diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index ea766d77d..1ec0f22ae 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -6,6 +6,7 @@ on:
       - master
       - stable
       - develop
+      - test_multiarch
     tags:
   release:
     types: [published]
@@ -75,7 +76,7 @@ jobs:
         COVERALLS_REPO_TOKEN: 6D1m0xupS3FgutfuGao8keFf9Hc0FpIXu
       run: |
         # Allow failure for coveralls
-        coveralls -v  || true
+        coveralls || true
 
     - name: Backtesting
       run: |
@@ -392,19 +393,12 @@ jobs:
     - name: Available platforms
       run: echo ${{ steps.buildx.outputs.platforms }}
 
-    - name: Build and test and push docker image
+    - name: Build and test and push docker images
       env:
         IMAGE_NAME: freqtradeorg/freqtrade
         BRANCH_NAME: ${{ steps.extract_branch.outputs.branch }}
       run: |
-        build_helpers/publish_docker.sh
-
-    - name: Build Raspberry docker image
-      env:
-        IMAGE_NAME: freqtradeorg/freqtrade
-        BRANCH_NAME: ${{ steps.extract_branch.outputs.branch }}
-      run: |
-        build_helpers/publish_docker_pi.sh
+        build_helpers/publish_docker_multi.sh
 
 
     - name: Slack Notification
diff --git a/.travis.yml b/.travis.yml
index 03a8df49b..4535c44cb 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -46,12 +46,6 @@ jobs:
     - script: mypy freqtrade scripts
       name: mypy
 
-    # - stage: docker
-    #   if: branch in (master, develop, feat/improve_travis) AND (type in (push, cron))
-    #   script:
-    #     - build_helpers/publish_docker.sh
-    #   name: "Build and test and push docker image"
-
 notifications:
   slack:
     secure: 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
diff --git a/build_helpers/publish_docker.sh b/build_helpers/publish_docker_multi.sh
similarity index 54%
rename from build_helpers/publish_docker.sh
rename to build_helpers/publish_docker_multi.sh
index da9fc4e34..a6b06ce7d 100755
--- a/build_helpers/publish_docker.sh
+++ b/build_helpers/publish_docker_multi.sh
@@ -1,21 +1,48 @@
 #!/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")
 TAG_PLOT=${TAG}_plot
+TAG_PI="${TAG}_pi"
+
+PI_PLATFORM="linux/arm/v7"
 echo "Running for ${TAG}"
+CACHE_TAG=freqtradeorg/freqtrade_cache:${TAG}_cache
 
 # Add commit and commit_message to docker container
 echo "${GITHUB_SHA}" > freqtrade_commit
 
 if [ "${GITHUB_EVENT_NAME}" = "schedule" ]; then
     echo "event ${GITHUB_EVENT_NAME}: full rebuild - skipping cache"
+    # Build regular image
     docker build -t freqtrade:${TAG} .
+    # Build PI image
+    docker buildx build \
+        --cache-to=type=registry,ref=${CACHE_TAG} \
+        -f docker/Dockerfile.armhf \
+        --platform ${PI_PLATFORM} \
+        -t ${IMAGE_NAME}:${TAG_PI} --push .
 else
     echo "event ${GITHUB_EVENT_NAME}: building with cache"
-    # Pull last build to avoid rebuilding the whole image
+    # Build regular image
     docker pull ${IMAGE_NAME}:${TAG}
     docker build --cache-from ${IMAGE_NAME}:${TAG} -t freqtrade:${TAG} .
+
+    # Pull last build to avoid rebuilding the whole image
+    # docker pull --platform ${PI_PLATFORM} ${IMAGE_NAME}:${TAG}
+    docker buildx build \
+        --cache-from=type=registry,ref=${CACHE_TAG} \
+        --cache-to=type=registry,ref=${CACHE_TAG} \
+        -f docker/Dockerfile.armhf \
+        --platform ${PI_PLATFORM} \
+        -t ${IMAGE_NAME}:${TAG_PI} --push .
+fi
+
+if [ $? -ne 0 ]; then
+    echo "failed building multiarch images"
+    return 1
 fi
 # Tag image for upload and next build step
 docker tag freqtrade:$TAG ${IMAGE_NAME}:$TAG
@@ -24,11 +51,6 @@ docker build --cache-from freqtrade:${TAG} --build-arg sourceimage=${TAG} -t fre
 
 docker tag freqtrade:$TAG_PLOT ${IMAGE_NAME}:$TAG_PLOT
 
-if [ $? -ne 0 ]; then
-    echo "failed building image"
-    return 1
-fi
-
 # Run backtest
 docker run --rm -v $(pwd)/config_bittrex.json.example:/freqtrade/config.json:ro -v $(pwd)/tests:/tests freqtrade:${TAG} backtesting --datadir /tests/testdata --strategy-path /tests/strategy/strats/ --strategy DefaultStrategy
 
@@ -37,24 +59,29 @@ if [ $? -ne 0 ]; then
     return 1
 fi
 
-if [ $? -ne 0 ]; then
-    echo "failed tagging image"
-    return 1
-fi
-
-# Tag as latest for develop builds
-if [ "${TAG}" = "develop" ]; then
-    docker tag freqtrade:$TAG ${IMAGE_NAME}:latest
-fi
-
-# Show all available images
 docker images
 
 docker push ${IMAGE_NAME}
 docker push ${IMAGE_NAME}:$TAG_PLOT
 docker push ${IMAGE_NAME}:$TAG
 
+# Create multiarch image
+# Make sure that all images contained here are pushed to github first.
+# Otherwise installation might fail.
+
+docker manifest create freqtradeorg/freqtrade:${TAG} ${IMAGE_NAME}:${TAG} ${IMAGE_NAME}:${TAG_PI}
+docker manifest push freqtradeorg/freqtrade:${TAG}
+
+# Tag as latest for develop builds
+if [ "${TAG}" = "develop" ]; then
+    docker manifest create freqtradeorg/freqtrade:latest ${IMAGE_NAME}:${TAG} ${IMAGE_NAME}:${TAG_PI}
+    docker manifest push freqtradeorg/freqtrade:latest
+fi
+
+
+docker images
+
 if [ $? -ne 0 ]; then
-    echo "failed pushing repo"
+    echo "failed building image"
     return 1
 fi
diff --git a/build_helpers/publish_docker_pi.sh b/build_helpers/publish_docker_pi.sh
deleted file mode 100755
index c7024828b..000000000
--- a/build_helpers/publish_docker_pi.sh
+++ /dev/null
@@ -1,49 +0,0 @@
-#!/bin/sh
-
-# The below assumes a correctly setup docker buildx environment
-
-# Replace / with _ to create a valid tag
-TAG_ORIG=$(echo "${BRANCH_NAME}" | sed -e "s/\//_/g")
-TAG="${TAG_ORIG}_pi"
-
-PI_PLATFORM="linux/arm/v7"
-echo "Running for ${TAG}"
-CACHE_TAG=freqtradeorg/freqtrade_cache:${TAG}_cache
-
-# Add commit and commit_message to docker container
-echo "${GITHUB_SHA}" > freqtrade_commit
-
-if [ "${GITHUB_EVENT_NAME}" = "schedule" ]; then
-    echo "event ${GITHUB_EVENT_NAME}: full rebuild - skipping cache"
-    docker buildx build \
-        --cache-to=type=registry,ref=${CACHE_TAG} \
-        -f docker/Dockerfile.armhf \
-        --platform ${PI_PLATFORM} \
-        -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=type=registry,ref=${CACHE_TAG} \
-        --cache-to=type=registry,ref=${CACHE_TAG} \
-        -f docker/Dockerfile.armhf \
-        --platform ${PI_PLATFORM} \
-        -t ${IMAGE_NAME}:${TAG} --push .
-fi
-
-docker images
-
-# Create multiarch image
-# Make sure that all images contained here are pushed to github first.
-# Otherwise installation might fail.
-
-docker manifest create freqtradeorg/freqtrade:${TAG_ORIG} ${IMAGE_NAME}:${TAG_ORIG} ${IMAGE_NAME}:${TAG}
-docker manifest push freqtradeorg/freqtrade:${TAG_ORIG}
-
-docker images
-
-if [ $? -ne 0 ]; then
-    echo "failed building image"
-    return 1
-fi
diff --git a/docker/Dockerfile.armhf b/docker/Dockerfile.armhf
index 8abf0e44b..f9827774e 100644
--- a/docker/Dockerfile.armhf
+++ b/docker/Dockerfile.armhf
@@ -1,4 +1,4 @@
-FROM --platform=linux/arm/v7 python:3.7.10-slim-buster as base
+FROM python:3.7.10-slim-buster as base
 
 # Setup env
 ENV LANG C.UTF-8
@@ -11,7 +11,7 @@ ENV FT_APP_ENV="docker"
 # Prepare environment
 RUN mkdir /freqtrade \
   && apt-get update \
-  && apt-get -y install sudo libatlas3-base curl sqlite3 libhdf5-serial-dev  \
+  && apt-get -y install sudo libatlas3-base curl sqlite3 libhdf5-dev \
   && apt-get clean \
   && useradd -u 1000 -G sudo -U -m ftuser \
   && chown ftuser:ftuser /freqtrade \
@@ -23,7 +23,7 @@ WORKDIR /freqtrade
 # Install dependencies
 FROM base as python-deps
 RUN  apt-get update \
-  && apt-get -y install build-essential libssl-dev libffi-dev libgfortran5 \
+  && apt-get -y install build-essential libssl-dev libffi-dev libgfortran5 pkg-config cmake gcc \
   && apt-get clean \
   && pip install --upgrade pip \
   && echo "[global]\nextra-index-url=https://www.piwheels.org/simple" > /etc/pip.conf