diff --git a/.github/workflows/validate-pipelines.yml b/.github/workflows/validate-pipelines.yml
index d092ce0..7809d5f 100644
--- a/.github/workflows/validate-pipelines.yml
+++ b/.github/workflows/validate-pipelines.yml
@@ -25,6 +25,7 @@ jobs:
               filters: |
                 gocd:
                   - 'gocd/**'
+                  - '.github/workflows/validate-pipelines.yml'
 
     validate:
         if: needs.files-changed.outputs.gocd == 'true'
@@ -47,6 +48,11 @@ jobs:
                 token_format: 'id_token'
                 id_token_audience: '610575311308-9bsjtgqg4jm01mt058rncpopujgk3627.apps.googleusercontent.com'
                 id_token_include_email: true
+            - uses: getsentry/action-gocd-jsonnet@v1
+              with:
+                jb-install: true
+                jsonnet-dir: gocd/templates
+                generated-dir: gocd/generated-pipelines
             - uses: getsentry/action-validate-gocd-pipelines@v1
               with:
                 configrepo: chartcuterie__master
diff --git a/.gitignore b/.gitignore
index 491fc35..ef0c9de 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,2 +1,5 @@
 node_modules
 lib
+
+/gocd/generated-pipelines
+/gocd/templates/vendor
diff --git a/Makefile b/Makefile
new file mode 100644
index 0000000..d982510
--- /dev/null
+++ b/Makefile
@@ -0,0 +1,15 @@
+gocd: ## Build GoCD pipelines
+	rm -rf ./gocd/generated-pipelines
+	mkdir -p ./gocd/generated-pipelines
+	cd ./gocd/templates && jb install && jb update
+
+  # Format
+	find . -type f \( -name '*.libsonnet' -o -name '*.jsonnet' \) -print0 | xargs -n 1 -0 jsonnetfmt -i
+  # Lint
+	find . -type f \( -name '*.libsonnet' -o -name '*.jsonnet' \) -print0 | xargs -n 1 -0 jsonnet-lint -J ./gocd/templates/vendor
+	# Build
+	cd ./gocd/templates && find . -type f \( -name '*.jsonnet' \) -print0 | xargs -n 1 -0 jsonnet --ext-code output-files=true -J vendor -m ../generated-pipelines
+
+  # Convert JSON to yaml
+	cd ./gocd/generated-pipelines && find . -type f \( -name '*.yaml' \) -print0 | xargs -n 1 -0 yq -p json -o yaml -i
+.PHONY: gocd
diff --git a/gocd/pipelines/chartcuterie.yaml b/gocd/pipelines/chartcuterie.yaml
deleted file mode 100644
index 3db88bd..0000000
--- a/gocd/pipelines/chartcuterie.yaml
+++ /dev/null
@@ -1,68 +0,0 @@
-# More information on gocd-flavor YAML can be found here:
-# - https://github.com/tomzo/gocd-yaml-config-plugin#pipeline
-# - https://www.notion.so/sentry/GoCD-New-Service-Quickstart-6d8db7a6964049b3b0e78b8a4b52e25d
-format_version: 10
-pipelines:
-    deploy-chartcuterie:
-        environment_variables:
-            GCP_PROJECT: internal-sentry
-            GKE_CLUSTER: zdpwkxst
-            GKE_REGION: us-central1
-            GKE_CLUSTER_ZONE: b
-            GKE_BASTION_ZONE: b
-            # Required for checkruns.
-            GITHUB_TOKEN: "{{SECRET:[devinfra-github][token]}}"
-        group: chartcuterie
-        lock_behavior: unlockWhenFinished
-        materials:
-            chartcuterie_repo:
-                git: git@github.com:getsentry/chartcuterie.git
-                shallow_clone: true
-                branch: master
-                destination: chartcuterie
-        stages:
-            - checks:
-                  jobs:
-                      checks:
-                          timeout: 1200
-                          elastic_profile_id: chartcuterie
-                          tasks:
-                              - script: |
-                                    /devinfra/scripts/checks/githubactions/checkruns.py \
-                                    getsentry/chartcuterie \
-                                    ${GO_REVISION_CHARTCUTERIE_REPO} \
-                                    build
-                              - script: |
-                                    /devinfra/scripts/checks/googlecloud/checkcloudbuild.py \
-                                    ${GO_REVISION_CHARTCUTERIE_REPO} \
-                                    sentryio \
-                                    "us-central1-docker.pkg.dev/sentryio/chartcuterie/image"
-            - deploy-canary:
-                  jobs:
-                      deploy:
-                          timeout: 600
-                          elastic_profile_id: chartcuterie
-                          tasks:
-                              - script: |
-                                    /devinfra/scripts/k8s/k8stunnel \
-                                    && /devinfra/scripts/k8s/k8s-deploy.py \
-                                    --context="gke_${GCP_PROJECT}_${GKE_REGION}-${GKE_CLUSTER_ZONE}_${GKE_CLUSTER}" \
-                                    --label-selector="service=chartcuterie,env=canary" \
-                                    --image="us-central1-docker.pkg.dev/sentryio/chartcuterie/image:${GO_REVISION_CHARTCUTERIE_REPO}" \
-                                    --container-name="chartcuterie"
-                              - script: |
-                                    /devinfra/scripts/canary/canarychecks.py \
-                                    --wait-minutes=5
-            - deploy-primary:
-                  jobs:
-                      deploy:
-                          timeout: 600
-                          elastic_profile_id: chartcuterie
-                          tasks:
-                              - script: |
-                                    /devinfra/scripts/k8s/k8stunnel \
-                                    && /devinfra/scripts/k8s/k8s-deploy.py \
-                                    --context="gke_${GCP_PROJECT}_${GKE_REGION}-${GKE_CLUSTER_ZONE}_${GKE_CLUSTER}" \
-                                    --label-selector="service=chartcuterie" \
-                                    --image="us-central1-docker.pkg.dev/sentryio/chartcuterie/image:${GO_REVISION_CHARTCUTERIE_REPO}" \
-                                    --container-name="chartcuterie"
diff --git a/gocd/templates/bash/check-cloudbuild.sh b/gocd/templates/bash/check-cloudbuild.sh
new file mode 100644
index 0000000..1218687
--- /dev/null
+++ b/gocd/templates/bash/check-cloudbuild.sh
@@ -0,0 +1,6 @@
+#!/bin/bash
+
+/devinfra/scripts/checks/googlecloud/checkcloudbuild.py \
+  --sha="${GO_REVISION_CHARTCUTERIE_REPO}" \
+  --project="sentryio" \
+  --image_name="us-central1-docker.pkg.dev/sentryio/chartcuterie/image"
diff --git a/gocd/templates/bash/check-github-runs.sh b/gocd/templates/bash/check-github-runs.sh
new file mode 100644
index 0000000..bd93c57
--- /dev/null
+++ b/gocd/templates/bash/check-github-runs.sh
@@ -0,0 +1,6 @@
+#!/bin/bash
+
+/devinfra/scripts/checks/githubactions/checkruns.py \
+  --repo="getsentry/chartcuterie" \
+  --sha="${GO_REVISION_CHARTCUTERIE_REPO}" \
+  --check_names="build"
diff --git a/gocd/templates/bash/deploy.sh b/gocd/templates/bash/deploy.sh
new file mode 100644
index 0000000..ad337e3
--- /dev/null
+++ b/gocd/templates/bash/deploy.sh
@@ -0,0 +1,9 @@
+#!/bin/bash
+
+eval $(/devinfra/scripts/regions/project_env_vars.py --region="${SENTRY_REGION}")
+
+/devinfra/scripts/k8s/k8stunnel \
+  && /devinfra/scripts/k8s/k8s-deploy.py \
+  --label-selector="${LABEL_SELECTOR}" \
+  --image="us-central1-docker.pkg.dev/sentryio/chartcuterie/image:${GO_REVISION_CHARTCUTERIE_REPO}" \
+  --container-name="chartcuterie"
diff --git a/gocd/templates/bash/wait-canary.sh b/gocd/templates/bash/wait-canary.sh
new file mode 100644
index 0000000..6abe472
--- /dev/null
+++ b/gocd/templates/bash/wait-canary.sh
@@ -0,0 +1,3 @@
+#!/bin/bash
+
+sleep 300
diff --git a/gocd/templates/chartcuterie.jsonnet b/gocd/templates/chartcuterie.jsonnet
new file mode 100644
index 0000000..5c43176
--- /dev/null
+++ b/gocd/templates/chartcuterie.jsonnet
@@ -0,0 +1,25 @@
+local chartcuterie = import './pipelines/chartcuterie.libsonnet';
+local pipedream = import 'github.com/getsentry/gocd-jsonnet/libs/pipedream.libsonnet';
+
+// Pipedream can be configured using this object, you can learn more about the
+// configuration options here: https://github.com/getsentry/gocd-jsonnet#readme
+local pipedream_config = {
+  name: 'chartcuterie',
+  auto_deploy: true,
+  materials: {
+    chartcuterie_repo: {
+      git: 'git@github.com:getsentry/chartcuterie.git',
+      shallow_clone: true,
+      branch: 'master',
+      destination: 'chartcuterie',
+    },
+  },
+  rollback: {
+    material_name: 'chartcuterie_repo',
+    stage: 'deploy-primary',
+    elastic_profile_id: 'chartcuterie',
+  },
+  exclude_regions: ['s4s', 'customer-1', 'customer-2', 'customer-3', 'customer-4', 'customer-6', 'customer-7'],
+};
+
+pipedream.render(pipedream_config, chartcuterie)
diff --git a/gocd/templates/jsonnetfile.json b/gocd/templates/jsonnetfile.json
new file mode 100644
index 0000000..050d936
--- /dev/null
+++ b/gocd/templates/jsonnetfile.json
@@ -0,0 +1,15 @@
+{
+  "version": 1,
+  "dependencies": [
+    {
+      "source": {
+        "git": {
+          "remote": "https://github.com/getsentry/gocd-jsonnet.git",
+          "subdir": "libs"
+        }
+      },
+      "version": "v2.10.0"
+    }
+  ],
+  "legacyImports": true
+}
diff --git a/gocd/templates/jsonnetfile.lock.json b/gocd/templates/jsonnetfile.lock.json
new file mode 100644
index 0000000..94bb9ef
--- /dev/null
+++ b/gocd/templates/jsonnetfile.lock.json
@@ -0,0 +1,16 @@
+{
+  "version": 1,
+  "dependencies": [
+    {
+      "source": {
+        "git": {
+          "remote": "https://github.com/getsentry/gocd-jsonnet.git",
+          "subdir": "libs"
+        }
+      },
+      "version": "74ae5728e2d7ed39fdd43cf3b2d28dde7e4567a1",
+      "sum": "AKMGYALLyaVVVjTNnZy64PoCDA8QjxTbHBe5dCnE4tE="
+    }
+  ],
+  "legacyImports": false
+}
diff --git a/gocd/templates/pipelines/chartcuterie.libsonnet b/gocd/templates/pipelines/chartcuterie.libsonnet
new file mode 100644
index 0000000..b784b05
--- /dev/null
+++ b/gocd/templates/pipelines/chartcuterie.libsonnet
@@ -0,0 +1,71 @@
+local gocdtasks = import 'github.com/getsentry/gocd-jsonnet/libs/gocd-tasks.libsonnet';
+
+function(region) {
+  environment_variables: {
+    // SENTRY_REGION is used by the dev-infra scripts to connect to GKE
+    SENTRY_REGION: region,
+  },
+  materials: {
+    chartcuterie_repo: {
+      git: 'git@github.com:getsentry/chartcuterie.git',
+      shallow_clone: true,
+      branch: 'master',
+      destination: 'chartcuterie',
+    },
+  },
+  lock_behavior: 'unlockWhenFinished',
+  stages: [
+    {
+      checks: {
+        fetch_materials: true,
+        jobs: {
+          checks: {
+            timeout: 1200,
+            environment_variables: {
+              GITHUB_TOKEN: '{{SECRET:[devinfra-github][token]}}',
+            },
+            tasks: [
+              gocdtasks.script(importstr '../bash/check-github-runs.sh'),
+              gocdtasks.script(importstr '../bash/check-cloudbuild.sh'),
+            ],
+          },
+        },
+      },
+    },
+    {
+      'deploy-canary': {
+        fetch_materials: true,
+        jobs: {
+          deploy: {
+            timeout: 600,
+            elastic_profile_id: 'chartcuterie',
+            environment_variables: {
+              LABEL_SELECTOR: 'service=chartcuterie,env=canary',
+            },
+            tasks: [
+              gocdtasks.script(importstr '../bash/deploy.sh'),
+              gocdtasks.script(importstr '../bash/wait-canary.sh'),
+            ],
+          },
+        },
+      },
+    },
+    {
+      'deploy-primary': {
+        fetch_materials: true,
+        jobs: {
+          deploy: {
+            timeout: 600,
+            elastic_profile_id: 'chartcuterie',
+            environment_variables: {
+              LABEL_SELECTOR: 'service=chartcuterie',
+            },
+            tasks: [
+              gocdtasks.script(importstr '../bash/deploy.sh'),
+            ],
+          },
+        },
+      },
+    },
+  ],
+}