diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 42668e46f..8ab842eeb 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -6,6 +6,7 @@ on:
       - master
       - develop
       - github_actions_tests
+      - rpi_crosscompile
     tags:
     release:
       types: [published]
@@ -226,25 +227,37 @@ jobs:
         user: __token__
         password: ${{ secrets.pypi_password }}
 
+    - name: Dockerhub login
+      env:
+        DOCKER_PASSWORD: ${{ secrets.DOCKER_PASSWORD }}
+        DOCKER_USERNAME: ${{ secrets.DOCKER_USERNAME }}
+      run: |
+        echo "${DOCKER_PASSWORD}" | docker login --username ${DOCKER_USERNAME} --password-stdin
+
     - name: Build and test and push docker image
       env:
         IMAGE_NAME: freqtradeorg/freqtrade
-        DOCKER_USERNAME: ${{ secrets.DOCKER_USERNAME }}
-        DOCKER_PASSWORD: ${{ secrets.DOCKER_PASSWORD }}
         BRANCH_NAME: ${{ steps.extract_branch.outputs.branch }}
       run: |
         build_helpers/publish_docker.sh
 
-    - name: Build raspberry image for ${{ steps.extract_branch.outputs.branch }}_pi
-      uses: elgohr/Publish-Docker-Github-Action@2.7
+    - name: Set up Docker Buildx
+      id: buildx
+      uses: crazy-max/ghaction-docker-buildx@v1
       with:
-        name: freqtradeorg/freqtrade:${{ steps.extract_branch.outputs.branch }}_pi
-        username: ${{ secrets.DOCKER_USERNAME }}
-        password: ${{ secrets.DOCKER_PASSWORD }}
-        dockerfile: Dockerfile.pi
-        # cache: true
-        cache: ${{ github.event_name != 'schedule' }}
-        tag_names: true
+        buildx-version: latest
+        qemu-version: latest
+
+    - name: Available platforms
+      run: echo ${{ steps.buildx.outputs.platforms }}
+
+    - name: Build Raspberry docker image
+      env:
+        IMAGE_NAME: freqtradeorg/freqtrade
+        BRANCH_NAME: ${{ steps.extract_branch.outputs.branch }}
+      run: |
+        build_helpers/publish_docker_pi.sh
+
 
     - name: Slack Notification
       uses: homoluctus/slatify@v1.8.0
diff --git a/Dockerfile.armhf b/Dockerfile.armhf
new file mode 100644
index 000000000..d6e2aa3a1
--- /dev/null
+++ b/Dockerfile.armhf
@@ -0,0 +1,29 @@
+FROM --platform=linux/arm/v7 python:3.7.7-slim-buster
+
+RUN apt-get update \
+  && apt-get -y install curl build-essential libssl-dev libatlas3-base libgfortran5 \
+  && apt-get clean \
+  && pip install --upgrade pip \
+  && echo "[global]\nextra-index-url=https://www.piwheels.org/simple" > /etc/pip.conf
+
+# Prepare environment
+RUN mkdir /freqtrade
+WORKDIR /freqtrade
+
+# Install TA-lib
+COPY build_helpers/* /tmp/
+RUN cd /tmp && /tmp/install_ta-lib.sh && rm -r /tmp/*ta-lib*
+
+ENV LD_LIBRARY_PATH /usr/local/lib
+
+# Install dependencies
+COPY requirements.txt requirements-common.txt /freqtrade/
+RUN pip install numpy --no-cache-dir \
+  && pip install -r requirements.txt --no-cache-dir
+
+# Install and execute
+COPY . /freqtrade/
+RUN pip install -e . --no-cache-dir
+ENTRYPOINT ["freqtrade"]
+# Default to trade mode
+CMD [ "trade" ]
diff --git a/build_helpers/publish_docker.sh b/build_helpers/publish_docker.sh
index 013644563..03a95161b 100755
--- a/build_helpers/publish_docker.sh
+++ b/build_helpers/publish_docker.sh
@@ -42,14 +42,6 @@ if [ "${TAG}" = "develop" ]; then
     docker tag freqtrade:$TAG ${IMAGE_NAME}:latest
 fi
 
-# Login
-docker login -u $DOCKER_USERNAME -p $DOCKER_PASSWORD
-
-if [ $? -ne 0 ]; then
-    echo "failed login"
-    return 1
-fi
-
 # Show all available images
 docker images
 
diff --git a/build_helpers/publish_docker_pi.sh b/build_helpers/publish_docker_pi.sh
new file mode 100755
index 000000000..744f6e196
--- /dev/null
+++ b/build_helpers/publish_docker_pi.sh
@@ -0,0 +1,45 @@
+#!/bin/sh
+
+# The below assumes a correctly setup docker buildx environment
+
+# Replace / with _ to create a valid tag
+TAG=$(echo "${BRANCH_NAME}" | sed -e "s/\//_/g")
+PI_PLATFORM="linux/arm/v7"
+echo "Running for ${TAG}"
+
+# Add commit and commit_message to docker container
+echo "${GITHUB_SHA}" > freqtrade_commit
+
+if [ "${GITHUB_EVENT_NAME}" = "schedule" ]; then
+    echo "event ${GITHUB_EVENT_NAME}: full rebuild - skipping cache"
+    docker buildx build --platform linux/arm/v7 -t ${IMAGE_NAME}:${TAG} --push .
+else
+    echo "event ${GITHUB_EVENT_NAME}: building with cache"
+    # Pull last build to avoid rebuilding the whole image
+    docker pull --platform ${PI_PLATFORM} ${IMAGE_NAME}:${TAG}
+    docker buildx build --cache-from ${IMAGE_NAME}:${TAG} --platform ${PI_PLATFORM} -t ${IMAGE_NAME}:${TAG} --push .
+fi
+
+if [ $? -ne 0 ]; then
+    echo "failed building image"
+    return 1
+fi
+
+# Tag as latest for develop builds
+if [ "${TAG}" = "develop" ]; then
+    docker tag ${IMAGE_NAME}:$TAG ${IMAGE_NAME}:latest
+fi
+
+if [ $? -ne 0 ]; then
+    echo "failed login"
+    return 1
+fi
+
+# Show all available images
+docker images
+
+docker push ${IMAGE_NAME}
+if [ $? -ne 0 ]; then
+    echo "failed pushing to repo"
+    return 1
+fi