diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml
new file mode 100644
index 00000000..452aadc5
--- /dev/null
+++ b/.github/workflows/deploy.yml
@@ -0,0 +1,23 @@
+name: Deploy on push
+on:
+  push:
+    branches:
+      - trunk
+jobs:
+  build-and-deploy:
+    if: github.repository_owner == 'woocommerce'
+    name: Build and deploy
+    runs-on: ubuntu-latest
+    steps:
+    - name: Checkout code
+      uses: actions/checkout@v2
+    - name: Build
+      run: ./build.sh
+    - name: Deploy to GitHub Pages
+      if: success()
+      uses: crazy-max/ghaction-github-pages@v2
+      env:
+        GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+      with:
+        target_branch: gh-pages
+        build_dir: build
diff --git a/Gemfile b/Gemfile
deleted file mode 100644
index ec5c419a..00000000
--- a/Gemfile
+++ /dev/null
@@ -1,12 +0,0 @@
-ruby '>=2.3.1'
-source 'https://rubygems.org'
-
-# Middleman
-gem 'middleman', '~>4.3'
-gem 'middleman-syntax', '~> 3.2'
-gem 'middleman-autoprefixer', '~> 2.7'
-gem 'middleman-sprockets', '~> 4.1'
-gem 'rouge', '~> 3.20'
-gem 'redcarpet', '~> 3.5.1'
-gem 'nokogiri', '~> 1.11.0'
-gem 'sass'
diff --git a/Gemfile.lock b/Gemfile.lock
deleted file mode 100644
index e9e8233b..00000000
--- a/Gemfile.lock
+++ /dev/null
@@ -1,138 +0,0 @@
-GEM
-  remote: https://rubygems.org/
-  specs:
-    activesupport (5.2.4.3)
-      concurrent-ruby (~> 1.0, >= 1.0.2)
-      i18n (>= 0.7, < 2)
-      minitest (~> 5.1)
-      tzinfo (~> 1.1)
-    addressable (2.7.0)
-      public_suffix (>= 2.0.2, < 5.0)
-    autoprefixer-rails (9.5.1.1)
-      execjs
-    backports (3.18.1)
-    coffee-script (2.4.1)
-      coffee-script-source
-      execjs
-    coffee-script-source (1.12.2)
-    concurrent-ruby (1.1.7)
-    contracts (0.13.0)
-    dotenv (2.7.6)
-    erubis (2.7.0)
-    execjs (2.7.0)
-    fast_blank (1.0.0)
-    fastimage (2.2.0)
-    ffi (1.13.1)
-    haml (5.1.2)
-      temple (>= 0.8.0)
-      tilt
-    hamster (3.0.0)
-      concurrent-ruby (~> 1.0)
-    hashie (3.6.0)
-    i18n (0.9.5)
-      concurrent-ruby (~> 1.0)
-    kramdown (2.3.0)
-      rexml
-    listen (3.0.8)
-      rb-fsevent (~> 0.9, >= 0.9.4)
-      rb-inotify (~> 0.9, >= 0.9.7)
-    memoist (0.16.2)
-    middleman (4.3.8)
-      coffee-script (~> 2.2)
-      haml (>= 4.0.5)
-      kramdown (>= 2.3.0)
-      middleman-cli (= 4.3.8)
-      middleman-core (= 4.3.8)
-    middleman-autoprefixer (2.10.1)
-      autoprefixer-rails (~> 9.1)
-      middleman-core (>= 3.3.3)
-    middleman-cli (4.3.8)
-      thor (>= 0.17.0, < 2.0)
-    middleman-core (4.3.8)
-      activesupport (>= 4.2, < 6.0)
-      addressable (~> 2.3)
-      backports (~> 3.6)
-      bundler
-      contracts (~> 0.13.0)
-      dotenv
-      erubis
-      execjs (~> 2.0)
-      fast_blank
-      fastimage (~> 2.0)
-      hamster (~> 3.0)
-      hashie (~> 3.4)
-      i18n (~> 0.9.0)
-      listen (~> 3.0.0)
-      memoist (~> 0.14)
-      padrino-helpers (~> 0.13.0)
-      parallel
-      rack (>= 1.4.5, < 3)
-      sassc (~> 2.0)
-      servolux
-      tilt (~> 2.0.9)
-      uglifier (~> 3.0)
-    middleman-sprockets (4.1.1)
-      middleman-core (~> 4.0)
-      sprockets (>= 3.0)
-    middleman-syntax (3.2.0)
-      middleman-core (>= 3.2)
-      rouge (~> 3.2)
-    mini_portile2 (2.5.0)
-    minitest (5.14.1)
-    nokogiri (1.11.0)
-      mini_portile2 (~> 2.5.0)
-      racc (~> 1.4)
-    padrino-helpers (0.13.3.4)
-      i18n (~> 0.6, >= 0.6.7)
-      padrino-support (= 0.13.3.4)
-      tilt (>= 1.4.1, < 3)
-    padrino-support (0.13.3.4)
-      activesupport (>= 3.1)
-    parallel (1.19.2)
-    public_suffix (4.0.5)
-    racc (1.5.2)
-    rack (2.2.3)
-    rb-fsevent (0.10.4)
-    rb-inotify (0.10.1)
-      ffi (~> 1.0)
-    redcarpet (3.5.1)
-    rexml (3.2.4)
-    rouge (3.20.0)
-    sass (3.7.4)
-      sass-listen (~> 4.0.0)
-    sass-listen (4.0.0)
-      rb-fsevent (~> 0.9, >= 0.9.4)
-      rb-inotify (~> 0.9, >= 0.9.7)
-    sassc (2.4.0)
-      ffi (~> 1.9)
-    servolux (0.13.0)
-    sprockets (3.7.2)
-      concurrent-ruby (~> 1.0)
-      rack (> 1, < 3)
-    temple (0.8.2)
-    thor (1.0.1)
-    thread_safe (0.3.6)
-    tilt (2.0.10)
-    tzinfo (1.2.7)
-      thread_safe (~> 0.1)
-    uglifier (3.2.0)
-      execjs (>= 0.3.0, < 3)
-
-PLATFORMS
-  ruby
-
-DEPENDENCIES
-  middleman (~> 4.3)
-  middleman-autoprefixer (~> 2.7)
-  middleman-sprockets (~> 4.1)
-  middleman-syntax (~> 3.2)
-  nokogiri (~> 1.11.0)
-  redcarpet (~> 3.5.1)
-  rouge (~> 3.20)
-  sass
-
-RUBY VERSION
-   ruby 2.3.3p222
-
-BUNDLED WITH
-   2.1.4
diff --git a/README.md b/README.md
index 4a9611c3..27ca5e22 100644
--- a/README.md
+++ b/README.md
@@ -3,3 +3,17 @@
 Repository of documentation REST API WooCommerce.
 
 This project is based on [Slate](https://github.com/tripit/slate).
+
+## Usage ##
+
+To generate docs run:
+
+```bash
+./build.sh
+```
+
+To deploy generated docs:
+
+```bash
+./deploy.sh
+```
diff --git a/Rakefile b/Rakefile
deleted file mode 100644
index 8884b3ef..00000000
--- a/Rakefile
+++ /dev/null
@@ -1,11 +0,0 @@
-require 'middleman-gh-pages'
-require 'rake/clean'
-
-CLOBBER.include('build')
-
-task :default => [:build]
-
-desc "Run a virtual environment"
-task :server do
-  sh "bundle exec middleman server"
-end
diff --git a/build.sh b/build.sh
new file mode 100755
index 00000000..cbc3c6f2
--- /dev/null
+++ b/build.sh
@@ -0,0 +1,5 @@
+#!/usr/bin/env bash
+set -o errexit # Abort if any command fails
+
+rm -rf build
+docker run --rm --name slate -v $(pwd)/build:/srv/slate/build -v $(pwd)/source:/srv/slate/source slatedocs/slate
diff --git a/config.rb b/config.rb
deleted file mode 100644
index 24887979..00000000
--- a/config.rb
+++ /dev/null
@@ -1,58 +0,0 @@
-# Unique header generation
-require './lib/unique_head.rb'
-
-# Markdown
-set :markdown_engine, :redcarpet
-set :markdown,
-    fenced_code_blocks: true,
-    smartypants: true,
-    disable_indented_code_blocks: true,
-    prettify: true,
-    strikethrough: true,
-    tables: true,
-    with_toc_data: true,
-    no_intra_emphasis: true,
-    renderer: UniqueHeadCounter
-
-# Assets
-set :css_dir, 'stylesheets'
-set :js_dir, 'javascripts'
-set :images_dir, 'images'
-set :fonts_dir, 'fonts'
-
-# Activate the syntax highlighter
-activate :syntax
-ready do
-  require './lib/multilang.rb'
-end
-
-activate :sprockets
-
-activate :autoprefixer do |config|
-  config.browsers = ['last 2 version', 'Firefox ESR']
-  config.cascade  = false
-  config.inline   = true
-end
-
-# Github pages require relative links
-activate :relative_assets
-set :relative_links, true
-
-# Build Configuration
-configure :build do
-  # If you're having trouble with Middleman hanging, commenting
-  # out the following two lines has been known to help
-  activate :minify_css
-  activate :minify_javascript
-  # activate :relative_assets
-  # activate :asset_hash
-  # activate :gzip
-end
-
-# Deploy Configuration
-# If you want Middleman to listen on a different port, you can set that below
-set :port, 4567
-
-helpers do
-  require './lib/toc_data.rb'
-end
diff --git a/deploy.sh b/deploy.sh
index f122ba7c..d7d264d8 100755
--- a/deploy.sh
+++ b/deploy.sh
@@ -15,15 +15,8 @@ Options:
                            deploy branch.
   -n, --no-hash            Don't append the source commit's hash to the deploy
                            commit's message.
-      --source-only        Only build but not push
-      --push-only          Only push but not build
 "
 
-
-run_build() {
-  bundle exec middleman build --clean
-}
-
 parse_args() {
   # Set args from a local environment file.
   if [ -e ".env" ]; then
@@ -205,11 +198,4 @@ sanitize() {
   "$@" 2> >(filter 1>&2) | filter
 }
 
-if [[ $1 = --source-only ]]; then
-  run_build
-elif [[ $1 = --push-only ]]; then
-  main "$@"
-else
-  run_build
-  main "$@"
-fi
+main "$@"
diff --git a/lib/multilang.rb b/lib/multilang.rb
deleted file mode 100644
index 36fbe5b1..00000000
--- a/lib/multilang.rb
+++ /dev/null
@@ -1,16 +0,0 @@
-module Multilang
-  def block_code(code, full_lang_name)
-    if full_lang_name
-      parts = full_lang_name.split('--')
-      rouge_lang_name = (parts) ? parts[0] : "" # just parts[0] here causes null ref exception when no language specified
-      super(code, rouge_lang_name).sub("highlight #{rouge_lang_name}") do |match|
-        match + " tab-" + full_lang_name
-      end
-    else
-      super(code, full_lang_name)
-    end
-  end
-end
-
-require 'middleman-core/renderers/redcarpet'
-Middleman::Renderers::MiddlemanRedcarpetHTML.send :include, Multilang
diff --git a/lib/nesting_unique_head.rb b/lib/nesting_unique_head.rb
deleted file mode 100644
index 01278371..00000000
--- a/lib/nesting_unique_head.rb
+++ /dev/null
@@ -1,22 +0,0 @@
-# Nested unique header generation
-require 'middleman-core/renderers/redcarpet'
-
-class NestingUniqueHeadCounter < Middleman::Renderers::MiddlemanRedcarpetHTML
-  def initialize
-    super
-    @@headers_history = {} if !defined?(@@headers_history)
-  end
-
-  def header(text, header_level)
-    friendly_text = text.gsub(/<[^>]*>/,"").parameterize
-    @@headers_history[header_level] = text.parameterize
-
-    if header_level > 1
-      for i in (header_level - 1).downto(1)
-        friendly_text.prepend("#{@@headers_history[i]}-") if @@headers_history.key?(i)
-      end
-    end
-
-    return "<h#{header_level} id='#{friendly_text}'>#{text}</h#{header_level}>"
-  end
-end
diff --git a/lib/toc_data.rb b/lib/toc_data.rb
deleted file mode 100644
index 4a04efee..00000000
--- a/lib/toc_data.rb
+++ /dev/null
@@ -1,31 +0,0 @@
-require 'nokogiri'
-
-def toc_data(page_content)
-  html_doc = Nokogiri::HTML::DocumentFragment.parse(page_content)
-
-  # get a flat list of headers
-  headers = []
-  html_doc.css('h1, h2, h3').each do |header|
-    headers.push({
-      id: header.attribute('id').to_s,
-      content: header.children,
-      title: header.children.to_s.gsub(/<[^>]*>/, ''),
-      level: header.name[1].to_i,
-      children: []
-    })
-  end
-
-  [3,2].each do |header_level|
-    header_to_nest = nil
-    headers = headers.reject do |header|
-      if header[:level] == header_level
-        header_to_nest[:children].push header if header_to_nest
-        true
-      else
-        header_to_nest = header if header[:level] < header_level
-        false
-      end
-    end
-  end
-  headers
-end
diff --git a/lib/unique_head.rb b/lib/unique_head.rb
deleted file mode 100644
index d42bab2a..00000000
--- a/lib/unique_head.rb
+++ /dev/null
@@ -1,24 +0,0 @@
-# Unique header generation
-require 'middleman-core/renderers/redcarpet'
-require 'digest'
-class UniqueHeadCounter < Middleman::Renderers::MiddlemanRedcarpetHTML
-  def initialize
-    super
-    @head_count = {}
-  end
-  def header(text, header_level)
-    friendly_text = text.gsub(/<[^>]*>/,"").parameterize
-    if friendly_text.strip.length == 0
-      # Looks like parameterize removed the whole thing! It removes many unicode
-      # characters like Chinese and Russian. To get a unique URL, let's just
-      # URI escape the whole header
-      friendly_text = Digest::SHA1.hexdigest(text)[0,10]
-    end
-    @head_count[friendly_text] ||= 0
-    @head_count[friendly_text] += 1
-    if @head_count[friendly_text] > 1
-      friendly_text += "-#{@head_count[friendly_text]}"
-    end
-    return "<h#{header_level} id='#{friendly_text}'>#{text}</h#{header_level}>"
-  end
-end