diff --git a/.circleci/config.yml b/.circleci/config.yml
new file mode 100644
index 000000000..18bfe7e14
--- /dev/null
+++ b/.circleci/config.yml
@@ -0,0 +1,140 @@
+version: 2.1
+
+orbs:
+  python: circleci/python@1
+  go: circleci/go@1
+  gcp-cli: circleci/gcp-cli@1
+
+jobs:
+  build:
+    executor:
+      name: python/default
+    steps:
+      - attach_workspace:
+          at: ~/
+      - checkout
+      - run: pip install mkdocs
+      - run:
+          name: Building package
+          command: make build
+      - gcp-cli/install
+      - gcp-cli/initialize
+      - run:
+          name: Building docker image
+          command: make cloudbuild-test
+      - persist_to_workspace:
+          root: ~/
+          paths:
+            - project
+
+  publish-image:
+    executor:
+      name: gcp-cli/google
+    steps:
+      - attach_workspace:
+          at: ~/
+      - gcp-cli/initialize
+      - run:
+          name: Publishing docker image
+          command: IMAGE_SHA=${CIRCLE_SHA1} IMAGE_TAG=${CIRCLE_TAG:-latest} make cloudbuild
+
+  release:
+    executor:
+      name: go/default
+      tag: '1.15'
+    steps:
+      - attach_workspace:
+          at: ~/
+      - run:
+          name: Building release package
+          command: make release
+          environment:
+            DIST_DIR: /tmp/dist
+      - run:
+          name: Installing github-release tool
+          command: go get github.com/meterup/github-release
+      - run:
+          name: Creating github release
+          command: |
+            PRE_RELEASE=${CIRCLE_TAG/${CIRCLE_TAG%-rc[0-9]*}/}
+            github-release delete -u ${CIRCLE_PROJECT_USERNAME} -r ${CIRCLE_PROJECT_REPONAME} -t ${CIRCLE_TAG} 2>/dev/null ||:
+            ./scripts/release-notes.sh ${CIRCLE_TAG} | github-release release ${PRE_RELEASE:+-p} -u ${CIRCLE_PROJECT_USERNAME} -r ${CIRCLE_PROJECT_REPONAME} -t ${CIRCLE_TAG} -d -
+            for f in $(find /tmp/dist -type f); do github-release upload -u ${CIRCLE_PROJECT_USERNAME} -r ${CIRCLE_PROJECT_REPONAME} -t ${CIRCLE_TAG} -n $(basename ${f}) -f ${f} ; done
+
+  deploy:
+    description: Patches target cluster configuration
+    executor:
+      name: go/default
+      tag: '1.15'
+    parameters:
+      cluster:
+        type: string
+      committer_name:
+        type: string
+        default: TriggerMesh Bot
+      committer_email:
+        type: string
+        default: bot@triggermesh.com
+    steps:
+      - attach_workspace:
+          at: ~/
+      - add_ssh_keys
+      - run: ssh-keyscan github.com >> ~/.ssh/known_hosts
+      - run:
+          name: Configuring git
+          command: |
+            git config --global user.name '<< parameters.committer_name >>'
+            git config --global user.email '<< parameters.committer_email >>'
+      - run:
+          name: Cloning config repository
+          command: git clone --single-branch git@github.com:triggermesh/config.git tmconfig
+      - run:
+          name: Updating overlays/<< parameters.cluster >>/sources manifests
+          working_directory: tmconfig/
+          command: |
+            sed -i overlays/<< parameters.cluster >>/docs/deployment.yaml -e "s|gcr.io/triggermesh/docs:.*|gcr.io/triggermesh/docs:"${CIRCLE_TAG:-${CIRCLE_SHA1}}"|g"
+            git --no-pager diff
+      - run:
+          name: Committing overlays/<< parameters.cluster >>/docs updates
+          working_directory: tmconfig/
+          command: |
+            git add overlays
+            git commit -m "Update overlays/<< parameters.cluster >>/docs deployment to '${CIRCLE_TAG:-${CIRCLE_SHA1}}'"
+            git push origin master
+
+workflows:
+  build-test-and-publish:
+    jobs:
+      - build:
+          context: production
+          filters:
+            tags:
+              only: /^v([0-9]+)\.([0-9]+)\.([0-9]+)(?:-([0-9A-Za-z-]+(?:\.[0-9A-Za-z-]+)*))?(?:\+[0-9A-Za-z-]+)?$/
+      - publish-image:
+          context: production
+          requires:
+            - build
+          filters:
+            tags:
+              only: /^v([0-9]+)\.([0-9]+)\.([0-9]+)(?:-([0-9A-Za-z-]+(?:\.[0-9A-Za-z-]+)*))?(?:\+[0-9A-Za-z-]+)?$/
+            branches:
+              only: master
+      - deploy:
+          name: update-production-config
+          cluster: prod
+          requires:
+            - publish-image
+          filters:
+            tags:
+              only: /^v([0-9]+)\.([0-9]+)\.([0-9]+)(?:-([0-9A-Za-z-]+(?:\.[0-9A-Za-z-]+)*))?(?:\+[0-9A-Za-z-]+)?$/
+            branches:
+              ignore: /.*/
+      - release:
+          context: production
+          requires:
+            - publish-image
+          filters:
+            tags:
+              only: /^v([0-9]+)\.([0-9]+)\.([0-9]+)(?:-([0-9A-Za-z-]+(?:\.[0-9A-Za-z-]+)*))?(?:\+[0-9A-Za-z-]+)?$/
+            branches:
+              ignore: /.*/
diff --git a/.dockerignore b/.dockerignore
new file mode 100644
index 000000000..d02ca0698
--- /dev/null
+++ b/.dockerignore
@@ -0,0 +1,8 @@
+# Top level files and directories
+/.circleci/
+/.dockerignore
+/.gcloudignore
+/.git/
+/_output/
+/cloudbuild.yaml
+/Dockerfile
diff --git a/.gcloudignore b/.gcloudignore
new file mode 100644
index 000000000..783f56653
--- /dev/null
+++ b/.gcloudignore
@@ -0,0 +1,2 @@
+#!include:.dockerignore
+!Dockerfile
diff --git a/.gitignore b/.gitignore
index d7e435d32..574cbc287 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,3 +1,18 @@
-/site
-/.venv
-**/.DS_Store
+# Local configurations and secrets
+/.env/
+/.local/
+
+# Continuous integration
+
+# Editors and IDEs
+*.swo
+*.swp
+*~
+/*.sublime-project
+/*.sublime-workspace
+/.DS_Store
+/.idea/
+/.vscode/
+
+# Build artifacts
+**/_output
diff --git a/Dockerfile b/Dockerfile
index 9d5df3b97..80979a195 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,4 +1,11 @@
-FROM nginx
+FROM python:3 AS builder
+
+RUN pip install mkdocs
+
+COPY . /docs
 
-ADD site/ /usr/share/nginx/html/
+RUN mkdocs build --clean --config-file /docs/mkdocs.yml
+
+FROM nginx
 
+COPY --from=builder /docs/site/ /usr/share/nginx/html/
diff --git a/Makefile b/Makefile
new file mode 100644
index 000000000..45ef59f6d
--- /dev/null
+++ b/Makefile
@@ -0,0 +1,50 @@
+PACKAGE            = docs
+PACKAGE_DESC       = Triggermesh Docs
+VERSION           ?= $(shell git describe --tags --always)
+
+BASE_DIR          ?= $(CURDIR)
+
+OUTPUT_DIR        ?= $(BASE_DIR)/_output
+DIST_DIR          ?= $(OUTPUT_DIR)
+
+SITE_OUTPUT_DIR   ?= $(OUTPUT_DIR)/site
+
+DOCKER            ?= docker
+
+IMAGE_REPO        ?= gcr.io/triggermesh
+IMAGE_TAG         ?= latest
+IMAGE_SHA         ?= $(shell git rev-parse HEAD)
+
+HAS_MKDOCS        := $(shell command -v mkdocs;)
+
+.PHONY: help build image cloudbuild-test cloudbuild clean
+
+all: build
+
+install-mkdocs:
+ifndef HAS_MKDOCS
+	pip3 install mkdocs
+endif
+
+help: ## Display this help
+	@awk 'BEGIN {FS = ":.*?## "; printf "\n$(PACKAGE_DESC)\n\nUsage:\n  make \033[36m<source>\033[0m\n"} /^[a-zA-Z0-9._-]+:.*?## / {printf "  \033[36m%-20s\033[0m %s\n", $$1, $$2}' $(MAKEFILE_LIST)
+
+build: install-mkdocs ## Build the docs
+	mkdocs build --clean --config-file mkdocs.yml --site-dir $(SITE_OUTPUT_DIR)
+
+release: ## Build distribution tarball
+	@mkdir -p $(DIST_DIR)
+	tar -jcf $(DIST_DIR)/$(PACKAGE)-$(VERSION).tar.bz2 -C $$(dirname $(SITE_OUTPUT_DIR)) $$(basename $(SITE_OUTPUT_DIR))
+
+image: ## Builds the container image
+	$(DOCKER) build -t $(IMAGE_REPO)/$(PACKAGE) -f Dockerfile .
+
+cloudbuild-test: ## Test container image build with Google Cloud Build
+	gcloud builds submit $(BASE_DIR) --config cloudbuild.yaml --substitutions COMMIT_SHA=${IMAGE_SHA},_KANIKO_IMAGE_TAG=_
+
+cloudbuild: ## Build and publish image to GCR
+	gcloud builds submit $(BASE_DIR) --config cloudbuild.yaml --substitutions COMMIT_SHA=${IMAGE_SHA},_KANIKO_IMAGE_TAG=${IMAGE_TAG}
+
+clean: ## Clean build artifacts
+	@$(RM) -v $(DIST_DIR)/$(PACKAGE)-$(VERSION).tar.bz2
+	@$(RM) -rv $(SITE_OUTPUT_DIR)
diff --git a/cloudbuild.yaml b/cloudbuild.yaml
index fa96f4eec..e6deb634c 100644
--- a/cloudbuild.yaml
+++ b/cloudbuild.yaml
@@ -1,10 +1,28 @@
 steps:
-- name: 'gcr.io/triggermesh/mkdocs:latest'
-  args: ['mkdocs', 'build']
-- name: 'debian'
-  args: ['ls', '/workspace/site']
-- name: 'gcr.io/cloud-builders/docker'
-  args: ['build', '-t', 'gcr.io/$PROJECT_ID/www:$REVISION_ID', '-t', 'gcr.io/$PROJECT_ID/www:latest', '.']
-- name: 'gcr.io/cloud-builders/docker'
-  args: ['push', 'gcr.io/$PROJECT_ID/www:$REVISION_ID']
-images: ['gcr.io/$PROJECT_ID/www']
+
+- name: gcr.io/kaniko-project/executor:latest
+  args:
+  - --dockerfile=Dockerfile
+  - --destination=gcr.io/$PROJECT_ID/docs:${COMMIT_SHA}
+  - --destination=gcr.io/$PROJECT_ID/docs:${_KANIKO_IMAGE_TAG}
+  - --cache-repo=gcr.io/$PROJECT_ID/docs/cache
+  - --cache=${_KANIKO_USE_BUILD_CACHE}
+  - --no-push=${_KANIKO_NO_PUSH}
+  - --snapshotMode=redo
+  - --use-new-run
+  - ${_KANIKO_EXTRA_ARGS}
+  waitFor: ['-']
+
+timeout: 120s
+
+substitutions:
+  _KANIKO_IMAGE_TAG: latest
+  _KANIKO_NO_PUSH: 'false'
+  _KANIKO_USE_BUILD_CACHE: 'true'
+  _KANIKO_EXTRA_ARGS:
+
+options:
+  substitution_option: ALLOW_LOOSE
+
+tags:
+  - docs
diff --git a/scripts/release-notes.sh b/scripts/release-notes.sh
new file mode 100755
index 000000000..995402651
--- /dev/null
+++ b/scripts/release-notes.sh
@@ -0,0 +1,38 @@
+#!/usr/bin/env sh
+
+RELEASE=${1:-${GIT_TAG}}
+RELEASE=${RELEASE:-${CIRCLE_TAG}}
+
+if [ -z "${RELEASE}" ]; then
+  echo "Usage:"
+  echo "./scripts/release-notes.sh v0.1.0"
+  exit 1
+fi
+
+if ! git rev-list ${RELEASE} >/dev/null 2>&1; then
+  echo "${RELEASE} does not exist"
+  exit
+fi
+
+PREV_RELEASE=${PREV_RELEASE:-$(git describe --tags --abbrev=0 ${RELEASE}^ 2>/dev/null)}
+PREV_RELEASE=${PREV_RELEASE:-$(git rev-list --max-parents=0 ${RELEASE}^ 2>/dev/null)}
+NOTABLE_CHANGES=$(git cat-file -p ${RELEASE} | sed '/-----BEGIN PGP SIGNATURE-----/,//d' | tail -n +6)
+CHANGELOG=$(git log --no-merges --pretty=format:'- [%h] %s (%aN)' ${PREV_RELEASE}..${RELEASE})
+if [ $? -ne 0 ]; then
+  echo "Error creating changelog"
+  exit 1
+fi
+
+cat <<EOF
+${NOTABLE_CHANGES}
+
+## Installation
+
+Download Triggermesh Docs ${RELEASE}
+
+- [container](https://gcr.io/triggermesh/docs:${RELEASE})
+
+## Changelog
+
+${CHANGELOG}
+EOF