diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
new file mode 100644
index 00000000..1714f237
--- /dev/null
+++ b/.github/workflows/build.yml
@@ -0,0 +1,39 @@
+name: CI
+
+on: [push] # FIXME: Temporarily avoid building PRs while setting up the CI
+
+jobs:
+  test:
+    runs-on: ubuntu-22.04
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Set environment up
+        run: |
+          mv docker-compose.ci.yml docker-compose.override.yml
+          docker compose pull
+          docker compose up --wait db
+          docker compose build
+          docker compose exec db createdb planwise-test -U postgres
+          docker compose run --rm client npm install
+
+      - name: Run specs
+        env:
+          JVM_OPTS: -Xmx3200m
+        run: |
+          docker compose up --wait db
+          docker compose run --rm -e JVM_OPTS app lein test
+          docker compose run --rm client npm run test
+          docker compose run --rm app lein check-format
+
+  build:
+    needs: test
+    runs-on: ubuntu-22.04
+    env:
+      DOCKER_REPOSITORY: 'instedd/planwise'
+      DOCKER_USER: ${{ secrets.DOCKER_USER }}
+      DOCKER_PASS: ${{ secrets.DOCKER_PASS }}
+    steps:
+      - uses: actions/checkout@v4
+      - name: Build image & push to Docker Hub
+        run: ./build.sh
diff --git a/Dockerfile b/Dockerfile
index 79251375..8d4131d9 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,5 +1,31 @@
+FROM clojure:lein-2.8.1 AS build
+
+RUN echo 'deb http://archive.debian.org/debian stretch main\n\
+          deb http://archive.debian.org/debian-security stretch/updates main' > /etc/apt/sources.list
+
+RUN apt update && \
+    apt install -y build-essential cmake \
+                   libboost-timer-dev libboost-program-options-dev \
+                   libboost-filesystem-dev \
+                   libpq-dev libgdal-dev postgresql-client libpq-dev \
+                   gdal-bin python-gdal libgdal-java \
+                   && \
+    curl -sL https://deb.nodesource.com/setup_9.x | bash - && \
+    apt-get install -y nodejs
+
+WORKDIR /app
+
+COPY . /app
+
+RUN cd client && npm install && npm run release
+RUN lein uberjar
+RUN scripts/build-binaries --release
+
 FROM openjdk:8u242-jre-stretch
 
+RUN echo 'deb http://archive.debian.org/debian stretch main\n\
+          deb http://archive.debian.org/debian-security stretch/updates main' > /etc/apt/sources.list
+
 # Install package dependencies and add precompiled binary
 RUN for i in {1..5}; do \
        (apt-get update \
@@ -10,18 +36,24 @@ RUN for i in {1..5}; do \
   && rm -rf /var/lib/apt/lists/*
 
 # Add scripts
-ADD scripts/ /app/scripts/
+COPY --from=build /app/scripts/ /app/scripts/
 ENV SCRIPTS_PATH /app/scripts/
 
 # Add project compiled binaries
-ADD cpp/build-linux-x86_64/aggregate-population /app/bin/aggregate-population
-ADD cpp/build-linux-x86_64/walking-coverage /app/bin/walking-coverage
+COPY --from=build /app/cpp/build-linux-x86_64/aggregate-population /app/bin/aggregate-population
+COPY --from=build /app/cpp/build-linux-x86_64/walking-coverage /app/bin/walking-coverage
 ENV BIN_PATH /app/bin/
 
 # Add uberjar with app
-ADD ./target/uberjar/planwise-standalone.jar /app/lib/
+COPY --from=build /app/target/uberjar/planwise-standalone.jar /app/lib/
 ENV JAR_PATH /app/lib/planwise-standalone.jar
 
+# Add app version file
+COPY --from=build /app/resources/planwise/version /app/VERSION
+
+# Expose JNI libs to app
+ENV LD_LIBRARY_PATH=/usr/lib/jni
+
 # Exposed port
 ENV PORT 80
 EXPOSE $PORT
diff --git a/Dockerfile-dev b/Dockerfile-dev
index 1bd4bc93..c7b89a76 100644
--- a/Dockerfile-dev
+++ b/Dockerfile-dev
@@ -1,5 +1,8 @@
 FROM clojure:lein-2.8.1
 
+RUN echo 'deb http://archive.debian.org/debian stretch main\n\
+          deb http://archive.debian.org/debian-security stretch/updates main' > /etc/apt/sources.list
+
 RUN apt update && \
     apt install -y build-essential cmake \
                    libboost-timer-dev libboost-program-options-dev \
@@ -11,4 +14,3 @@ RUN apt update && \
     apt-get install -y nodejs
 
 WORKDIR /app
-
diff --git a/build.sh b/build.sh
new file mode 100755
index 00000000..b652acf7
--- /dev/null
+++ b/build.sh
@@ -0,0 +1,13 @@
+#!/bin/bash
+set -eo pipefail
+
+source <(curl -s https://raw.githubusercontent.com/manastech/ci-docker-builder/d3406587def914918666ef41c0637d6b739fdf7d/build.sh)
+
+dockerSetup
+echo $VERSION > VERSION
+echo $VERSION > resources/planwise/version
+
+dockerBuildAndPush
+# FIXME: build & push mapcache
+# FIXME: build & push mapserver
+# FIXME: build & push tools
diff --git a/docker-compose.ci.yml b/docker-compose.ci.yml
index 20ded0b4..b0f85422 100644
--- a/docker-compose.ci.yml
+++ b/docker-compose.ci.yml
@@ -2,9 +2,6 @@ version: '2'
 
 services:
   app:
-    volumes:
-      - .:/app
-      - ~/cache/.m2:/root/.m2
     environment:
       DATABASE_URL: "jdbc:postgresql://db/planwise?user=postgres&password=planwise"
       TEST_DATABASE_URL: "jdbc:postgresql://db/planwise-test?user=postgres&password=planwise"
diff --git a/docker-compose.yml b/docker-compose.yml
index f2b11940..89e0758d 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -5,11 +5,12 @@ services:
     build:
       dockerfile: Dockerfile-dev
       context: .
+    platform: linux/amd64
     volumes:
       - ".:/app"
       - m2:/root/.m2
-      - "~/.lein:/root/.lein"
-    links:
+      - "lein:/root/.lein"
+    depends_on:
       - db
     env_file:
       - ./docker-env
@@ -22,6 +23,7 @@ services:
     build:
       dockerfile: Dockerfile-dev
       context: .
+    platform: linux/amd64
     volumes:
       - ".:/app"
       - m2:/root/.m2
@@ -46,7 +48,7 @@ services:
     image: camptocamp/mapcache:1.4
     volumes:
       - "./mapserver/mapcache.xml:/mapcache/mapcache.xml:ro"
-    links:
+    depends_on:
       - mapserver
     ports:
       - "5002:80"
@@ -61,16 +63,18 @@ services:
 
   tools:
     image: instedd/planwise-tools
+    platform: linux/amd64
     build:
       context: scripts
     env_file:
       - ./docker-env
     volumes:
       - "./data:/data"
-    links:
+    depends_on:
       - db
 
 volumes:
   db:
+  lein:
   m2:
   node_modules: