diff --git a/.github/workflows/docker-image-build.yml b/.github/workflows/docker-image-build.yml
new file mode 100644
index 00000000..64ccaa17
--- /dev/null
+++ b/.github/workflows/docker-image-build.yml
@@ -0,0 +1,24 @@
+name: Build docker image
+
+on:
+  push:
+    branches:
+      - develop
+    tags:
+      - 'v*'
+
+jobs:
+  build:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v2
+      - name: Install buildx
+        id: buildx
+        uses: crazy-max/ghaction-docker-buildx@v1
+        with:
+          buildx-version: latest
+      - name: Login to docker hub
+        run: echo "${{ secrets.DOCKER_PASSWORD }}" | docker login -u "${{ secrets.DOCKER_USERNAME }}" --password-stdin
+      - name: Build the image
+        run: bash ./docker/build
diff --git a/.travis.yml b/.travis.yml
index e2d901d1..c36f9984 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -18,14 +18,6 @@ jobs:
   allow_failures:
     - php: 'nightly'
   include:
-    - name: "Docker publish"
-      if: NOT type = pull_request
-      # Overwrite all common steps that have to be different
-      before_install: echo "Before install"
-      install: sudo ./data/infra/ci/install-docker.sh
-      before_script: echo "Before script"
-      script: bash ./docker/build
-      after_success: echo "After success"
     - name: "CI - 8.0"
       php: 'nightly'
       env:
@@ -47,7 +39,6 @@ jobs:
           on:
             tags: true
 
-# Common steps for all jobs
 before_install:
   - echo 'extension = apcu.so' >> ~/.phpenv/versions/$(phpenv version-name)/etc/php.ini
   - phpenv config-rm xdebug.ini || return 0
diff --git a/data/infra/ci/install-docker.sh b/data/infra/ci/install-docker.sh
deleted file mode 100755
index 58289a16..00000000
--- a/data/infra/ci/install-docker.sh
+++ /dev/null
@@ -1,12 +0,0 @@
-#!/usr/bin/env bash
-
-set -ex
-
-# install latest docker version
-curl -fsSL https://download.docker.com/linux/ubuntu/gpg | sudo apt-key add -
-add-apt-repository "deb [arch=amd64] https://download.docker.com/linux/ubuntu $(lsb_release -cs) stable"
-apt-get update
-apt-get -y -o Dpkg::Options::="--force-confnew" install docker-ce
-
-# enable multiarch execution
-docker run --rm --privileged multiarch/qemu-user-static --reset -p yes
diff --git a/docker/build b/docker/build
index a2855fdf..0302d607 100755
--- a/docker/build
+++ b/docker/build
@@ -2,33 +2,23 @@
 
 set -e
 
-# PLATFORMS="linux/arm/v7,linux/arm64/v8,linux/amd64"
-PLATFORMS="linux/amd64"
-DOCKER_IMAGE="shlinkio/shlink"
-BUILDX_VER=v0.4.1
-export DOCKER_CLI_EXPERIMENTAL=enabled
+PLATFORMS="linux/arm/v7,linux/arm64/v8,linux/amd64"
+# PLATFORMS="linux/amd64"
+DOCKER_IMAGE="shlinkio/lab"
 
-mkdir -vp ~/.docker/cli-plugins/ ~/dockercache
-curl --silent -L "https://github.com/docker/buildx/releases/download/${BUILDX_VER}/buildx-${BUILDX_VER}.linux-amd64" > ~/.docker/cli-plugins/docker-buildx
-chmod a+x ~/.docker/cli-plugins/docker-buildx
-
-docker buildx create --use
-
-echo "$DOCKER_PASSWORD" | docker login -u "$DOCKER_USERNAME" --password-stdin
-
-# If there is a tag, regardless the branch, build that docker tag and also "stable"
-if [[ ! -z $TRAVIS_TAG ]]; then
-  TAGS="-t ${DOCKER_IMAGE}:${TRAVIS_TAG#?}"
+# If ref is not develop, then this is a tag. Build that docker tag and also "stable"
+if [[ "$GITHUB_REF" != *"develop"* ]]; then
+  TAGS="-t ${DOCKER_IMAGE}:${GITHUB_REF#?}"
   # Push stable tag only if this is not an alpha or beta tag
-  [[ $TRAVIS_TAG != *"alpha"* && $TRAVIS_TAG != *"beta"* ]] && TAGS="${TAGS} -t ${DOCKER_IMAGE}:stable"
+  [[ $GITHUB_REF != *"alpha"* && $GITHUB_REF != *"beta"* ]] && TAGS="${TAGS} -t ${DOCKER_IMAGE}:stable"
 
   docker buildx build --push \
-    --build-arg SHLINK_VERSION=${TRAVIS_TAG#?} \
+    --build-arg SHLINK_VERSION=${GITHUB_REF#?} \
     --platform ${PLATFORMS} \
     ${TAGS} .
 
-# If build branch is develop, build latest (on main branch, when there's no tag, do not build anything)
-elif [[ "$TRAVIS_BRANCH" == 'develop' ]]; then
+# If build branch is develop, build latest
+elif [[ "$GITHUB_REF" == *"develop"* ]]; then
   docker buildx build --push \
     --platform ${PLATFORMS} \
     -t ${DOCKER_IMAGE}:latest .