diff --git a/.github/workflows/docker-image-build.yml b/.github/workflows/docker-image-build.yml
new file mode 100644
index 00000000..6b41b4e8
--- /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 ./scripts/docker/build
diff --git a/.travis.yml b/.travis.yml
index ff7be9a8..d8d9c25c 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -16,25 +16,7 @@ cache:
 jobs:
   fast_finish: true
   include:
-    - name: "Docker publish"
-      if: NOT type = pull_request
-      install: sudo bash ./scripts/docker/install-docker
-      script: bash ./scripts/docker/build
-      # Overwrite all common steps that have to be different
-      before_script: echo "Before script"
-      after_success: echo "After success"
-    - name: "CI"
-      node_js: '12.16.3'
-      # Before deploying, build dist file for current travis tag
-      before_deploy: npm run build ${TRAVIS_TAG#?}
-      deploy:
-        - provider: releases
-          api_key:
-            secure: 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
-          file: "./dist/shlink-web-client_${TRAVIS_TAG#?}_dist.zip"
-          skip_cleanup: true
-          on:
-            tags: true
+    - node_js: '12.16.3'
 
 install:
   - npm ci
@@ -51,3 +33,15 @@ script:
 
 after_success:
   - node_modules/.bin/ocular coverage/clover.xml
+
+# Before deploying, build dist file for current travis tag
+before_deploy: npm run build ${TRAVIS_TAG#?}
+
+deploy:
+  - provider: releases
+    api_key:
+      secure: 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
+    file: "./dist/shlink-web-client_${TRAVIS_TAG#?}_dist.zip"
+    skip_cleanup: true
+    on:
+      tags: true
diff --git a/scripts/docker/build b/scripts/docker/build
index a681ae78..e7b0c8a4 100755
--- a/scripts/docker/build
+++ b/scripts/docker/build
@@ -1,33 +1,25 @@
 #!/bin/bash
 
-set -e
+set -ex
 
-#PLATFORMS="linux/arm/v7,linux/arm64/v8,linux/amd64"
-PLATFORMS="linux/amd64"
+PLATFORMS="linux/arm/v7,linux/arm64/v8,linux/amd64"
 DOCKER_IMAGE="shlinkio/shlink-web-client"
-BUILDX_VER=v0.4.1
-export DOCKER_CLI_EXPERIMENTAL=enabled
 
-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 [[ -z $TRAVIS_TAG ]]; then
+if [[ "$GITHUB_REF" == *"main"* ]]; then
   docker buildx build --push \
     --platform ${PLATFORMS} \
     -t ${DOCKER_IMAGE}:latest .
 
+# If ref is not main, then this is a tag. Build that docker tag and also "stable"
 else
-  TAGS="-t ${DOCKER_IMAGE}:${TRAVIS_TAG#?}"
+  VERSION=${GITHUB_REF#refs/tags/v}
+  TAGS="-t ${DOCKER_IMAGE}:${VERSION}"
+
   # Push stable tag only if this is not an alpha or beta release
-  [[ $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 VERSION=${TRAVIS_TAG#?} \
+    --build-arg VERSION=${VERSION} \
     --platform ${PLATFORMS} \
     ${TAGS} .
 fi
diff --git a/scripts/docker/install-docker b/scripts/docker/install-docker
deleted file mode 100755
index 58289a16..00000000
--- a/scripts/docker/install-docker
+++ /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