From eb523f3f915ba70558dccbdf9f366253c6b6d537 Mon Sep 17 00:00:00 2001
From: AnchorArray <aberg.dev@gmail.com>
Date: Tue, 18 Jun 2024 15:10:19 -0700
Subject: [PATCH] update documentation

---
 README.md                                     |  52 +++----
 charts/guardrails/README.md                   |  66 +++++++--
 charts/guardrails/README.md.gotmpl            |  66 +++++++--
 charts/scaffold/.helmignore                   |  23 ---
 charts/scaffold/CHANGELOG.md                  |  19 ---
 charts/scaffold/Chart.yaml                    |   6 -
 charts/scaffold/README.md                     | 102 -------------
 charts/scaffold/README.md.gotmpl              |  76 ----------
 charts/scaffold/templates/NOTES.txt           |  55 -------
 charts/scaffold/templates/_helpers.tpl        |  65 ---------
 charts/scaffold/templates/deployment.yaml     |  97 ------------
 charts/scaffold/templates/hpa.yaml            |  32 ----
 charts/scaffold/templates/ingress.yaml        |  61 --------
 charts/scaffold/templates/service.yaml        |  19 ---
 charts/scaffold/templates/serviceaccount.yaml |  13 --
 charts/scaffold/values.yaml                   | 138 ------------------
 charts/whylogs/README.md                      |  65 +++++----
 charts/whylogs/README.md.gotmpl               |  65 +++++----
 18 files changed, 215 insertions(+), 805 deletions(-)
 delete mode 100644 charts/scaffold/.helmignore
 delete mode 100644 charts/scaffold/CHANGELOG.md
 delete mode 100644 charts/scaffold/Chart.yaml
 delete mode 100644 charts/scaffold/README.md
 delete mode 100644 charts/scaffold/README.md.gotmpl
 delete mode 100644 charts/scaffold/templates/NOTES.txt
 delete mode 100644 charts/scaffold/templates/_helpers.tpl
 delete mode 100644 charts/scaffold/templates/deployment.yaml
 delete mode 100644 charts/scaffold/templates/hpa.yaml
 delete mode 100644 charts/scaffold/templates/ingress.yaml
 delete mode 100644 charts/scaffold/templates/service.yaml
 delete mode 100644 charts/scaffold/templates/serviceaccount.yaml
 delete mode 100644 charts/scaffold/values.yaml

diff --git a/README.md b/README.md
index 6a88a59..d4db411 100644
--- a/README.md
+++ b/README.md
@@ -10,71 +10,67 @@
 > command, followed by specifying the chart's `.tgz` file, to access and utilize
 > our Helm charts.
 
-### Example Using the [LangKit Helm Chart](./charts/langkit/)
+### Example Using the [Guardrails Helm Chart](./charts/guardrails/)
 
 #### Quick Start
 
 ```shell
-# Downloads a .tgz file to the working directory or --destination path
+chart_version=""
+
+# The following command will download a guardrails-${chart_version}.tgz file to
+# the working directory or --destination path
 helm pull \
-  oci://ghcr.io/whylabs/langkit \
-  --version "0.10.0"
+  oci://ghcr.io/whylabs/guardrails \
+  --version "${chart_version}"
 
+# Requires the helm-diff plugin to be installed:
+# helm plugin install https://github.com/databus23/helm-diff
 helm diff upgrade \
   --allow-unreleased \
-  --namespace langkit \
-  `# Specify the .tgz file as the chart` \
-  langkit langkit-0.10.0.tgz
+  --namespace guardrails \
+  guardrails "guardrails-${chart_version}.tgz"
 
 helm upgrade --install \
   --create-namespace \
-  --namespace langkit \
-  langkit langkit-0.10.0.tgz
+  --namespace guardrails \
+  guardrails "guardrails-${chart_version}.tgz"
 ```
 
 #### Extended Example
 ```shell
 # Configure local variables for clarity and simplicity
 helm_repo="ghcr.io/whylabs"
-chart_name="langkit"
-chart_version="0.10.0"
-chart="${chart_name}-${chart_version}.tgz"
-
-# Release and namespace values mirror other variables for simplicity.
-# Set these to as desired
-release="${chart_name}"
-namespace="${release}"
+chart_name="guardrails"
+chart_version="1.0.0"
+chart_file="${chart_name}-${chart_version}.tgz"
+namespace="default"
 
-# Downloads <chart_name>-<chart_version>.tgz to your current directory
+# Downloads ${chart_name}-${chart_version}.tgz to your current directory
 helm pull \
   "oci://${helm_repo}/${chart_name}" \
   --version "${chart_version}"
 
-# Performs a diff between current and proposed state
-# --allow-unreleased flag will perform a diff even if there is no current state,
-# i.e. a fresh installation will display all net new resource creation in the
-# diff. --set namespace.create=false must be set if target namespace already
-# exists; omit this line or set it to "true" if the target namespace should be
-# created. Requires the helm-diff plugin to be installed:
+# Perform a diff between current and proposed state
+# Requires the helm-diff plugin to be installed:
 # `helm plugin install https://github.com/databus23/helm-diff`
 helm diff upgrade \
   --allow-unreleased \
   --namespace "${namespace}" \
-  "${release}" "${chart}"
+  "${chart_name}" "${chart_file}"
 
-# helm upgrade --install supports installation and upgrades.
+# helm upgrade --install supports initial installation and upgrades.
 # In the `helm upgrade --install <release-name> <chart>` command, the chart may
 # be a chart reference('example/postgres'), a path to a chart directory, a fully
 # qualified URL, or a packaged chart (.tgz), which is what this example uses.
 helm upgrade --install \
   --create-namespace \
   --namespace "${namespace}" \
-  "${release}" "${chart}"
+  "${chart_name}" "${chart_file}"
 
 # Uninstall
 helm uninstall \
   --namespace "${namespace}" \
-  "${release}"
+  "${chart_name}"
 ```
 
 ## Development
diff --git a/charts/guardrails/README.md b/charts/guardrails/README.md
index 1a7a14c..62fa9d4 100644
--- a/charts/guardrails/README.md
+++ b/charts/guardrails/README.md
@@ -4,20 +4,69 @@
 
 A Helm chart for WhyLabs Guardrails
 
-## Installing the Chart
+## Prerequisites
+
+### API Key
+
+Create a [WhyLabs API Key](https://docs.whylabs.ai/docs/whylabs-api/#creating-an-api-token)
+that will be used when creating the required Kubernetes secrets to authenticate
+with the WhyLabs API.
+
+### Secrets
+
+Use the following `kubectl` commands to create the required Kubernetes
+`Secrets`. These secrets must exist prior to installing the Helm chart.
 
 ```shell
-# Downloads a .tgz file to the working directory or --destination path
+# API that was created above
+whylabs_api_key=""
+# Arbitrary value that will be required to make requests to the containers
+container_password=""
+# Change this to the desired namespace
+target_namespace="default"
+
+kubectl create secret generic whylabs-<helm-release-name>-api-key \
+  --namespace "${target_namespace}" \
+  --from-literal=WHYLABS_API_KEY="${whylabs_api_key}"
+
+kubectl create secret generic whylabs-<helm-release-name>-api-secret \
+  --namespace "${target_namespace}" \
+  --from-literal=CONTAINER_PASSWORD="${container_password}"
+
+kubectl create secret docker-registry whylabs-<helm-release-name>-registry-credentials \
+  --namespace "${target_namespace}" \
+  --docker-server="registry.gitlab.com" \
+  --docker-username="<whylabs-provided-username>" \
+  --docker-password="<whylabs-provided-token>" \
+  --docker-email="<whylabs-provided-email>"
+```
+
+## Installation & Upgrades
+
+### How to Use WhyLabs Helm Repository
+
+> :warning: WhyLab's Helm charts are hosted on GitHub Container Registry (GHCR),
+> an OCI-compliant storage solution. GHCR aligns with industry standards for
+> container artifact storage and has a slightly different API to be aware of.
+> Use the `helm pull` command to download the a `.tgz` archive of the chart.
+> Reference the `.tgz` archive as the chart identifier when installing.
+
+```shell
+# Specify the namespace to install the chart into
+target_namespace=""
+
+# The following command will download a guardrails-${chart_version}.tgz file to
+# the working directory or --destination path
 helm pull \
   oci://ghcr.io/whylabs/guardrails \
   --version 0.2.0
 
+# Requires the helm-diff plugin to be installed:
+# helm plugin install https://github.com/databus23/helm-diff
 helm diff upgrade \
   --allow-unreleased \
-  --namespace <target-namespace> \
-  `# Specify the .tgz file as the chart` \
-  guardrails
-  guardrails-0.2.0.tgz
+  --namespace "${target_namespace}" \
+  guardrails guardrails-0.2.0.tgz
 ```
 
 After you've installed the repo you can install the chart.
@@ -25,9 +74,8 @@ After you've installed the repo you can install the chart.
 ```shell
 helm upgrade --install \
   --create-namespace \
-  --namespace <target-namespace> \
-  guardrails
-  guardrails-0.2.0.tgz
+  --namespace "${target_namespace}" \
+  guardrails guardrails-0.2.0.tgz
 ```
 
 ## Horizontal Pod Autoscaling (HPA)
diff --git a/charts/guardrails/README.md.gotmpl b/charts/guardrails/README.md.gotmpl
index 64cf9d8..0b8ff6d 100644
--- a/charts/guardrails/README.md.gotmpl
+++ b/charts/guardrails/README.md.gotmpl
@@ -11,20 +11,69 @@
 
 {{ template "chart.sourcesSection" . }}
 
-## Installing the Chart
+## Prerequisites
+
+### API Key
+
+Create a [WhyLabs API Key](https://docs.whylabs.ai/docs/whylabs-api/#creating-an-api-token)
+that will be used when creating the required Kubernetes secrets to authenticate
+with the WhyLabs API.
+
+### Secrets
+
+Use the following `kubectl` commands to create the required Kubernetes
+`Secrets`. These secrets must exist prior to installing the Helm chart.
 
 ```shell
-# Downloads a .tgz file to the working directory or --destination path
+# API that was created above
+whylabs_api_key=""
+# Arbitrary value that will be required to make requests to the containers
+container_password=""
+# Change this to the desired namespace
+target_namespace="default"
+
+kubectl create secret generic whylabs-<helm-release-name>-api-key \
+  --namespace "${target_namespace}" \
+  --from-literal=WHYLABS_API_KEY="${whylabs_api_key}"
+
+kubectl create secret generic whylabs-<helm-release-name>-api-secret \
+  --namespace "${target_namespace}" \
+  --from-literal=CONTAINER_PASSWORD="${container_password}"
+
+kubectl create secret docker-registry whylabs-<helm-release-name>-registry-credentials \
+  --namespace "${target_namespace}" \
+  --docker-server="registry.gitlab.com" \
+  --docker-username="<whylabs-provided-username>" \
+  --docker-password="<whylabs-provided-token>" \
+  --docker-email="<whylabs-provided-email>"
+```
+
+## Installation & Upgrades
+
+### How to Use WhyLabs Helm Repository
+
+> :warning: WhyLab's Helm charts are hosted on GitHub Container Registry (GHCR),
+> an OCI-compliant storage solution. GHCR aligns with industry standards for
+> container artifact storage and has a slightly different API to be aware of.
+> Use the `helm pull` command to download the a `.tgz` archive of the chart.
+> Reference the `.tgz` archive as the chart identifier when installing.
+
+```shell
+# Specify the namespace to install the chart into
+target_namespace=""
+
+# The following command will download a guardrails-${chart_version}.tgz file to
+# the working directory or --destination path
 helm pull \
   oci://ghcr.io/whylabs/{{ template "chart.name" . }} \
   --version {{ template "chart.version" . }}
 
+# Requires the helm-diff plugin to be installed:
+# helm plugin install https://github.com/databus23/helm-diff
 helm diff upgrade \
   --allow-unreleased \
-  --namespace <target-namespace> \
-  `# Specify the .tgz file as the chart` \
-  {{ template "chart.name" . }}
-  {{ template "chart.name" . }}-{{ template "chart.version" . }}.tgz
+  --namespace "${target_namespace}" \
+  {{ template "chart.name" . }} {{ template "chart.name" . }}-{{ template "chart.version" . }}.tgz
 ```
 
 After you've installed the repo you can install the chart.
@@ -32,9 +81,8 @@ After you've installed the repo you can install the chart.
 ```shell
 helm upgrade --install \
   --create-namespace \
-  --namespace <target-namespace> \
-  {{ template "chart.name" . }}
-  {{ template "chart.name" . }}-{{ template "chart.version" . }}.tgz
+  --namespace "${target_namespace}" \
+  {{ template "chart.name" . }} {{ template "chart.name" . }}-{{ template "chart.version" . }}.tgz
 ```
 
 ## Horizontal Pod Autoscaling (HPA)
diff --git a/charts/scaffold/.helmignore b/charts/scaffold/.helmignore
deleted file mode 100644
index 0e8a0eb..0000000
--- a/charts/scaffold/.helmignore
+++ /dev/null
@@ -1,23 +0,0 @@
-# Patterns to ignore when building packages.
-# This supports shell glob matching, relative path matching, and
-# negation (prefixed with !). Only one pattern per line.
-.DS_Store
-# Common VCS dirs
-.git/
-.gitignore
-.bzr/
-.bzrignore
-.hg/
-.hgignore
-.svn/
-# Common backup files
-*.swp
-*.bak
-*.tmp
-*.orig
-*~
-# Various IDEs
-.project
-.idea/
-*.tmproj
-.vscode/
diff --git a/charts/scaffold/CHANGELOG.md b/charts/scaffold/CHANGELOG.md
deleted file mode 100644
index 2baa79f..0000000
--- a/charts/scaffold/CHANGELOG.md
+++ /dev/null
@@ -1,19 +0,0 @@
-# Changelog
-
-All notable changes to this project will be documented in this file.
-
-The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/),
-and this project adheres to [Semantic Versioning]
-(https://semver.org/spec/v2.0.0.html).
-
-## [0.2.0] - 2024-05-14
-
-### Updated
-
-- Default image tag from `1.0.19` to `1.0.20-dev2`
-
-## [0.1.0] - 2024-05-08
-
-### Added
-
-- Initial release of `<CHARTNAME>` Helm chart
diff --git a/charts/scaffold/Chart.yaml b/charts/scaffold/Chart.yaml
deleted file mode 100644
index 1a8cb67..0000000
--- a/charts/scaffold/Chart.yaml
+++ /dev/null
@@ -1,6 +0,0 @@
-apiVersion: v2
-name: <CHARTNAME>
-description: A Helm chart for WhyLabs <CHARTNAME>
-type: application
-version: 0.2.0
-appVersion: "1.0.20-dev2"
diff --git a/charts/scaffold/README.md b/charts/scaffold/README.md
deleted file mode 100644
index b3d6c9d..0000000
--- a/charts/scaffold/README.md
+++ /dev/null
@@ -1,102 +0,0 @@
-# <CHARTNAME>
-
-![Version: 0.2.0](https://img.shields.io/badge/Version-0.2.0-informational?style=flat-square) ![Type: application](https://img.shields.io/badge/Type-application-informational?style=flat-square) ![AppVersion: 1.0.20-dev2](https://img.shields.io/badge/AppVersion-1.0.20--dev2-informational?style=flat-square)
-
-A Helm chart for WhyLabs <CHARTNAME>
-
-## Installing the Chart
-
-```shell
-# Downloads a .tgz file to the working directory or --destination path
-helm pull \
-  oci://ghcr.io/whylabs/<CHARTNAME> \
-  --version 0.2.0
-
-helm diff upgrade \
-  --allow-unreleased \
-  --namespace <target-namespace> \
-  `# Specify the .tgz file as the chart` \
-  <CHARTNAME>
-  <CHARTNAME>-0.2.0.tgz
-```
-
-After you've installed the repo you can install the chart.
-
-```shell
-helm upgrade --install \
-  --create-namespace \
-  --namespace <target-namespace> \
-  <CHARTNAME>
-  <CHARTNAME>-0.2.0.tgz
-```
-
-## Horizontal Pod Autoscaling (HPA)
-
-The Horizontal Pod Autoscaler automatically scales the number of pods in a
-replication controller, deployment, replica set or stateful set based on
-observed CPU utilization (or, with custom metrics support, on some other
-application-provided metrics). The Horizontal Pod Autoscaler uses the following
-formula to calculate the desired number of pods:
-
-```text
-Desired Replicas = [ (Current Utilization / Target Utilization) * Current Replicas ]
-```
-
-For example, if an HPA is configured with a target CPU utilization of 50%, there
-are currently 3 pods, and the current average CPU utilization is 90%, the number
-of replicas will be scaled to 6:
-
-```text
-Desired Replicas = ⌈ (90% / 50%) * 3 ⌉
-                 = ⌈ 1.8 * 3 ⌉
-                 = ⌈ 5.4 ⌉
-                 = 6
-```
-
-HPA uses the same formula for both increasing and decreasing the number of pods.
-Horizontal pod scaling is disabled by default. To enable it, set the
-`hpa.enabled` key to `true`. The pods QoS class will impact HPA behavior as a
-deployment that is allowed to burst CPU usage will cause more aggressive HPA
-scaling than a deployment with a `Guaranteed` QoS that does not go above 100%
-utilization.
-
-## Values
-
-| Key | Type | Default | Description |
-|-----|------|---------|-------------|
-| affinity | object | `{}` | Affinity settings for `Pod` [scheduling](https://kubernetes.io/docs/concepts/scheduling-eviction/assign-pod-node/). If an explicit label selector is not provided for pod affinity or pod anti-affinity one will be created from the pod selector labels. |
-| autoscaling | object | `{"enabled":false,"maxReplicas":100,"minReplicas":1,"targetCPUUtilizationPercentage":70}` | [Horizontal Pod Autoscaler](https://kubernetes.io/docs/tasks/run-application/horizontal-pod-autoscale/) configuration for the `<CHARTNAME>` container. |
-| commonLabels | object | `{}` | Labels to add to all chart resources. |
-| env | object | `{}` | [Environment variables](https://kubernetes.io/docs/tasks/inject-data-application/define-environment-variable-container/) for the `<CHARTNAME>` container. |
-| extraVolumeMounts | list | `[]` | Extra [volume mounts](https://kubernetes.io/docs/concepts/storage/volumes/) for the `<CHARTNAME>` container. |
-| extraVolumes | list | `[]` | Extra [volumes](https://kubernetes.io/docs/concepts/storage/volumes/) for the `Pod`. |
-| fullnameOverride | string | `""` | Override the full name of the chart. |
-| image.pullPolicy | string | `"IfNotPresent"` | Image pull policy for the `<CHARTNAME>` container. |
-| image.repository | string | `"registry.gitlab.com/whylabs/langkit-container"` | Image repository for the `<CHARTNAME>` container. |
-| image.tag | string | `""` | Image tag for the `<CHARTNAME>` container, this will default to `.Chart.AppVersion` if not set. |
-| imagePullSecrets[0] | list | `{"name":""}` | Image pull secrets for the `<CHARTNAME>` container. Defaults to `whylabs-{{ .Release.Name }}-registry-credentials`. |
-| ingress | object | `{"annotations":{},"className":"","enabled":false,"hosts":[{"host":"chart-example.local","paths":[{"path":"/","pathType":"ImplementationSpecific"}]}],"tls":[]}` | [Ingress](https://kubernetes.io/docs/concepts/services-networking/ingress/) configuration for the `<CHARTNAME>` container. |
-| livenessProbe | object | `{"failureThreshold":3,"httpGet":{"path":"/health","port":8000},"initialDelaySeconds":30,"periodSeconds":30}` | [Liveness probe](https://kubernetes.io/docs/tasks/configure-pod-container/configure-liveness-readiness-startup-probes/) configuration for the `<CHARTNAME>` container. |
-| nameOverride | string | `""` | Override the name of the chart. |
-| nodeSelector | object | `{}` | Node labels to match for `Pod` [scheduling](https://kubernetes.io/docs/concepts/scheduling-eviction/assign-pod-node/). |
-| podAnnotations | object | `{}` | Annotations to add to the `Pod`. |
-| podLabels | object | `{}` | Labels to add to the `Pod`. |
-| podSecurityContext | object | `{"runAsNonRoot":true}` | [Pod security context](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.22/#podsecuritycontext-v1-core), this supports full customisation. |
-| readinessProbe | object | `{"failureThreshold":10,"httpGet":{"path":"/health","port":8000},"initialDelaySeconds":30,"periodSeconds":30}` | [Readiness probe](https://kubernetes.io/docs/tasks/configure-pod-container/configure-liveness-readiness-startup-probes/) configuration for the `<CHARTNAME>` container. |
-| replicaCount | int | `4` | Number of replicas for the service. |
-| resources | object | `{"limits":{"cpu":"4","ephemeral-storage":"250Mi","memory":"4Gi"},"requests":{"cpu":"4","ephemeral-storage":"250Mi","memory":"4Gi"}}` | [Resources](https://kubernetes.io/docs/concepts/configuration/manage-resources-containers/) for the `<CHARTNAME>` container. |
-| securityContext | object | `{"allowPrivilegeEscalation":false,"capabilities":{"drop":["ALL"]},"privileged":false,"readOnlyRootFilesystem":true,"runAsNonRoot":true,"runAsUser":1000}` | [Security context](https://kubernetes.io/docs/tasks/configure-pod-container/security-context/#set-the-security-context-for-a-container) for the `<CHARTNAME>` container. |
-| service.annotations | object | `{}` | Service annotations. |
-| service.port | int | `80` | Service HTTP port. |
-| service.targetPort | int | `8000` | The port on which the application container is listening. |
-| service.type | string | `"ClusterIP"` | Service Type, i.e. ClusterIp, LoadBalancer, etc. |
-| serviceAccount.annotations | object | `{}` | Annotations to add to the service account. |
-| serviceAccount.automount | bool | `true` | Set this to `false` to [opt out of API credential automounting](https://kubernetes.io/docs/tasks/configure-pod-container/configure-service-account/#opt-out-of-api-credential-automounting) for the `ServiceAccount`. |
-| serviceAccount.create | bool | `true` | If `true`, create a new `ServiceAccount`. |
-| serviceAccount.labels | object | `{}` | Labels to add to the service account. |
-| serviceAccount.name | string | `""` | If this is set and `serviceAccount.create` is `true` this will be used for the created `ServiceAccount` name, if set and `serviceAccount.create` is `false` then this will define an existing `ServiceAccount` to use. |
-| tolerations | list | `[]` | Node taints which will be tolerated for `Pod` [scheduling](https://kubernetes.io/docs/concepts/scheduling-eviction/assign-pod-node/). |
-
-----------------------------------------------
-
-Autogenerated from chart metadata using [helm-docs](https://github.com/norwoodj/helm-docs/).
\ No newline at end of file
diff --git a/charts/scaffold/README.md.gotmpl b/charts/scaffold/README.md.gotmpl
deleted file mode 100644
index 64cf9d8..0000000
--- a/charts/scaffold/README.md.gotmpl
+++ /dev/null
@@ -1,76 +0,0 @@
-{{ template "chart.header" . }}
-{{ template "chart.deprecationWarning" . }}
-
-{{ template "chart.badgesSection" . }}
-
-{{ template "chart.description" . }}
-
-{{ template "chart.homepageLine" . }}
-
-{{ template "chart.maintainersSection" . }}
-
-{{ template "chart.sourcesSection" . }}
-
-## Installing the Chart
-
-```shell
-# Downloads a .tgz file to the working directory or --destination path
-helm pull \
-  oci://ghcr.io/whylabs/{{ template "chart.name" . }} \
-  --version {{ template "chart.version" . }}
-
-helm diff upgrade \
-  --allow-unreleased \
-  --namespace <target-namespace> \
-  `# Specify the .tgz file as the chart` \
-  {{ template "chart.name" . }}
-  {{ template "chart.name" . }}-{{ template "chart.version" . }}.tgz
-```
-
-After you've installed the repo you can install the chart.
-
-```shell
-helm upgrade --install \
-  --create-namespace \
-  --namespace <target-namespace> \
-  {{ template "chart.name" . }}
-  {{ template "chart.name" . }}-{{ template "chart.version" . }}.tgz
-```
-
-## Horizontal Pod Autoscaling (HPA)
-
-The Horizontal Pod Autoscaler automatically scales the number of pods in a
-replication controller, deployment, replica set or stateful set based on
-observed CPU utilization (or, with custom metrics support, on some other
-application-provided metrics). The Horizontal Pod Autoscaler uses the following
-formula to calculate the desired number of pods:
-
-```text
-Desired Replicas = [ (Current Utilization / Target Utilization) * Current Replicas ]
-```
-
-For example, if an HPA is configured with a target CPU utilization of 50%, there
-are currently 3 pods, and the current average CPU utilization is 90%, the number
-of replicas will be scaled to 6:
-
-```text
-Desired Replicas = ⌈ (90% / 50%) * 3 ⌉
-                 = ⌈ 1.8 * 3 ⌉
-                 = ⌈ 5.4 ⌉
-                 = 6
-```
-
-HPA uses the same formula for both increasing and decreasing the number of pods.
-Horizontal pod scaling is disabled by default. To enable it, set the
-`hpa.enabled` key to `true`. The pods QoS class will impact HPA behavior as a
-deployment that is allowed to burst CPU usage will cause more aggressive HPA
-scaling than a deployment with a `Guaranteed` QoS that does not go above 100%
-utilization.
-
-{{ template "chart.requirementsSection" . }}
-
-{{ template "chart.valuesSection" . }}
-
-----------------------------------------------
-
-Autogenerated from chart metadata using [helm-docs](https://github.com/norwoodj/helm-docs/).
\ No newline at end of file
diff --git a/charts/scaffold/templates/NOTES.txt b/charts/scaffold/templates/NOTES.txt
deleted file mode 100644
index 555f371..0000000
--- a/charts/scaffold/templates/NOTES.txt
+++ /dev/null
@@ -1,55 +0,0 @@
-1. Get the application URL by running these commands:
-{{- if .Values.ingress.enabled }}
-{{- range $host := .Values.ingress.hosts }}
-  {{- range .paths }}
-  http{{ if $.Values.ingress.tls }}s{{ end }}://{{ $host.host }}{{ .path }}
-  {{- end }}
-{{- end }}
-{{- else if contains "NodePort" .Values.service.type }}
-  export NODE_PORT=$(kubectl get --namespace {{ .Release.Namespace }} -o jsonpath="{.spec.ports[0].nodePort}" services {{ include "<CHARTNAME>.fullname" . }})
-  export NODE_IP=$(kubectl get nodes --namespace {{ .Release.Namespace }} -o jsonpath="{.items[0].status.addresses[0].address}")
-  echo http://$NODE_IP:$NODE_PORT
-{{- else if contains "LoadBalancer" .Values.service.type }}
-     NOTE: It may take a few minutes for the LoadBalancer IP to be available.
-           You can watch the status by running 'kubectl get --namespace {{ .Release.Namespace }} svc -w {{ include "<CHARTNAME>.fullname" . }}'
-  export SERVICE_IP=$(kubectl get svc --namespace {{ .Release.Namespace }} {{ include "<CHARTNAME>.fullname" . }} --template "{{"{{ range (index .status.loadBalancer.ingress 0) }}{{.}}{{ end }}"}}")
-  echo http://$SERVICE_IP:{{ .Values.service.port }}
-{{- else if contains "ClusterIP" .Values.service.type }}
-  export POD_NAME=$(kubectl get pods --namespace {{ .Release.Namespace }} -l "app.kubernetes.io/name={{ include "<CHARTNAME>.name" . }},app.kubernetes.io/instance={{ .Release.Name }}" -o jsonpath="{.items[0].metadata.name}")
-  export CONTAINER_PORT=$(kubectl get pod --namespace {{ .Release.Namespace }} $POD_NAME -o jsonpath="{.spec.containers[0].ports[0].containerPort}")
-  echo "Visit http://127.0.0.1:8080 to use your application"
-  kubectl --namespace {{ .Release.Namespace }} port-forward $POD_NAME 8080:$CONTAINER_PORT
-{{- end }}
-
-2. Ensure the necessary secrets are created. Your application requires specific secrets to function properly:
-
-   - Secret for API Key: `whylabs-{{ .Release.Name }}-api-key`
-   - Secret for API Secret: `whylabs-{{ .Release.Name }}-api-secret`
-   - Secret for pulling private image: `whylabs-{{ .Release.Name }}-registry-credentials`
-
-   You can create these secrets with the following commands:
-   ```
-   kubectl create secret generic whylabs-{{ .Release.Name }}-api-key \
-    --namespace {{ .Release.Namespace }} \
-    --from-literal=WHYLABS_API_KEY='<your-api-key>' 
-   
-   kubectl create secret generic whylabs-{{ .Release.Name }}-api-secret \
-    --namespace {{ .Release.Namespace }} \
-    --from-literal=CONTAINER_PASSWORD='<your-api-secret>'
-   
-   kubectl create secret docker-registry whylabs-{{ .Release.Name }}-registry-credentials \
-    --namespace {{ .Release.Namespace }} \
-    --docker-server="registry.gitlab.com" \
-    --docker-username="<whylabs-provided-username>" \
-    --docker-password="<whylabs-provided-token>" \
-    --docker-email="<whylabs-provided-email>"
-   ```
-
-   Replace `<your-api-key>` and other values with the actual values you need to use.
-
-3. After creating the secrets, verify that they are correctly set up by running:
-
-  ```
-  kubectl get secrets --namespace {{ .Release.Namespace }}
-  ```
-
diff --git a/charts/scaffold/templates/_helpers.tpl b/charts/scaffold/templates/_helpers.tpl
deleted file mode 100644
index e9e9a22..0000000
--- a/charts/scaffold/templates/_helpers.tpl
+++ /dev/null
@@ -1,65 +0,0 @@
-{{/*
-Expand the name of the chart.
-*/}}
-{{- define "<CHARTNAME>.name" -}}
-{{- default .Chart.Name .Values.nameOverride | trunc 63 | trimSuffix "-" }}
-{{- end }}
-
-{{/*
-Create a default fully qualified app name.
-We truncate at 63 chars because some Kubernetes name fields are limited to this (by the DNS naming spec).
-If release name contains chart name it will be used as a full name.
-*/}}
-{{- define "<CHARTNAME>.fullname" -}}
-{{- if .Values.fullnameOverride }}
-{{- .Values.fullnameOverride | trunc 63 | trimSuffix "-" }}
-{{- else }}
-{{- $name := default .Chart.Name .Values.nameOverride }}
-{{- if contains $name .Release.Name }}
-{{- .Release.Name | trunc 63 | trimSuffix "-" }}
-{{- else }}
-{{- printf "%s-%s" .Release.Name $name | trunc 63 | trimSuffix "-" }}
-{{- end }}
-{{- end }}
-{{- end }}
-
-{{/*
-Create chart name and version as used by the chart label.
-*/}}
-{{- define "<CHARTNAME>.chart" -}}
-{{- printf "%s-%s" .Chart.Name .Chart.Version | replace "+" "_" | trunc 63 | trimSuffix "-" }}
-{{- end }}
-
-{{/*
-Common labels
-*/}}
-{{- define "<CHARTNAME>.labels" -}}
-helm.sh/chart: {{ include "<CHARTNAME>.chart" . }}
-{{ include "<CHARTNAME>.selectorLabels" . }}
-{{- if .Chart.AppVersion }}
-app.kubernetes.io/version: {{ .Chart.AppVersion | quote }}
-{{- end }}
-app.kubernetes.io/managed-by: {{ .Release.Service }}
-{{- with .Values.commonLabels }}
-{{ toYaml . }}
-{{- end }}
-{{- end }}
-
-{{/*
-Selector labels
-*/}}
-{{- define "<CHARTNAME>.selectorLabels" -}}
-app.kubernetes.io/name: {{ include "<CHARTNAME>.name" . }}
-app.kubernetes.io/instance: {{ .Release.Name }}
-{{- end }}
-
-{{/*
-Create the name of the service account to use
-*/}}
-{{- define "<CHARTNAME>.serviceAccountName" -}}
-{{- if .Values.serviceAccount.create }}
-{{- default (include "<CHARTNAME>.fullname" .) .Values.serviceAccount.name }}
-{{- else }}
-{{- default "default" .Values.serviceAccount.name }}
-{{- end }}
-{{- end }}
diff --git a/charts/scaffold/templates/deployment.yaml b/charts/scaffold/templates/deployment.yaml
deleted file mode 100644
index 7f94640..0000000
--- a/charts/scaffold/templates/deployment.yaml
+++ /dev/null
@@ -1,97 +0,0 @@
-apiVersion: apps/v1
-kind: Deployment
-metadata:
-  name: {{ include "<CHARTNAME>.fullname" . }}
-  labels:
-    {{- include "<CHARTNAME>.labels" . | nindent 4 }}
-spec:
-  revisionHistoryLimit: 1
-  {{- if not .Values.autoscaling.enabled }}
-  replicas: {{ .Values.replicaCount }}
-  {{- end }}
-  selector:
-    matchLabels:
-      {{- include "<CHARTNAME>.selectorLabels" . | nindent 6 }}
-  template:
-    metadata:
-      {{- with .Values.podAnnotations }}
-      annotations:
-        {{- toYaml . | nindent 8 }}
-      {{- end }}
-      labels:
-        {{- include "<CHARTNAME>.labels" . | nindent 8 }}
-        {{- with .Values.podLabels }}
-        {{- toYaml . | nindent 8 }}
-        {{- end }}
-    spec:
-      imagePullSecrets:
-      {{- if .Values.imagePullSecrets }}
-        {{- range .Values.imagePullSecrets }}
-          {{- if .name }}
-        - name: {{ .name }}
-          {{- else }}
-        - name: whylabs-{{ $.Release.Name }}-registry-credentials
-          {{- end }}
-        {{- end }}
-      {{- else }}
-        - name: whylabs-{{ .Release.Name }}-registry-credentials
-      {{- end }}
-      serviceAccountName: {{ include "<CHARTNAME>.serviceAccountName" . }}
-      securityContext:
-        {{- toYaml .Values.podSecurityContext | nindent 8 }}
-      containers:
-        - name: {{ .Chart.Name }}
-          securityContext:
-            {{- toYaml .Values.securityContext | nindent 12 }}
-          image: "{{ .Values.image.repository }}:{{ .Values.image.tag | default .Chart.AppVersion }}"
-          imagePullPolicy: {{ .Values.image.pullPolicy }}
-          {{- if .Values.env }}
-          env:
-            {{- range $key, $value := .Values.env }}
-            - name: {{ $key }}
-              value: {{ $value | quote }}
-            {{- end }}
-          {{- end }}
-          envFrom:
-            - secretRef:
-                name: whylabs-{{ .Release.Name }}-api-key
-            - secretRef:
-                name: whylabs-{{ .Release.Name }}-api-secret
-          ports:
-            - name: http
-              containerPort: {{ .Values.service.targetPort }}
-              protocol: TCP
-          livenessProbe:
-            {{- toYaml .Values.livenessProbe | nindent 12 }}
-          readinessProbe:
-            {{- toYaml .Values.readinessProbe | nindent 12 }}
-          resources:
-            {{- toYaml .Values.resources | nindent 12 }}
-          volumeMounts:
-            - name: temp-dir
-              mountPath: /tmp
-            {{- if .Values.extraVolumeMounts }}
-              {{- with .extraVolumeMounts }}
-              {{- toYaml . | nindent 12 }}
-              {{- end }}
-            {{- end }}
-      volumes:
-        - name: temp-dir
-          emptyDir: {}
-      {{- if .Values.extraVolumes }}
-      {{- with .Values.extraVolumes }}
-        {{- toYaml . | nindent 8 }}
-      {{- end }}
-      {{- end }}
-      {{- with .Values.nodeSelector }}
-      nodeSelector:
-        {{- toYaml . | nindent 8 }}
-      {{- end }}
-      {{- with .Values.affinity }}
-      affinity:
-        {{- toYaml . | nindent 8 }}
-      {{- end }}
-      {{- with .Values.tolerations }}
-      tolerations:
-        {{- toYaml . | nindent 8 }}
-      {{- end }}
diff --git a/charts/scaffold/templates/hpa.yaml b/charts/scaffold/templates/hpa.yaml
deleted file mode 100644
index 395df66..0000000
--- a/charts/scaffold/templates/hpa.yaml
+++ /dev/null
@@ -1,32 +0,0 @@
-{{- if .Values.autoscaling.enabled }}
-apiVersion: autoscaling/v2
-kind: HorizontalPodAutoscaler
-metadata:
-  name: {{ include "<CHARTNAME>.fullname" . }}
-  labels:
-    {{- include "<CHARTNAME>.labels" . | nindent 4 }}
-spec:
-  scaleTargetRef:
-    apiVersion: apps/v1
-    kind: Deployment
-    name: {{ include "<CHARTNAME>.fullname" . }}
-  minReplicas: {{ .Values.autoscaling.minReplicas }}
-  maxReplicas: {{ .Values.autoscaling.maxReplicas }}
-  metrics:
-    {{- if .Values.autoscaling.targetCPUUtilizationPercentage }}
-    - type: Resource
-      resource:
-        name: cpu
-        target:
-          type: Utilization
-          averageUtilization: {{ .Values.autoscaling.targetCPUUtilizationPercentage }}
-    {{- end }}
-    {{- if .Values.autoscaling.targetMemoryUtilizationPercentage }}
-    - type: Resource
-      resource:
-        name: memory
-        target:
-          type: Utilization
-          averageUtilization: {{ .Values.autoscaling.targetMemoryUtilizationPercentage }}
-    {{- end }}
-{{- end }}
diff --git a/charts/scaffold/templates/ingress.yaml b/charts/scaffold/templates/ingress.yaml
deleted file mode 100644
index af470e7..0000000
--- a/charts/scaffold/templates/ingress.yaml
+++ /dev/null
@@ -1,61 +0,0 @@
-{{- if .Values.ingress.enabled -}}
-{{- $fullName := include "<CHARTNAME>.fullname" . -}}
-{{- $svcPort := .Values.service.port -}}
-{{- if and .Values.ingress.className (not (semverCompare ">=1.18-0" .Capabilities.KubeVersion.GitVersion)) }}
-  {{- if not (hasKey .Values.ingress.annotations "kubernetes.io/ingress.class") }}
-  {{- $_ := set .Values.ingress.annotations "kubernetes.io/ingress.class" .Values.ingress.className}}
-  {{- end }}
-{{- end }}
-{{- if semverCompare ">=1.19-0" .Capabilities.KubeVersion.GitVersion -}}
-apiVersion: networking.k8s.io/v1
-{{- else if semverCompare ">=1.14-0" .Capabilities.KubeVersion.GitVersion -}}
-apiVersion: networking.k8s.io/v1beta1
-{{- else -}}
-apiVersion: extensions/v1beta1
-{{- end }}
-kind: Ingress
-metadata:
-  name: {{ $fullName }}
-  labels:
-    {{- include "<CHARTNAME>.labels" . | nindent 4 }}
-  {{- with .Values.ingress.annotations }}
-  annotations:
-    {{- toYaml . | nindent 4 }}
-  {{- end }}
-spec:
-  {{- if and .Values.ingress.className (semverCompare ">=1.18-0" .Capabilities.KubeVersion.GitVersion) }}
-  ingressClassName: {{ .Values.ingress.className }}
-  {{- end }}
-  {{- if .Values.ingress.tls }}
-  tls:
-    {{- range .Values.ingress.tls }}
-    - hosts:
-        {{- range .hosts }}
-        - {{ . | quote }}
-        {{- end }}
-      secretName: {{ .secretName }}
-    {{- end }}
-  {{- end }}
-  rules:
-    {{- range .Values.ingress.hosts }}
-    - host: {{ .host | quote }}
-      http:
-        paths:
-          {{- range .paths }}
-          - path: {{ .path }}
-            {{- if and .pathType (semverCompare ">=1.18-0" $.Capabilities.KubeVersion.GitVersion) }}
-            pathType: {{ .pathType }}
-            {{- end }}
-            backend:
-              {{- if semverCompare ">=1.19-0" $.Capabilities.KubeVersion.GitVersion }}
-              service:
-                name: {{ $fullName }}
-                port:
-                  number: {{ $svcPort }}
-              {{- else }}
-              serviceName: {{ $fullName }}
-              servicePort: {{ $svcPort }}
-              {{- end }}
-          {{- end }}
-    {{- end }}
-{{- end }}
diff --git a/charts/scaffold/templates/service.yaml b/charts/scaffold/templates/service.yaml
deleted file mode 100644
index 9d17017..0000000
--- a/charts/scaffold/templates/service.yaml
+++ /dev/null
@@ -1,19 +0,0 @@
-apiVersion: v1
-kind: Service
-metadata:
-  name: {{ include "<CHARTNAME>.fullname" . }}
-  labels:
-    {{- include "<CHARTNAME>.labels" . | nindent 4 }}
-  {{- if .Values.service.annotations }}
-  annotations:
-    {{- .Values.service.annotations | toYaml | nindent 4 }}
-  {{- end }}
-spec:
-  type: {{ .Values.service.type }}
-  ports:
-    - name: http
-      protocol: TCP
-      port: {{ .Values.service.port }}
-      targetPort: {{ .Values.service.targetPort }}
-  selector:
-    {{- include "<CHARTNAME>.selectorLabels" . | nindent 4 }}
diff --git a/charts/scaffold/templates/serviceaccount.yaml b/charts/scaffold/templates/serviceaccount.yaml
deleted file mode 100644
index 1d1d00a..0000000
--- a/charts/scaffold/templates/serviceaccount.yaml
+++ /dev/null
@@ -1,13 +0,0 @@
-{{- if .Values.serviceAccount.create -}}
-apiVersion: v1
-kind: ServiceAccount
-metadata:
-  name: {{ include "<CHARTNAME>.serviceAccountName" . }}
-  labels:
-    {{- include "<CHARTNAME>.labels" . | nindent 4 }}
-  {{- with .Values.serviceAccount.annotations }}
-  annotations:
-    {{- toYaml . | nindent 4 }}
-  {{- end }}
-automountServiceAccountToken: {{ .Values.serviceAccount.automount }}
-{{- end }}
diff --git a/charts/scaffold/values.yaml b/charts/scaffold/values.yaml
deleted file mode 100644
index 243b878..0000000
--- a/charts/scaffold/values.yaml
+++ /dev/null
@@ -1,138 +0,0 @@
-# -- Number of replicas for the service.
-replicaCount: 4
-
-image:
-  # -- Image repository for the `<CHARTNAME>` container.
-  repository: registry.gitlab.com/whylabs/langkit-container
-  # -- Image pull policy for the `<CHARTNAME>` container.
-  pullPolicy: IfNotPresent
-  # -- (string) Image tag for the `<CHARTNAME>` container, this will default to `.Chart.AppVersion` if not set.
-  tag: ""
-
-imagePullSecrets:
-  # -- (list) Image pull secrets for the `<CHARTNAME>` container. Defaults to `whylabs-{{ .Release.Name }}-registry-credentials`.
-  - name: ""
-
-# -- (string) Override the name of the chart.
-nameOverride: ""
-
-# -- (string) Override the full name of the chart.
-fullnameOverride: ""
-
-# -- Labels to add to all chart resources.
-commonLabels: {}
-
-# -- [Environment variables](https://kubernetes.io/docs/tasks/inject-data-application/define-environment-variable-container/) for the `<CHARTNAME>` container.
-env: {}
-  # MY_ENV_VAR: "my env var value"
-
-serviceAccount:
-  # -- If `true`, create a new `ServiceAccount`.
-  create: true
-  # -- (string) If this is set and `serviceAccount.create` is `true` this will be used for the created `ServiceAccount` name, if set and `serviceAccount.create` is `false` then this will define an existing `ServiceAccount` to use.
-  name: ""
-  # -- Labels to add to the service account.
-  labels: {}
-  # -- Annotations to add to the service account.
-  annotations: {}
-  # -- Set this to `false` to [opt out of API credential automounting](https://kubernetes.io/docs/tasks/configure-pod-container/configure-service-account/#opt-out-of-api-credential-automounting) for the `ServiceAccount`.
-  automount: true
-
-service:
-  # -- Service annotations.
-  annotations: {}
-  # -- Service Type, i.e. ClusterIp, LoadBalancer, etc.
-  type: ClusterIP
-  # -- Service HTTP port.
-  port: 80
-  # -- The port on which the application container is listening.
-  targetPort: 8000
-  
-# -- Annotations to add to the `Pod`.
-podAnnotations: {}
-
-# -- Labels to add to the `Pod`.
-podLabels: {}
-
-# -- [Pod security context](https://kubernetes.io/docs/reference/generated/kubernetes-api/v1.22/#podsecuritycontext-v1-core), this supports full customisation.
-podSecurityContext:
-  runAsNonRoot: true
-
-# -- [Security context](https://kubernetes.io/docs/tasks/configure-pod-container/security-context/#set-the-security-context-for-a-container) for the `<CHARTNAME>` container.
-securityContext:
-  privileged: false
-  allowPrivilegeEscalation: false
-  readOnlyRootFilesystem: true
-  runAsNonRoot: true
-  runAsUser: 1000
-  capabilities:
-    drop: ["ALL"]
-
-# -- [Ingress](https://kubernetes.io/docs/concepts/services-networking/ingress/) configuration for the `<CHARTNAME>` container.
-ingress:
-  enabled: false
-  className: ""
-  annotations: {}
-    # kubernetes.io/ingress.class: nginx
-    # kubernetes.io/tls-acme: "true"
-  hosts:
-    - host: chart-example.local
-      paths:
-        - path: /
-          pathType: ImplementationSpecific
-  tls: []
-  #  - secretName: chart-example-tls
-  #    hosts:
-  #      - chart-example.local
-
-# -- [Resources](https://kubernetes.io/docs/concepts/configuration/manage-resources-containers/) for the `<CHARTNAME>` container.
-resources:
-  requests:
-    cpu: "4"
-    memory: 4Gi
-    ephemeral-storage: 250Mi
-  limits:
-    cpu: "4"
-    memory: 4Gi
-    ephemeral-storage: 250Mi
-
-# -- [Liveness probe](https://kubernetes.io/docs/tasks/configure-pod-container/configure-liveness-readiness-startup-probes/) configuration for the `<CHARTNAME>` container.
-livenessProbe:
-  httpGet:
-    path: /health
-    port: 8000
-  failureThreshold: 3
-  initialDelaySeconds: 30
-  periodSeconds: 30
-
-# -- [Readiness probe](https://kubernetes.io/docs/tasks/configure-pod-container/configure-liveness-readiness-startup-probes/) configuration for the `<CHARTNAME>` container.
-readinessProbe:
-  httpGet:
-    path: /health
-    port: 8000
-  failureThreshold: 10
-  initialDelaySeconds: 30
-  periodSeconds: 30
-
-# -- [Horizontal Pod Autoscaler](https://kubernetes.io/docs/tasks/run-application/horizontal-pod-autoscale/) configuration for the `<CHARTNAME>` container.
-autoscaling:
-  enabled: false
-  minReplicas: 1
-  maxReplicas: 100
-  targetCPUUtilizationPercentage: 70
-  # targetMemoryUtilizationPercentage: 70
-
-# -- Extra [volumes](https://kubernetes.io/docs/concepts/storage/volumes/) for the `Pod`.
-extraVolumes: []
-
-# -- Extra [volume mounts](https://kubernetes.io/docs/concepts/storage/volumes/) for the `<CHARTNAME>` container.
-extraVolumeMounts: []
-
-# -- Node labels to match for `Pod` [scheduling](https://kubernetes.io/docs/concepts/scheduling-eviction/assign-pod-node/).
-nodeSelector: {}
-
-# -- Node taints which will be tolerated for `Pod` [scheduling](https://kubernetes.io/docs/concepts/scheduling-eviction/assign-pod-node/).
-tolerations: []
-
-# -- Affinity settings for `Pod` [scheduling](https://kubernetes.io/docs/concepts/scheduling-eviction/assign-pod-node/). If an explicit label selector is not provided for pod affinity or pod anti-affinity one will be created from the pod selector labels.
-affinity: {}
diff --git a/charts/whylogs/README.md b/charts/whylogs/README.md
index 186772d..d5fd987 100644
--- a/charts/whylogs/README.md
+++ b/charts/whylogs/README.md
@@ -4,48 +4,68 @@
 
 A Helm chart for WhyLab's WhyLogs
 
-See [WhyLogs Documentation](https://docs.whylabs.ai/docs/integrations-whylogs-container/) for more information
-
-> :warning: Review the [documentation on using WhyLab's Helm charts](../../README.md#how-to-use-whylabs-helm-repository)
+> :mag: See [WhyLogs Documentation](https://docs.whylabs.ai/docs/integrations-whylogs-container/) for more information
 
 ## Prerequisites
 
-### Secrets
+### API Key
 
-The following configured secrets must exist in the cluster prior to deploying
-the WhyLogs Helm chart.
+Create a [WhyLabs API Key](https://docs.whylabs.ai/docs/whylabs-api/#creating-an-api-token)
+that will be used when creating the required Kubernetes secrets to authenticate
+with the WhyLabs API.
+
+### Secrets
 
-Create a [WhyLabs API Key](https://docs.whylabs.ai/docs/whylabs-capabilities/#access-token-management)
-which must be stored in a `whylabs-api-key` Kubernetes secret, described below.
+Use the following `kubectl` commands to create the required Kubernetes
+`Secrets`. These secrets must exist prior to installing the Helm chart.
 
 ```shell
+# API that was created above
 whylabs_api_key=""
-whylogs_password=""
-namespace="default"
+# Arbitrary value that will be required to make requests to the containers
+container_password=""
+# Change this to the desired namespace
+target_namespace="default"
 
 kubectl create secret generic whylabs-api-key \
-  --namespace "${namespace}" \
-  --from-literal=api-key="${whylabs_api_key}"
+  --namespace "${target_namespace}" \
+  --from-literal=WHYLABS_API_KEY="${whylabs_api_key}"
 
 kubectl create secret generic whylogs-container-password \
-  --namespace "${namespace}" \
-  --from-literal=passwordy="${whylogs_password}"
+  --namespace "${target_namespace}" \
+  --from-literal=CONTAINER_PASSWORD="${container_password}"
 ```
 
-## Deployment
+## Installation & Upgrades
 
-### Diff
-View the difference between the current state and desired state.
+### How to Use WhyLabs Helm Repository
+
+> :warning: WhyLab's Helm charts are hosted on GitHub Container Registry (GHCR),
+> an OCI-compliant storage solution. GHCR aligns with industry standards for
+> container artifact storage and has a slightly different API to be aware of.
+> Use the `helm pull` command to download the a `.tgz` archive of the chart.
+> Reference the `.tgz` archive as the chart identifier when installing.
 
 ```shell
+# Specify the namespace to install the chart into
+target_namespace=""
+
+# The following command will download a guardrails-${chart_version}.tgz file to
+# the working directory or --destination path
+helm pull \
+  oci://ghcr.io/whylabs/whylogs \
+  --version 0.1.0
+
 # Requires the helm-diff plugin to be installed:
 # helm plugin install https://github.com/databus23/helm-diff
 helm diff upgrade \
   --allow-unreleased \
-  whylogs "whylogs-0.1.0.tgz"
+  --namespace "${target_namespace}" \
+  whylogs whylogs-0.1.0.tgz
 ```
 
-### Install/Update
+After you've installed the repo you can install the chart.
+
 ```shell
 helm upgrade --install \
   --create-namespace \
@@ -53,13 +73,6 @@ helm upgrade --install \
   whylogs "whylogs-0.1.0.tgz"
 ```
 
-### Uninstall
-```shell
-helm uninstall \
-  --namespace "${namespace}" \
-  whylogs "whylogs-0.1.0.tgz"
-```
-
 ## Values
 
 | Key | Type | Default | Description |
diff --git a/charts/whylogs/README.md.gotmpl b/charts/whylogs/README.md.gotmpl
index 034b557..d202ef3 100644
--- a/charts/whylogs/README.md.gotmpl
+++ b/charts/whylogs/README.md.gotmpl
@@ -11,49 +11,68 @@
 
 {{ template "chart.sourcesSection" . }}
 
-See [WhyLogs Documentation](https://docs.whylabs.ai/docs/integrations-whylogs-container/) for more information
-
-> :warning: Review the [documentation on using WhyLab's Helm charts](../../README.md#how-to-use-whylabs-helm-repository)
+> :mag: See [WhyLogs Documentation](https://docs.whylabs.ai/docs/integrations-whylogs-container/) for more information
 
 ## Prerequisites
 
-### Secrets
+### API Key
 
-The following configured secrets must exist in the cluster prior to deploying
-the WhyLogs Helm chart.
+Create a [WhyLabs API Key](https://docs.whylabs.ai/docs/whylabs-api/#creating-an-api-token)
+that will be used when creating the required Kubernetes secrets to authenticate
+with the WhyLabs API.
 
-Create a [WhyLabs API Key](https://docs.whylabs.ai/docs/whylabs-capabilities/#access-token-management)
-which must be stored in a `whylabs-api-key` Kubernetes secret, described below.
+### Secrets
 
+Use the following `kubectl` commands to create the required Kubernetes
+`Secrets`. These secrets must exist prior to installing the Helm chart.
 
 ```shell
+# API that was created above
 whylabs_api_key=""
-whylogs_password=""
-namespace="default"
+# Arbitrary value that will be required to make requests to the containers
+container_password=""
+# Change this to the desired namespace
+target_namespace="default"
 
 kubectl create secret generic whylabs-api-key \
-  --namespace "${namespace}" \
-  --from-literal=api-key="${whylabs_api_key}"
+  --namespace "${target_namespace}" \
+  --from-literal=WHYLABS_API_KEY="${whylabs_api_key}"
 
 kubectl create secret generic whylogs-container-password \
-  --namespace "${namespace}" \
-  --from-literal=passwordy="${whylogs_password}"
+  --namespace "${target_namespace}" \
+  --from-literal=CONTAINER_PASSWORD="${container_password}"
 ```
 
-## Deployment
+## Installation & Upgrades
+
+### How to Use WhyLabs Helm Repository
 
-### Diff
-View the difference between the current state and desired state.
+> :warning: WhyLab's Helm charts are hosted on GitHub Container Registry (GHCR),
+> an OCI-compliant storage solution. GHCR aligns with industry standards for
+> container artifact storage and has a slightly different API to be aware of.
+> Use the `helm pull` command to download the a `.tgz` archive of the chart.
+> Reference the `.tgz` archive as the chart identifier when installing.
 
 ```shell
+# Specify the namespace to install the chart into
+target_namespace=""
+
+# The following command will download a guardrails-${chart_version}.tgz file to
+# the working directory or --destination path
+helm pull \
+  oci://ghcr.io/whylabs/{{ template "chart.name" . }} \
+  --version {{ template "chart.version" . }}
+
 # Requires the helm-diff plugin to be installed:
 # helm plugin install https://github.com/databus23/helm-diff
 helm diff upgrade \
   --allow-unreleased \
-  {{ template "chart.name" . }} "{{ template "chart.name" . }}-{{ template "chart.version" . }}.tgz"
+  --namespace "${target_namespace}" \
+  {{ template "chart.name" . }} {{ template "chart.name" . }}-{{ template "chart.version" . }}.tgz
 ```
 
-### Install/Update
+After you've installed the repo you can install the chart.
+
 ```shell
 helm upgrade --install \
   --create-namespace \
@@ -61,14 +80,6 @@ helm upgrade --install \
   {{ template "chart.name" . }} "{{ template "chart.name" . }}-{{ template "chart.version" . }}.tgz"
 ```
 
-### Uninstall
-```shell
-helm uninstall \
-  --namespace "${namespace}" \
-  whylogs "{{ template "chart.name" . }}-{{ template "chart.version" . }}.tgz"
-```
-
-
 {{ template "chart.requirementsSection" . }}
 
 {{ template "chart.valuesSection" . }}