttl_seconds: 60\n",
+      "    sqlalchemy_config_kwargs:\n",
+      "        echo: false\n",
+      "        pool_pre_ping: true\n",
+      "auth:\n",
+      "    type: no_auth\n",
+      "entity_key_serialization_version: 3\n"
+     ]
+    }
+   ],
+   "source": [
+    "!kubectl exec deploy/feast-example -itc registry -- cp -f /feast-data/credit_scoring_local/feature_repo/feature_store.yaml /feast-data/feast-credit-score-local-tutorial/feature_repo/feature_store.yaml\n",
+    "!kubectl exec deploy/feast-example -itc registry -- cat /feast-data/feast-credit-score-local-tutorial/feature_repo/feature_store.yaml"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Apply the tutorial feature store definitions"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Update the feature store definitions for the tutorial."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/opt/app-root/lib64/python3.11/site-packages/feast/feature_view.py:48: DeprecationWarning: Entity value_type will be mandatory in the next release. Please specify a value_type for entity '__dummy'.\n",
+      "  DUMMY_ENTITY = Entity(\n",
+      "No project found in the repository. Using project name credit_scoring_local defined in feature_store.yaml\n",
+      "/opt/app-root/lib64/python3.11/site-packages/feast/entity.py:173: DeprecationWarning: Entity value_type will be mandatory in the next release. Please specify a value_type for entity 'driver'.\n",
+      "  entity = cls(\n",
+      "/opt/app-root/lib64/python3.11/site-packages/feast/entity.py:173: DeprecationWarning: Entity value_type will be mandatory in the next release. Please specify a value_type for entity '__dummy'.\n",
+      "  entity = cls(\n",
+      "Applying changes for project credit_scoring_local\n",
+      "/opt/app-root/lib64/python3.11/site-packages/feast/entity.py:173: DeprecationWarning: Entity value_type will be mandatory in the next release. Please specify a value_type for entity 'driver'.\n",
+      "  entity = cls(\n",
+      "/opt/app-root/lib64/python3.11/site-packages/feast/entity.py:173: DeprecationWarning: Entity value_type will be mandatory in the next release. Please specify a value_type for entity '__dummy'.\n",
+      "  entity = cls(\n",
+      "/opt/app-root/lib64/python3.11/site-packages/feast/feature_store.py:578: RuntimeWarning: On demand feature view is an experimental feature. This API is stable, but the functionality does not scale well for offline retrieval\n",
+      "  warnings.warn(\n",
+      "Deploying infrastructure for \u001b[1m\u001b[32mcredit_history\u001b[0m\n",
+      "Deploying infrastructure for \u001b[1m\u001b[32mzipcode_features\u001b[0m\n",
+      "Removing infrastructure for \u001b[1m\u001b[31mdriver_hourly_stats_fresh\u001b[0m\n",
+      "Removing infrastructure for \u001b[1m\u001b[31mdriver_hourly_stats\u001b[0m\n"
+     ]
+    }
+   ],
+   "source": [
+    "!kubectl exec deploy/feast-example -itc registry -- feast -c /feast-data/feast-credit-score-local-tutorial/feature_repo apply"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Load data from feature views into the online store, beginning from either the previous materialize or materialize-incremental end date, or the beginning of time."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/opt/app-root/lib64/python3.11/site-packages/feast/feature_view.py:48: DeprecationWarning: Entity value_type will be mandatory in the next release. Please specify a value_type for entity '__dummy'.\n",
+      "  DUMMY_ENTITY = Entity(\n",
+      "/opt/app-root/lib64/python3.11/site-packages/feast/entity.py:173: DeprecationWarning: Entity value_type will be mandatory in the next release. Please specify a value_type for entity '__dummy'.\n",
+      "  entity = cls(\n",
+      "/opt/app-root/lib64/python3.11/site-packages/feast/entity.py:173: DeprecationWarning: Entity value_type will be mandatory in the next release. Please specify a value_type for entity 'zipcode'.\n",
+      "  entity = cls(\n",
+      "/opt/app-root/lib64/python3.11/site-packages/feast/entity.py:173: DeprecationWarning: Entity value_type will be mandatory in the next release. Please specify a value_type for entity 'dob_ssn'.\n",
+      "  entity = cls(\n",
+      "Materializing \u001b[1m\u001b[32m2\u001b[0m feature views to \u001b[1m\u001b[32m2025-01-24 00:10:49+00:00\u001b[0m into the \u001b[1m\u001b[32mredis\u001b[0m online store.\n",
+      "\n",
+      "\u001b[1m\u001b[32mcredit_history\u001b[0m from \u001b[1m\u001b[32m2024-10-26 00:11:25+00:00\u001b[0m to \u001b[1m\u001b[32m2025-01-24 00:10:49+00:00\u001b[0m:\n",
+      "/opt/app-root/lib64/python3.11/site-packages/feast/entity.py:173: DeprecationWarning: Entity value_type will be mandatory in the next release. Please specify a value_type for entity 'dob_ssn'.\n",
+      "  entity = cls(\n",
+      "0it [00:00, ?it/s]\n",
+      "\u001b[1m\u001b[32mzipcode_features\u001b[0m from \u001b[1m\u001b[32m2015-01-27 00:11:41+00:00\u001b[0m to \u001b[1m\u001b[32m2025-01-24 00:10:49+00:00\u001b[0m:\n",
+      "/opt/app-root/lib64/python3.11/site-packages/feast/entity.py:173: DeprecationWarning: Entity value_type will be mandatory in the next release. Please specify a value_type for entity 'zipcode'.\n",
+      "  entity = cls(\n",
+      "100%|███████████████████████████████████████████████████████| 28844/28844 [00:26<00:00, 1090.11it/s]\n"
+     ]
+    }
+   ],
+   "source": [
+    "!kubectl exec deploy/feast-example -itc registry -- bash -c 'cd /feast-data/feast-credit-score-local-tutorial/feature_repo && feast materialize-incremental $(date -u +\"%Y-%m-%dT%H:%M:%S\")'"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Execute feast commands inside the client Pod"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "List the registered feast feature views & entities."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/opt/app-root/lib64/python3.11/site-packages/feast/feature_view.py:48: DeprecationWarning: Entity value_type will be mandatory in the next release. Please specify a value_type for entity '__dummy'.\n",
+      "  DUMMY_ENTITY = Entity(\n",
+      "/opt/app-root/lib64/python3.11/site-packages/feast/entity.py:173: DeprecationWarning: Entity value_type will be mandatory in the next release. Please specify a value_type for entity '__dummy'.\n",
+      "  entity = cls(\n",
+      "/opt/app-root/lib64/python3.11/site-packages/feast/entity.py:173: DeprecationWarning: Entity value_type will be mandatory in the next release. Please specify a value_type for entity 'zipcode'.\n",
+      "  entity = cls(\n",
+      "/opt/app-root/lib64/python3.11/site-packages/feast/entity.py:173: DeprecationWarning: Entity value_type will be mandatory in the next release. Please specify a value_type for entity 'dob_ssn'.\n",
+      "  entity = cls(\n",
+      "NAME              ENTITIES     TYPE\n",
+      "credit_history    {'dob_ssn'}  FeatureView\n",
+      "zipcode_features  {'zipcode'}  FeatureView\n",
+      "total_debt_calc   {'dob_ssn'}  OnDemandFeatureView\n",
+      "/opt/app-root/lib64/python3.11/site-packages/feast/feature_view.py:48: DeprecationWarning: Entity value_type will be mandatory in the next release. Please specify a value_type for entity '__dummy'.\n",
+      "  DUMMY_ENTITY = Entity(\n",
+      "/opt/app-root/lib64/python3.11/site-packages/feast/entity.py:173: DeprecationWarning: Entity value_type will be mandatory in the next release. Please specify a value_type for entity '__dummy'.\n",
+      "  entity = cls(\n",
+      "/opt/app-root/lib64/python3.11/site-packages/feast/entity.py:173: DeprecationWarning: Entity value_type will be mandatory in the next release. Please specify a value_type for entity 'zipcode'.\n",
+      "  entity = cls(\n",
+      "/opt/app-root/lib64/python3.11/site-packages/feast/entity.py:173: DeprecationWarning: Entity value_type will be mandatory in the next release. Please specify a value_type for entity 'dob_ssn'.\n",
+      "  entity = cls(\n",
+      "/opt/app-root/lib64/python3.11/site-packages/feast/entity.py:173: DeprecationWarning: Entity value_type will be mandatory in the next release. Please specify a value_type for entity '__dummy'.\n",
+      "  entity = cls(\n",
+      "/opt/app-root/lib64/python3.11/site-packages/feast/entity.py:173: DeprecationWarning: Entity value_type will be mandatory in the next release. Please specify a value_type for entity 'zipcode'.\n",
+      "  entity = cls(\n",
+      "/opt/app-root/lib64/python3.11/site-packages/feast/entity.py:173: DeprecationWarning: Entity value_type will be mandatory in the next release. Please specify a value_type for entity 'dob_ssn'.\n",
+      "  entity = cls(\n",
+      "NAME     DESCRIPTION                                                   TYPE\n",
+      "zipcode                                                                ValueType.INT64\n",
+      "dob_ssn  Date of birth and last four digits of social security number  ValueType.STRING\n"
+     ]
+    }
+   ],
+   "source": [
+    "!kubectl exec deploy/feast-example -itc registry -- feast -c /feast-data/feast-credit-score-local-tutorial/feature_repo feature-views list\n",
+    "!kubectl exec deploy/feast-example -itc registry -- feast -c /feast-data/feast-credit-score-local-tutorial/feature_repo entities list"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Train and test the model"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Install the required packages."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Collecting streamlit (from -r /feast-data/feast-credit-score-local-tutorial/requirements.txt (line 1))\n",
+      "  Downloading streamlit-1.41.1-py2.py3-none-any.whl.metadata (8.5 kB)\n",
+      "Collecting shap (from -r /feast-data/feast-credit-score-local-tutorial/requirements.txt (line 2))\n",
+      "  Downloading shap-0.46.0-cp311-cp311-manylinux_2_12_x86_64.manylinux2010_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (24 kB)\n",
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+      "Downloading watchdog-6.0.0-py3-none-manylinux2014_x86_64.whl (79 kB)\n",
+      "Downloading numba-0.61.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl (3.8 MB)\n",
+      "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m3.8/3.8 MB\u001b[0m \u001b[31m12.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0ma \u001b[36m0:00:01\u001b[0m\n",
+      "\u001b[?25hDownloading gitdb-4.0.12-py3-none-any.whl (62 kB)\n",
+      "Downloading llvmlite-0.44.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (42.4 MB)\n",
+      "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m42.4/42.4 MB\u001b[0m \u001b[31m11.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0ma \u001b[36m0:00:01\u001b[0m\n",
+      "\u001b[?25hDownloading narwhals-1.23.0-py3-none-any.whl (306 kB)\n",
+      "Downloading smmap-5.0.2-py3-none-any.whl (24 kB)\n",
+      "Installing collected packages: watchdog, tornado, threadpoolctl, smmap, slicer, scipy, pyparsing, pillow, narwhals, llvmlite, kiwisolver, joblib, fonttools, cycler, contourpy, blinker, scikit-learn, pydeck, numba, matplotlib, gitdb, shap, gitpython, altair, streamlit\n",
+      "Successfully installed altair-5.5.0 blinker-1.9.0 contourpy-1.3.1 cycler-0.12.1 fonttools-4.55.5 gitdb-4.0.12 gitpython-3.1.44 joblib-1.4.2 kiwisolver-1.4.8 llvmlite-0.44.0 matplotlib-3.10.0 narwhals-1.23.0 numba-0.61.0 pillow-11.1.0 pydeck-0.9.1 pyparsing-3.2.1 scikit-learn-1.6.1 scipy-1.15.1 shap-0.46.0 slicer-0.0.8 smmap-5.0.2 streamlit-1.41.1 threadpoolctl-3.5.0 tornado-6.4.2 watchdog-6.0.0\n",
+      "\n",
+      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m24.2\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.3.1\u001b[0m\n",
+      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n"
+     ]
+    }
+   ],
+   "source": [
+    "!kubectl exec deploy/feast-example -itc registry -- bash -c 'pip install -r /feast-data/feast-credit-score-local-tutorial/requirements.txt'"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Train and test the model."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/opt/app-root/lib64/python3.11/site-packages/feast/feature_view.py:48: DeprecationWarning: Entity value_type will be mandatory in the next release. Please specify a value_type for entity '__dummy'.\n",
+      "  DUMMY_ENTITY = Entity(\n",
+      "/opt/app-root/lib64/python3.11/site-packages/feast/entity.py:173: DeprecationWarning: Entity value_type will be mandatory in the next release. Please specify a value_type for entity '__dummy'.\n",
+      "  entity = cls(\n",
+      "/opt/app-root/lib64/python3.11/site-packages/feast/entity.py:173: DeprecationWarning: Entity value_type will be mandatory in the next release. Please specify a value_type for entity 'zipcode'.\n",
+      "  entity = cls(\n",
+      "/opt/app-root/lib64/python3.11/site-packages/feast/entity.py:173: DeprecationWarning: Entity value_type will be mandatory in the next release. Please specify a value_type for entity 'dob_ssn'.\n",
+      "  entity = cls(\n",
+      "/opt/app-root/lib64/python3.11/site-packages/feast/entity.py:173: DeprecationWarning: Entity value_type will be mandatory in the next release. Please specify a value_type for entity '__dummy'.\n",
+      "  entity = cls(\n",
+      "/opt/app-root/lib64/python3.11/site-packages/feast/entity.py:173: DeprecationWarning: Entity value_type will be mandatory in the next release. Please specify a value_type for entity 'zipcode'.\n",
+      "  entity = cls(\n",
+      "/opt/app-root/lib64/python3.11/site-packages/feast/entity.py:173: DeprecationWarning: Entity value_type will be mandatory in the next release. Please specify a value_type for entity 'dob_ssn'.\n",
+      "  entity = cls(\n",
+      "Loan rejected!\n"
+     ]
+    }
+   ],
+   "source": [
+    "!kubectl exec deploy/feast-example -itc registry -- bash -c 'cd /feast-data/feast-credit-score-local-tutorial && python run.py'"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Interactive demo (using Streamlit)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "In a new terminal, run the following command and leave it active.\n",
+    "\n",
+    "```bash\n",
+    "$ kubectl port-forward deploy/feast-example 8501:8501\n",
+    "```"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Start the Streamlit application"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Collecting usage statistics. To deactivate, set browser.gatherUsageStats to false.\n",
+      "\u001b[0m\n",
+      "\u001b[0m\n",
+      "\u001b[34m\u001b[1m  You can now view your Streamlit app in your browser.\u001b[0m\n",
+      "\u001b[0m\n",
+      "\u001b[34m  Local URL: \u001b[0m\u001b[1mhttp://localhost:8501\u001b[0m\n",
+      "\u001b[34m  Network URL: \u001b[0m\u001b[1mhttp://10.42.0.8:8501\u001b[0m\n",
+      "\u001b[34m  External URL: \u001b[0m\u001b[1mhttp://23.112.66.217:8501\u001b[0m\n",
+      "\u001b[0m\n"
+     ]
+    }
+   ],
+   "source": [
+    "!kubectl exec deploy/feast-example -itc registry -- bash -c 'cd /feast-data/feast-credit-score-local-tutorial && streamlit run --server.port 8501 streamlit_app.py'"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Then navigate to the local URL on which Streamlit is being served.\n",
+    "\n",
+    "http://localhost:8501"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.11"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/examples/operator-quickstart/03-Uninstall.ipynb b/examples/operator-quickstart/03-Uninstall.ipynb
new file mode 100644
index 00000000000..02ebedcb50b
--- /dev/null
+++ b/examples/operator-quickstart/03-Uninstall.ipynb
@@ -0,0 +1,97 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Uninstall the Operator and all Feast related objects"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "secret \"feast-data-stores\" deleted\n",
+      "featurestore.feast.dev \"example\" deleted\n",
+      "secret \"postgres-secret\" deleted\n",
+      "deployment.apps \"postgres\" deleted\n",
+      "service \"postgres\" deleted\n",
+      "deployment.apps \"redis\" deleted\n",
+      "service \"redis\" deleted\n",
+      "namespace \"feast-operator-system\" deleted\n",
+      "customresourcedefinition.apiextensions.k8s.io \"featurestores.feast.dev\" deleted\n",
+      "serviceaccount \"feast-operator-controller-manager\" deleted\n",
+      "role.rbac.authorization.k8s.io \"feast-operator-leader-election-role\" deleted\n",
+      "clusterrole.rbac.authorization.k8s.io \"feast-operator-featurestore-editor-role\" deleted\n",
+      "clusterrole.rbac.authorization.k8s.io \"feast-operator-featurestore-viewer-role\" deleted\n",
+      "clusterrole.rbac.authorization.k8s.io \"feast-operator-manager-role\" deleted\n",
+      "clusterrole.rbac.authorization.k8s.io \"feast-operator-metrics-auth-role\" deleted\n",
+      "clusterrole.rbac.authorization.k8s.io \"feast-operator-metrics-reader\" deleted\n",
+      "rolebinding.rbac.authorization.k8s.io \"feast-operator-leader-election-rolebinding\" deleted\n",
+      "clusterrolebinding.rbac.authorization.k8s.io \"feast-operator-manager-rolebinding\" deleted\n",
+      "clusterrolebinding.rbac.authorization.k8s.io \"feast-operator-metrics-auth-rolebinding\" deleted\n",
+      "service \"feast-operator-controller-manager-metrics-service\" deleted\n",
+      "deployment.apps \"feast-operator-controller-manager\" deleted\n"
+     ]
+    }
+   ],
+   "source": [
+    "!kubectl delete -f feast.yaml\n",
+    "!kubectl delete -f postgres.yaml\n",
+    "!kubectl delete -f redis.yaml\n",
+    "!kubectl delete -f ../../infra/feast-operator/dist/install.yaml"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Ensure everything has been removed, or is in the process of being terminated."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "NAME                                 READY   STATUS        RESTARTS      AGE\n",
+      "pod/feast-example-74d5c98984-sr9bs   2/3     Terminating   2 (18m ago)   27m\n"
+     ]
+    }
+   ],
+   "source": [
+    "!kubectl get all"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.11"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/examples/operator-quickstart/README.md b/examples/operator-quickstart/README.md
new file mode 100644
index 00000000000..56ba7173b56
--- /dev/null
+++ b/examples/operator-quickstart/README.md
@@ -0,0 +1,7 @@
+# Install and run a Feature Store on Kubernetes with the Feast Operator
+
+The following notebooks will guide you through how to install and use Feast on Kubernetes with the Feast Go Operator.
+
+* [01-Install.ipynb](./01-Install.ipynb): Install and configure a Feature Store in Kubernetes with the Operator.
+* [02-Demo.ipynb](./02-Demo.ipynb): Validate the feature store with demo application.
+* [03-Uninstall.ipynb](./03-Uninstall.ipynb): Clear the installed deployments.
diff --git a/examples/operator-quickstart/feast.yaml b/examples/operator-quickstart/feast.yaml
new file mode 100644
index 00000000000..e4eb20b4c0c
--- /dev/null
+++ b/examples/operator-quickstart/feast.yaml
@@ -0,0 +1,54 @@
+apiVersion: v1
+kind: Secret
+metadata:
+  name: feast-data-stores
+stringData:
+  redis: |
+    connection_string: redis.feast.svc.cluster.local:6379
+  sql: |
+    path: postgresql+psycopg://${POSTGRES_USER}:${POSTGRES_PASSWORD}@postgres.feast.svc.cluster.local:5432/${POSTGRES_DB}
+    cache_ttl_seconds: 60
+    sqlalchemy_config_kwargs:
+        echo: false
+        pool_pre_ping: true
+---
+apiVersion: feast.dev/v1alpha1
+kind: FeatureStore
+metadata:
+  name: example
+spec:
+  feastProject: credit_scoring_local
+  services:
+    offlineStore:
+      persistence:
+        file:
+          type: duckdb
+      envFrom:
+      - secretRef:
+          name: postgres-secret
+    onlineStore:
+      persistence:
+        store:
+          type: redis
+          secretRef:
+            name: feast-data-stores
+      envFrom:
+      - secretRef:
+          name: postgres-secret
+    registry:
+      local:
+        persistence:
+          store:
+            type: sql
+            secretRef:
+              name: feast-data-stores
+        envFrom:
+        - secretRef:
+            name: postgres-secret
+        env:
+        - name: MPLCONFIGDIR
+          value: /tmp
+        resources:
+          requests:
+            cpu: 150m
+            memory: 128Mi
diff --git a/examples/operator-quickstart/postgres.yaml b/examples/operator-quickstart/postgres.yaml
new file mode 100644
index 00000000000..4baa0092575
--- /dev/null
+++ b/examples/operator-quickstart/postgres.yaml
@@ -0,0 +1,52 @@
+apiVersion: v1
+kind: Secret
+metadata:
+  name: postgres-secret
+stringData:
+  POSTGRES_DB: feast
+  POSTGRES_USER: feast
+  POSTGRES_PASSWORD: feast
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: postgres
+spec:
+  replicas: 1
+  selector:
+    matchLabels:
+      app: postgres
+  template:
+    metadata:
+      labels:
+        app: postgres
+    spec:
+      containers:
+        - name: postgres
+          image: 'postgres:16-alpine'
+          ports:
+            - containerPort: 5432
+          envFrom:
+          - secretRef:
+              name: postgres-secret
+          volumeMounts:
+            - mountPath: /var/lib/postgresql
+              name: postgresdata
+      volumes:
+        - name: postgresdata
+          emptyDir: {}
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: postgres
+  labels:
+    app: postgres
+spec:
+  type: ClusterIP
+  ports:
+    - port: 5432
+      targetPort: 5432
+      protocol: TCP
+  selector:
+    app: postgres
\ No newline at end of file
diff --git a/examples/operator-quickstart/redis.yaml b/examples/operator-quickstart/redis.yaml
new file mode 100644
index 00000000000..f39dfc9768d
--- /dev/null
+++ b/examples/operator-quickstart/redis.yaml
@@ -0,0 +1,37 @@
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: redis
+spec:
+  replicas: 1
+  selector:
+    matchLabels:
+      app: redis
+  template:
+    metadata:
+      labels:
+        app: redis
+    spec:
+      containers:
+        - name: redis
+          image: 'bitnami/redis:latest'
+          ports:
+            - containerPort: 6379
+          env:
+          - name: ALLOW_EMPTY_PASSWORD
+            value: "yes"
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: redis
+  labels:
+    app: redis
+spec:
+  type: ClusterIP
+  ports:
+    - port: 6379
+      targetPort: 6379
+      protocol: TCP
+  selector:
+    app: redis
\ No newline at end of file
diff --git a/infra/feast-operator/Makefile b/infra/feast-operator/Makefile
index dee7c3068b6..de8164b7f27 100644
--- a/infra/feast-operator/Makefile
+++ b/infra/feast-operator/Makefile
@@ -112,7 +112,7 @@ vet: ## Run go vet against code.
 	go vet ./...
 
 .PHONY: test
-test: build-installer fmt vet lint envtest ## Run tests.
+test: build-installer vet lint envtest ## Run tests.
 	KUBEBUILDER_ASSETS="$(shell $(ENVTEST) use $(ENVTEST_K8S_VERSION) --bin-dir $(LOCALBIN) -p path)" go test $$(go list ./... | grep -v /e2e) -coverprofile cover.out
 
 # Utilize Kind or modify the e2e tests to load the image locally, enabling compatibility with other vendors.
@@ -173,7 +173,7 @@ docker-buildx: ## Build and push docker image for the manager for cross-platform
 	rm Dockerfile.cross
 
 .PHONY: build-installer
-build-installer: manifests generate related-image-fs kustomize ## Generate a consolidated YAML with CRDs and deployment.
+build-installer: manifests generate-ref kustomize related-image-fs ## Generate a consolidated YAML with CRDs and deployment.
 	mkdir -p dist
 	cd config/manager && $(KUSTOMIZE) edit set image controller=${IMG}
 	$(KUSTOMIZE) build config/default > dist/install.yaml
@@ -204,7 +204,8 @@ undeploy: kustomize ## Undeploy controller from the K8s cluster specified in ~/.
 ##@ Dependencies
 
 ## Location to install dependencies to
-LOCALBIN ?= $(shell pwd)/bin
+LOCALDIR ?= $(shell pwd)
+LOCALBIN ?= $(LOCALDIR)/bin
 $(LOCALBIN):
 	mkdir -p $(LOCALBIN)
 
@@ -212,6 +213,7 @@ $(LOCALBIN):
 KUBECTL ?= kubectl
 KUSTOMIZE ?= $(LOCALBIN)/kustomize
 CONTROLLER_GEN ?= $(LOCALBIN)/controller-gen
+CRD_REF_DOCS ?= $(LOCALBIN)/crd-ref-docs
 ENVTEST ?= $(LOCALBIN)/setup-envtest
 GOLANGCI_LINT = $(LOCALBIN)/golangci-lint
 ENVSUBST = $(LOCALBIN)/envsubst
@@ -219,6 +221,7 @@ ENVSUBST = $(LOCALBIN)/envsubst
 ## Tool Versions
 KUSTOMIZE_VERSION ?= v5.4.2
 CONTROLLER_TOOLS_VERSION ?= v0.15.0
+CRD_REF_DOCS_VERSION ?= v0.1.0
 ENVTEST_VERSION ?= release-0.18
 GOLANGCI_LINT_VERSION ?= v1.59.1
 ENVSUBST_VERSION ?= v1.4.2
@@ -282,6 +285,15 @@ OPERATOR_SDK = $(shell which operator-sdk)
 endif
 endif
 
+.PHONY: crd-ref-docs
+crd-ref-docs: $(CRD_REF_DOCS) ## Download crd-ref-docs locally if necessary.
+$(CRD_REF_DOCS): $(LOCALBIN)
+	$(call go-install-tool,$(CRD_REF_DOCS),github.com/elastic/crd-ref-docs,$(CRD_REF_DOCS_VERSION))
+
+.PHONY: generate-ref
+generate-ref: generate fmt crd-ref-docs
+	$(CRD_REF_DOCS) --log-level=WARN --config=$(LOCALDIR)/docs/crd-ref-templates/config.yaml --source-path=$(LOCALDIR)/api/v1alpha1 --renderer=markdown --templates-dir=$(LOCALDIR)/docs/crd-ref-templates/markdown --output-path=$(LOCALDIR)/docs/api/markdown/ref.md
+
 .PHONY: bundle
 bundle: manifests kustomize related-image-fs operator-sdk ## Generate bundle manifests and metadata, then validate generated files.
 	$(OPERATOR_SDK) generate kustomize manifests -q
diff --git a/infra/feast-operator/README.md b/infra/feast-operator/README.md
index 9d4b51f37f4..b4c3ed6565b 100644
--- a/infra/feast-operator/README.md
+++ b/infra/feast-operator/README.md
@@ -1,6 +1,8 @@
 # Feast Operator
 This is a K8s Operator that can be used to deploy and manage **Feast**, an open source feature store for machine learning.
 
+### **[FeatureStore CR API Reference](docs/api/markdown/ref.md)**
+
 ## Getting Started
 
 ### Prerequisites
@@ -153,6 +155,3 @@ make test-e2e
 # delete cluster once you are done.
 kind delete cluster
 ```
-
-
-
diff --git a/infra/feast-operator/config/samples/kustomization.yaml b/infra/feast-operator/config/samples/kustomization.yaml
index 4869cc7b245..ec9b395f9dc 100644
--- a/infra/feast-operator/config/samples/kustomization.yaml
+++ b/infra/feast-operator/config/samples/kustomization.yaml
@@ -1,4 +1,4 @@
 ## Append samples of your project ##
 resources:
-- v1alpha1_featurestore.yaml
+- v1alpha1_featurestore_all_services_default.yaml
 #+kubebuilder:scaffold:manifestskustomizesamples
diff --git a/infra/feast-operator/config/samples/v1alpha1_featurestore_all_services_default.yaml b/infra/feast-operator/config/samples/v1alpha1_featurestore_all_services_default.yaml
index 04b6b3dd10d..1eef0874fff 100644
--- a/infra/feast-operator/config/samples/v1alpha1_featurestore_all_services_default.yaml
+++ b/infra/feast-operator/config/samples/v1alpha1_featurestore_all_services_default.yaml
@@ -1,7 +1,7 @@
 apiVersion: feast.dev/v1alpha1
 kind: FeatureStore
 metadata:
-  name: sample-all-default
+  name: sample-all-services
 spec:
   feastProject: my_project
   services:
@@ -10,4 +10,3 @@ spec:
     ui: {}
     registry:
       local: {}
-
diff --git a/infra/feast-operator/config/samples/v1alpha1_featurestore_db_persistence.yaml b/infra/feast-operator/config/samples/v1alpha1_featurestore_db_persistence.yaml
index fd6feb79f2b..eaeca893491 100644
--- a/infra/feast-operator/config/samples/v1alpha1_featurestore_db_persistence.yaml
+++ b/infra/feast-operator/config/samples/v1alpha1_featurestore_db_persistence.yaml
@@ -3,20 +3,32 @@ kind: Secret
 metadata:
   name: postgres-secret
   namespace: test
+  labels:
+    app: postgres
+stringData:
+  POSTGRES_DB: feast
+  POSTGRES_USER: feast
+  POSTGRES_PASSWORD: feast
+---
+apiVersion: v1
+kind: Secret
+metadata:
+  name: feast-data-stores
+  namespace: test
 stringData:
   postgres-secret-parameters: |
-    path: postgresql+psycopg://postgres:mysecretpassword@127.0.0.1:55001/feast
+    path: postgresql+psycopg://${POSTGRES_USER}:${POSTGRES_PASSWORD}@postgres.test.svc.cluster.local:5432/${POSTGRES_DB}
     cache_ttl_seconds: 60
     sqlalchemy_config_kwargs:
-      echo: false
-      pool_pre_ping: true
+        echo: false
+        pool_pre_ping: true
   postgres: |
-    host: 127.0.0.1
-    port: 55001
-    database: feast
+    host: postgres.test.svc.cluster.local
+    port: 5432
+    database: ${POSTGRES_DB}
     db_schema: public
-    user: postgres
-    password: mysecretpassword
+    user: ${POSTGRES_USER}
+    password: ${POSTGRES_PASSWORD}
 ---
 apiVersion: feast.dev/v1alpha1
 kind: FeatureStore
@@ -31,12 +43,18 @@ spec:
         store:
           type: postgres
           secretRef:
-            name: postgres-secret
+            name: feast-data-stores
+      envFrom:
+      - secretRef:
+          name: postgres-secret
     registry:
       local:
         persistence:
           store:
             type: sql
             secretRef:
-              name: postgres-secret
+              name: feast-data-stores
             secretKeyName: postgres-secret-parameters   # optional, will use store.type by default as the SecretKeyName if none is specified, in this case that's "sql"
+        envFrom:
+        - secretRef:
+            name: postgres-secret
diff --git a/infra/feast-operator/docs/api/markdown/ref.md b/infra/feast-operator/docs/api/markdown/ref.md
new file mode 100644
index 00000000000..9d903d050a3
--- /dev/null
+++ b/infra/feast-operator/docs/api/markdown/ref.md
@@ -0,0 +1,541 @@
+# API Reference
+
+## Packages
+- [feast.dev/v1alpha1](#feastdevv1alpha1)
+
+
+## feast.dev/v1alpha1
+
+Package v1alpha1 contains API Schema definitions for the  v1alpha1 API group
+
+### Resource Types
+- [FeatureStore](#featurestore)
+
+
+
+#### AuthzConfig
+
+
+
+AuthzConfig defines the authorization settings for the deployed Feast services.
+
+_Appears in:_
+- [FeatureStoreSpec](#featurestorespec)
+
+| Field | Description |
+| --- | --- |
+| `kubernetes` _[KubernetesAuthz](#kubernetesauthz)_ |  |
+| `oidc` _[OidcAuthz](#oidcauthz)_ |  |
+
+
+#### DefaultConfigs
+
+
+
+DefaultConfigs k8s container settings that are applied by default
+
+_Appears in:_
+- [LocalRegistryConfig](#localregistryconfig)
+- [OfflineStore](#offlinestore)
+- [OnlineStore](#onlinestore)
+- [ServiceConfigs](#serviceconfigs)
+- [UIService](#uiservice)
+
+| Field | Description |
+| --- | --- |
+| `image` _string_ |  |
+
+
+#### FeatureStore
+
+
+
+FeatureStore is the Schema for the featurestores API
+
+
+
+| Field | Description |
+| --- | --- |
+| `apiVersion` _string_ | `feast.dev/v1alpha1`
+| `kind` _string_ | `FeatureStore`
+| `metadata` _[ObjectMeta](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.30/#objectmeta-v1-meta)_ | Refer to Kubernetes API documentation for fields of `metadata`. |
+| `spec` _[FeatureStoreSpec](#featurestorespec)_ |  |
+| `status` _[FeatureStoreStatus](#featurestorestatus)_ |  |
+
+
+#### FeatureStoreRef
+
+
+
+FeatureStoreRef defines which existing FeatureStore's registry should be used
+
+_Appears in:_
+- [RemoteRegistryConfig](#remoteregistryconfig)
+
+| Field | Description |
+| --- | --- |
+| `name` _string_ | Name of the FeatureStore |
+| `namespace` _string_ | Namespace of the FeatureStore |
+
+
+#### FeatureStoreServices
+
+
+
+FeatureStoreServices defines the desired feast services. An ephemeral registry is deployed by default.
+
+_Appears in:_
+- [FeatureStoreSpec](#featurestorespec)
+
+| Field | Description |
+| --- | --- |
+| `offlineStore` _[OfflineStore](#offlinestore)_ |  |
+| `onlineStore` _[OnlineStore](#onlinestore)_ |  |
+| `registry` _[Registry](#registry)_ |  |
+| `ui` _[UIService](#uiservice)_ |  |
+| `deploymentStrategy` _[DeploymentStrategy](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.30/#deploymentstrategy-v1-apps)_ |  |
+| `disableInitContainers` _boolean_ | Disable the 'feast repo initialization' initContainer |
+
+
+#### FeatureStoreSpec
+
+
+
+FeatureStoreSpec defines the desired state of FeatureStore
+
+_Appears in:_
+- [FeatureStore](#featurestore)
+- [FeatureStoreStatus](#featurestorestatus)
+
+| Field | Description |
+| --- | --- |
+| `feastProject` _string_ | FeastProject is the Feast project id. This can be any alphanumeric string with underscores, but it cannot start with an underscore. Required. |
+| `services` _[FeatureStoreServices](#featurestoreservices)_ |  |
+| `authz` _[AuthzConfig](#authzconfig)_ |  |
+
+
+#### FeatureStoreStatus
+
+
+
+FeatureStoreStatus defines the observed state of FeatureStore
+
+_Appears in:_
+- [FeatureStore](#featurestore)
+
+| Field | Description |
+| --- | --- |
+| `applied` _[FeatureStoreSpec](#featurestorespec)_ | Shows the currently applied feast configuration, including any pertinent defaults |
+| `clientConfigMap` _string_ | ConfigMap in this namespace containing a client `feature_store.yaml` for this feast deployment |
+| `conditions` _[Condition](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.30/#condition-v1-meta) array_ |  |
+| `feastVersion` _string_ |  |
+| `phase` _string_ |  |
+| `serviceHostnames` _[ServiceHostnames](#servicehostnames)_ |  |
+
+
+#### KubernetesAuthz
+
+
+
+KubernetesAuthz provides a way to define the authorization settings using Kubernetes RBAC resources.
+https://kubernetes.io/docs/reference/access-authn-authz/rbac/
+
+_Appears in:_
+- [AuthzConfig](#authzconfig)
+
+| Field | Description |
+| --- | --- |
+| `roles` _string array_ | The Kubernetes RBAC roles to be deployed in the same namespace of the FeatureStore.
+Roles are managed by the operator and created with an empty list of rules.
+See the Feast permission model at https://docs.feast.dev/getting-started/concepts/permission
+The feature store admin is not obligated to manage roles using the Feast operator, roles can be managed independently.
+This configuration option is only providing a way to automate this procedure.
+Important note: the operator cannot ensure that these roles will match the ones used in the configured Feast permissions. |
+
+
+#### LocalRegistryConfig
+
+
+
+LocalRegistryConfig configures the deployed registry service
+
+_Appears in:_
+- [Registry](#registry)
+
+| Field | Description |
+| --- | --- |
+| `image` _string_ |  |
+| `env` _[EnvVar](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.30/#envvar-v1-core)_ |  |
+| `envFrom` _[EnvFromSource](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.30/#envfromsource-v1-core)_ |  |
+| `imagePullPolicy` _[PullPolicy](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.30/#pullpolicy-v1-core)_ |  |
+| `resources` _[ResourceRequirements](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.30/#resourcerequirements-v1-core)_ |  |
+| `persistence` _[RegistryPersistence](#registrypersistence)_ |  |
+| `tls` _[TlsConfigs](#tlsconfigs)_ |  |
+| `logLevel` _string_ | LogLevel sets the logging level for the registry service
+Allowed values: "debug", "info", "warning", "error", "critical". |
+
+
+#### OfflineStore
+
+
+
+OfflineStore configures the deployed offline store service
+
+_Appears in:_
+- [FeatureStoreServices](#featurestoreservices)
+
+| Field | Description |
+| --- | --- |
+| `image` _string_ |  |
+| `env` _[EnvVar](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.30/#envvar-v1-core)_ |  |
+| `envFrom` _[EnvFromSource](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.30/#envfromsource-v1-core)_ |  |
+| `imagePullPolicy` _[PullPolicy](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.30/#pullpolicy-v1-core)_ |  |
+| `resources` _[ResourceRequirements](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.30/#resourcerequirements-v1-core)_ |  |
+| `persistence` _[OfflineStorePersistence](#offlinestorepersistence)_ |  |
+| `tls` _[TlsConfigs](#tlsconfigs)_ |  |
+| `logLevel` _string_ | LogLevel sets the logging level for the offline store service
+Allowed values: "debug", "info", "warning", "error", "critical". |
+
+
+#### OfflineStoreDBStorePersistence
+
+
+
+OfflineStoreDBStorePersistence configures the DB store persistence for the offline store service
+
+_Appears in:_
+- [OfflineStorePersistence](#offlinestorepersistence)
+
+| Field | Description |
+| --- | --- |
+| `type` _string_ |  |
+| `secretRef` _[LocalObjectReference](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.30/#localobjectreference-v1-core)_ | Data store parameters should be placed as-is from the "feature_store.yaml" under the secret key. "registry_type" & "type" fields should be removed. |
+| `secretKeyName` _string_ | By default, the selected store "type" is used as the SecretKeyName |
+
+
+#### OfflineStoreFilePersistence
+
+
+
+OfflineStoreFilePersistence configures the file-based persistence for the offline store service
+
+_Appears in:_
+- [OfflineStorePersistence](#offlinestorepersistence)
+
+| Field | Description |
+| --- | --- |
+| `type` _string_ |  |
+| `pvc` _[PvcConfig](#pvcconfig)_ |  |
+
+
+#### OfflineStorePersistence
+
+
+
+OfflineStorePersistence configures the persistence settings for the offline store service
+
+_Appears in:_
+- [OfflineStore](#offlinestore)
+
+| Field | Description |
+| --- | --- |
+| `file` _[OfflineStoreFilePersistence](#offlinestorefilepersistence)_ |  |
+| `store` _[OfflineStoreDBStorePersistence](#offlinestoredbstorepersistence)_ |  |
+
+
+#### OidcAuthz
+
+
+
+OidcAuthz defines the authorization settings for deployments using an Open ID Connect identity provider.
+https://auth0.com/docs/authenticate/protocols/openid-connect-protocol
+
+_Appears in:_
+- [AuthzConfig](#authzconfig)
+
+| Field | Description |
+| --- | --- |
+| `secretRef` _[LocalObjectReference](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.30/#localobjectreference-v1-core)_ |  |
+
+
+#### OnlineStore
+
+
+
+OnlineStore configures the deployed online store service
+
+_Appears in:_
+- [FeatureStoreServices](#featurestoreservices)
+
+| Field | Description |
+| --- | --- |
+| `image` _string_ |  |
+| `env` _[EnvVar](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.30/#envvar-v1-core)_ |  |
+| `envFrom` _[EnvFromSource](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.30/#envfromsource-v1-core)_ |  |
+| `imagePullPolicy` _[PullPolicy](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.30/#pullpolicy-v1-core)_ |  |
+| `resources` _[ResourceRequirements](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.30/#resourcerequirements-v1-core)_ |  |
+| `persistence` _[OnlineStorePersistence](#onlinestorepersistence)_ |  |
+| `tls` _[TlsConfigs](#tlsconfigs)_ |  |
+| `logLevel` _string_ | LogLevel sets the logging level for the online store service
+Allowed values: "debug", "info", "warning", "error", "critical". |
+
+
+#### OnlineStoreDBStorePersistence
+
+
+
+OnlineStoreDBStorePersistence configures the DB store persistence for the offline store service
+
+_Appears in:_
+- [OnlineStorePersistence](#onlinestorepersistence)
+
+| Field | Description |
+| --- | --- |
+| `type` _string_ |  |
+| `secretRef` _[LocalObjectReference](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.30/#localobjectreference-v1-core)_ | Data store parameters should be placed as-is from the "feature_store.yaml" under the secret key. "registry_type" & "type" fields should be removed. |
+| `secretKeyName` _string_ | By default, the selected store "type" is used as the SecretKeyName |
+
+
+#### OnlineStoreFilePersistence
+
+
+
+OnlineStoreFilePersistence configures the file-based persistence for the offline store service
+
+_Appears in:_
+- [OnlineStorePersistence](#onlinestorepersistence)
+
+| Field | Description |
+| --- | --- |
+| `path` _string_ |  |
+| `pvc` _[PvcConfig](#pvcconfig)_ |  |
+
+
+#### OnlineStorePersistence
+
+
+
+OnlineStorePersistence configures the persistence settings for the online store service
+
+_Appears in:_
+- [OnlineStore](#onlinestore)
+
+| Field | Description |
+| --- | --- |
+| `file` _[OnlineStoreFilePersistence](#onlinestorefilepersistence)_ |  |
+| `store` _[OnlineStoreDBStorePersistence](#onlinestoredbstorepersistence)_ |  |
+
+
+#### OptionalConfigs
+
+
+
+OptionalConfigs k8s container settings that are optional
+
+_Appears in:_
+- [LocalRegistryConfig](#localregistryconfig)
+- [OfflineStore](#offlinestore)
+- [OnlineStore](#onlinestore)
+- [ServiceConfigs](#serviceconfigs)
+- [UIService](#uiservice)
+
+| Field | Description |
+| --- | --- |
+| `env` _[EnvVar](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.30/#envvar-v1-core)_ |  |
+| `envFrom` _[EnvFromSource](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.30/#envfromsource-v1-core)_ |  |
+| `imagePullPolicy` _[PullPolicy](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.30/#pullpolicy-v1-core)_ |  |
+| `resources` _[ResourceRequirements](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.30/#resourcerequirements-v1-core)_ |  |
+
+
+#### PvcConfig
+
+_Underlying type:_ `[struct{Ref *k8s.io/api/core/v1.LocalObjectReference "json:\"ref,omitempty\""; Create *PvcCreate "json:\"create,omitempty\""; MountPath string "json:\"mountPath\""}](#struct{ref-*k8sioapicorev1localobjectreference-"json:\"ref,omitempty\"";-create-*pvccreate-"json:\"create,omitempty\"";-mountpath-string-"json:\"mountpath\""})`
+
+PvcConfig defines the settings for a persistent file store based on PVCs.
+We can refer to an existing PVC using the `Ref` field, or create a new one using the `Create` field.
+
+_Appears in:_
+- [OfflineStoreFilePersistence](#offlinestorefilepersistence)
+- [OnlineStoreFilePersistence](#onlinestorefilepersistence)
+
+
+
+
+
+#### Registry
+
+
+
+Registry configures the registry service. One selection is required. Local is the default setting.
+
+_Appears in:_
+- [FeatureStoreServices](#featurestoreservices)
+
+| Field | Description |
+| --- | --- |
+| `local` _[LocalRegistryConfig](#localregistryconfig)_ |  |
+| `remote` _[RemoteRegistryConfig](#remoteregistryconfig)_ |  |
+
+
+#### RegistryDBStorePersistence
+
+_Underlying type:_ `[struct{Type string "json:\"type\""; SecretRef k8s.io/api/core/v1.LocalObjectReference "json:\"secretRef\""; SecretKeyName string "json:\"secretKeyName,omitempty\""}](#struct{type-string-"json:\"type\"";-secretref-k8sioapicorev1localobjectreference-"json:\"secretref\"";-secretkeyname-string-"json:\"secretkeyname,omitempty\""})`
+
+RegistryDBStorePersistence configures the DB store persistence for the registry service
+
+_Appears in:_
+- [RegistryPersistence](#registrypersistence)
+
+
+
+#### RegistryFilePersistence
+
+_Underlying type:_ `[struct{Path string "json:\"path,omitempty\""; PvcConfig *PvcConfig "json:\"pvc,omitempty\""; S3AdditionalKwargs *map[string]string "json:\"s3_additional_kwargs,omitempty\""}](#struct{path-string-"json:\"path,omitempty\"";-pvcconfig-*pvcconfig-"json:\"pvc,omitempty\"";-s3additionalkwargs-*map[string]string-"json:\"s3_additional_kwargs,omitempty\""})`
+
+RegistryFilePersistence configures the file-based persistence for the registry service
+
+_Appears in:_
+- [RegistryPersistence](#registrypersistence)
+
+
+
+#### RegistryPersistence
+
+
+
+RegistryPersistence configures the persistence settings for the registry service
+
+_Appears in:_
+- [LocalRegistryConfig](#localregistryconfig)
+
+| Field | Description |
+| --- | --- |
+| `file` _[RegistryFilePersistence](#registryfilepersistence)_ |  |
+| `store` _[RegistryDBStorePersistence](#registrydbstorepersistence)_ |  |
+
+
+#### RemoteRegistryConfig
+
+
+
+RemoteRegistryConfig points to a remote feast registry server. When set, the operator will not deploy a registry for this FeatureStore CR.
+Instead, this FeatureStore CR's online/offline services will use a remote registry. One selection is required.
+
+_Appears in:_
+- [Registry](#registry)
+
+| Field | Description |
+| --- | --- |
+| `hostname` _string_ | Host address of the remote registry service - <domain>:<port>, e.g. `registry.<namespace>.svc.cluster.local:80` |
+| `feastRef` _[FeatureStoreRef](#featurestoreref)_ | Reference to an existing `FeatureStore` CR in the same k8s cluster. |
+| `tls` _[TlsRemoteRegistryConfigs](#tlsremoteregistryconfigs)_ |  |
+
+
+#### SecretKeyNames
+
+
+
+SecretKeyNames defines the secret key names for the TLS key and cert.
+
+_Appears in:_
+- [TlsConfigs](#tlsconfigs)
+
+| Field | Description |
+| --- | --- |
+| `tlsCrt` _string_ | defaults to "tls.crt" |
+| `tlsKey` _string_ | defaults to "tls.key" |
+
+
+#### ServiceConfigs
+
+
+
+ServiceConfigs k8s container settings
+
+_Appears in:_
+- [LocalRegistryConfig](#localregistryconfig)
+- [OfflineStore](#offlinestore)
+- [OnlineStore](#onlinestore)
+- [UIService](#uiservice)
+
+| Field | Description |
+| --- | --- |
+| `image` _string_ |  |
+| `env` _[EnvVar](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.30/#envvar-v1-core)_ |  |
+| `envFrom` _[EnvFromSource](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.30/#envfromsource-v1-core)_ |  |
+| `imagePullPolicy` _[PullPolicy](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.30/#pullpolicy-v1-core)_ |  |
+| `resources` _[ResourceRequirements](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.30/#resourcerequirements-v1-core)_ |  |
+
+
+#### ServiceHostnames
+
+
+
+ServiceHostnames defines the service hostnames in the format of <domain>:<port>, e.g. example.svc.cluster.local:80
+
+_Appears in:_
+- [FeatureStoreStatus](#featurestorestatus)
+
+| Field | Description |
+| --- | --- |
+| `offlineStore` _string_ |  |
+| `onlineStore` _string_ |  |
+| `registry` _string_ |  |
+| `ui` _string_ |  |
+
+
+#### TlsConfigs
+
+
+
+TlsConfigs configures server TLS for a feast service. in an openshift cluster, this is configured by default using service serving certificates.
+
+_Appears in:_
+- [LocalRegistryConfig](#localregistryconfig)
+- [OfflineStore](#offlinestore)
+- [OnlineStore](#onlinestore)
+- [UIService](#uiservice)
+
+| Field | Description |
+| --- | --- |
+| `secretRef` _[LocalObjectReference](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.30/#localobjectreference-v1-core)_ | references the local k8s secret where the TLS key and cert reside |
+| `secretKeyNames` _[SecretKeyNames](#secretkeynames)_ |  |
+| `disable` _boolean_ | will disable TLS for the feast service. useful in an openshift cluster, for example, where TLS is configured by default |
+
+
+#### TlsRemoteRegistryConfigs
+
+
+
+TlsRemoteRegistryConfigs configures client TLS for a remote feast registry. in an openshift cluster, this is configured by default when the remote feast registry is using service serving certificates.
+
+_Appears in:_
+- [RemoteRegistryConfig](#remoteregistryconfig)
+
+| Field | Description |
+| --- | --- |
+| `configMapRef` _[LocalObjectReference](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.30/#localobjectreference-v1-core)_ | references the local k8s configmap where the TLS cert resides |
+| `certName` _string_ | defines the configmap key name for the client TLS cert. |
+
+
+#### UIService
+
+
+
+UIService configures the deployed Feast UI service
+
+_Appears in:_
+- [FeatureStoreServices](#featurestoreservices)
+
+| Field | Description |
+| --- | --- |
+| `image` _string_ |  |
+| `env` _[EnvVar](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.30/#envvar-v1-core)_ |  |
+| `envFrom` _[EnvFromSource](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.30/#envfromsource-v1-core)_ |  |
+| `imagePullPolicy` _[PullPolicy](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.30/#pullpolicy-v1-core)_ |  |
+| `resources` _[ResourceRequirements](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.30/#resourcerequirements-v1-core)_ |  |
+| `tls` _[TlsConfigs](#tlsconfigs)_ |  |
+| `logLevel` _string_ | LogLevel sets the logging level for the UI service
+Allowed values: "debug", "info", "warning", "error", "critical". |
+
+
diff --git a/infra/feast-operator/docs/crd-ref-templates/config.yaml b/infra/feast-operator/docs/crd-ref-templates/config.yaml
new file mode 100644
index 00000000000..42d10e08b03
--- /dev/null
+++ b/infra/feast-operator/docs/crd-ref-templates/config.yaml
@@ -0,0 +1,8 @@
+processor:
+  ignoreTypes:
+    - "(FeatureStore)List$"
+  ignoreFields:
+    - "TypeMeta$"
+
+render:
+  kubernetesVersion: "1.30"
\ No newline at end of file
diff --git a/infra/feast-operator/docs/crd-ref-templates/markdown/gv_details.tpl b/infra/feast-operator/docs/crd-ref-templates/markdown/gv_details.tpl
new file mode 100644
index 00000000000..30ad0d75184
--- /dev/null
+++ b/infra/feast-operator/docs/crd-ref-templates/markdown/gv_details.tpl
@@ -0,0 +1,19 @@
+{{- define "gvDetails" -}}
+{{- $gv := . -}}
+
+## {{ $gv.GroupVersionString }}
+
+{{ $gv.Doc }}
+
+{{- if $gv.Kinds  }}
+### Resource Types
+{{- range $gv.SortedKinds }}
+- {{ $gv.TypeForKind . | markdownRenderTypeLink }}
+{{- end }}
+{{ end }}
+
+{{ range $gv.SortedTypes }}
+{{ template "type" . }}
+{{ end }}
+
+{{- end -}}
diff --git a/infra/feast-operator/docs/crd-ref-templates/markdown/gv_list.tpl b/infra/feast-operator/docs/crd-ref-templates/markdown/gv_list.tpl
new file mode 100644
index 00000000000..a4d3dadf18c
--- /dev/null
+++ b/infra/feast-operator/docs/crd-ref-templates/markdown/gv_list.tpl
@@ -0,0 +1,15 @@
+{{- define "gvList" -}}
+{{- $groupVersions := . -}}
+
+# API Reference
+
+## Packages
+{{- range $groupVersions }}
+- {{ markdownRenderGVLink . }}
+{{- end }}
+
+{{ range $groupVersions }}
+{{ template "gvDetails" . }}
+{{ end }}
+
+{{- end -}}
diff --git a/infra/feast-operator/docs/crd-ref-templates/markdown/type.tpl b/infra/feast-operator/docs/crd-ref-templates/markdown/type.tpl
new file mode 100644
index 00000000000..c0ac2e03539
--- /dev/null
+++ b/infra/feast-operator/docs/crd-ref-templates/markdown/type.tpl
@@ -0,0 +1,33 @@
+{{- define "type" -}}
+{{- $type := . -}}
+{{- if markdownShouldRenderType $type -}}
+
+#### {{ $type.Name }}
+
+{{ if $type.IsAlias }}_Underlying type:_ `{{ markdownRenderTypeLink $type.UnderlyingType  }}`{{ end }}
+
+{{ $type.Doc }}
+
+{{ if $type.References -}}
+_Appears in:_
+{{- range $type.SortedReferences }}
+- {{ markdownRenderTypeLink . }}
+{{- end }}
+{{- end }}
+
+{{ if $type.Members -}}
+| Field | Description |
+| --- | --- |
+{{ if $type.GVK -}}
+| `apiVersion` _string_ | `{{ $type.GVK.Group }}/{{ $type.GVK.Version }}`
+| `kind` _string_ | `{{ $type.GVK.Kind }}`
+{{ end -}}
+
+{{ range $type.Members -}}
+| `{{ .Name  }}` _{{ markdownRenderType .Type }}_ | {{ template "type_members" . }} |
+{{ end -}}
+
+{{ end -}}
+
+{{- end -}}
+{{- end -}}
diff --git a/infra/feast-operator/docs/crd-ref-templates/markdown/type_members.tpl b/infra/feast-operator/docs/crd-ref-templates/markdown/type_members.tpl
new file mode 100644
index 00000000000..182fa182166
--- /dev/null
+++ b/infra/feast-operator/docs/crd-ref-templates/markdown/type_members.tpl
@@ -0,0 +1,8 @@
+{{- define "type_members" -}}
+{{- $field := . -}}
+{{- if eq $field.Name "metadata" -}}
+Refer to Kubernetes API documentation for fields of `metadata`.
+{{- else -}}
+{{ $field.Doc }}
+{{- end -}}
+{{- end -}}

From c81448c887b2e6b48d01efa2ebc0b42f50c1c81d Mon Sep 17 00:00:00 2001
From: Tommy Hughes <tohughes@redhat.com>
Date: Fri, 24 Jan 2025 12:09:26 -0600
Subject: [PATCH 2/2] add namespace to operator example objects

Signed-off-by: Tommy Hughes <tohughes@redhat.com>
---
 examples/operator-quickstart/feast.yaml    | 2 ++
 examples/operator-quickstart/postgres.yaml | 3 +++
 examples/operator-quickstart/redis.yaml    | 2 ++
 3 files changed, 7 insertions(+)

diff --git a/examples/operator-quickstart/feast.yaml b/examples/operator-quickstart/feast.yaml
index e4eb20b4c0c..def24bd9a4c 100644
--- a/examples/operator-quickstart/feast.yaml
+++ b/examples/operator-quickstart/feast.yaml
@@ -2,6 +2,7 @@ apiVersion: v1
 kind: Secret
 metadata:
   name: feast-data-stores
+  namespace: feast
 stringData:
   redis: |
     connection_string: redis.feast.svc.cluster.local:6379
@@ -16,6 +17,7 @@ apiVersion: feast.dev/v1alpha1
 kind: FeatureStore
 metadata:
   name: example
+  namespace: feast
 spec:
   feastProject: credit_scoring_local
   services:
diff --git a/examples/operator-quickstart/postgres.yaml b/examples/operator-quickstart/postgres.yaml
index 4baa0092575..e37caa16da4 100644
--- a/examples/operator-quickstart/postgres.yaml
+++ b/examples/operator-quickstart/postgres.yaml
@@ -2,6 +2,7 @@ apiVersion: v1
 kind: Secret
 metadata:
   name: postgres-secret
+  namespace: feast
 stringData:
   POSTGRES_DB: feast
   POSTGRES_USER: feast
@@ -11,6 +12,7 @@ apiVersion: apps/v1
 kind: Deployment
 metadata:
   name: postgres
+  namespace: feast
 spec:
   replicas: 1
   selector:
@@ -40,6 +42,7 @@ apiVersion: v1
 kind: Service
 metadata:
   name: postgres
+  namespace: feast
   labels:
     app: postgres
 spec:
diff --git a/examples/operator-quickstart/redis.yaml b/examples/operator-quickstart/redis.yaml
index f39dfc9768d..5d70b6bd5d6 100644
--- a/examples/operator-quickstart/redis.yaml
+++ b/examples/operator-quickstart/redis.yaml
@@ -2,6 +2,7 @@ apiVersion: apps/v1
 kind: Deployment
 metadata:
   name: redis
+  namespace: feast
 spec:
   replicas: 1
   selector:
@@ -25,6 +26,7 @@ apiVersion: v1
 kind: Service
 metadata:
   name: redis
+  namespace: feast
   labels:
     app: redis
 spec: