diff --git a/.github/workflows/ci.yaml b/.github/workflows/ci.yaml
index 21b7395a..84b0ccb3 100644
--- a/.github/workflows/ci.yaml
+++ b/.github/workflows/ci.yaml
@@ -18,7 +18,8 @@ jobs:
         uses: actions/checkout@v4
         with:
           submodules: recursive
-          token: ${{ secrets.PAT_TOKEN }}
+          token: ${{ secrets.GHCR_TOKEN }}
+          #fetch-depth: 1
       # See https://github.com/marketplace/actions/setup-micromamba
       - name: Install conda env
         uses: mamba-org/setup-micromamba@v1.8.1
diff --git a/.github/workflows/cicd_deploy.yml b/.github/workflows/cicd_deploy.yml
new file mode 100644
index 00000000..8a0454d1
--- /dev/null
+++ b/.github/workflows/cicd_deploy.yml
@@ -0,0 +1,83 @@
+name: cicd_deploy
+
+on:
+  pull_request:
+    branches:
+      - main
+      - dev
+
+env:
+  IMAGE_NAME: ${{ github.repository }}
+  REGISTRY: ghcr.io
+  DOCKER_IMAGE_NAME: lidro
+  TEST_TAG: lidro:test
+
+jobs:
+  deploy_docker:
+    runs-on: ubuntu-latest
+
+    steps:
+    - name: Checkout branch
+      uses: actions/checkout@v4
+      with:
+        submodules: recursive
+        token: ${{ secrets.GHCR_TOKEN }}
+    # build the image
+    - name: Build Docker image for tests
+      id: build
+      uses: docker/build-push-action@v5
+      with:
+        load: true
+        tags: ${{ env.TEST_TAG }}
+
+    - name: Run tests in docker
+      run: >
+        docker run
+        --ipc=host
+        ${{ env.TEST_TAG }}
+        python -m pytest -m docker -s --log-cli-level DEBUG
+
+    - name: Set version number
+      run: |
+        echo "VERSION=v$(python -m lidro.version)" >> $GITHUB_ENV
+
+    - name: Check tag and version number consistency
+      if: ${{ github.event_name == 'tag' }}
+      run: |
+        if [[ ${{ github.ref_name }} == ${{ env.VERSION }} ]]
+        then
+        echo "OK: Tag name and VERSION.md (${{ env.VERSION }}) version number (${{ github.ref_name }}) match"
+        else
+        echo "NOK: Tag name and VERSION.md (${{ env.VERSION }}) version number (${{ github.ref_name }}) don't match"
+        exit 1
+        fi
+
+    # Login against a Docker registry except on PR
+    # https://github.com/docker/login-action
+    - name: Log into registry ${{ env.REGISTRY }}
+      if: github.event_name != 'pull_request'
+      uses: docker/login-action@v2
+      with:
+        registry: ${{ env.REGISTRY }}
+        username: ${{ github.actor }}
+        password: ${{ secrets.GHCR_TOKEN }}
+
+    # Extract metadata (tags, labels) for Docker
+    # https://github.com/docker/metadata-action
+    - name: Extract Docker metadata
+      id: meta
+      uses: docker/metadata-action@v5
+      with:
+        images: ${{ env.REGISTRY }}/${{ env.IMAGE_NAME }}
+
+    # Build and push Docker image with Buildx (don't on PR)
+    # https://github.com/docker/build-push-action
+    - name: Build and push Docker image
+      id: build-and-push
+      if: ${{ github.event_name != 'pull_request' }}
+      uses: docker/build-push-action@v5
+      with:
+        context: .
+        push: true
+        tags: ${{ steps.meta.outputs.tags }}
+        labels: ${{ steps.meta.outputs.labels }}
\ No newline at end of file
diff --git a/.gitmodules b/.gitmodules
index ca441591..938af87f 100644
--- a/.gitmodules
+++ b/.gitmodules
@@ -1,3 +1,3 @@
 [submodule "data"]
 	path = data
-	url = git@github.com:IGNF/lidro-data.git
+	url = https://github.com/IGNF/lidro-data.git
diff --git a/Dockerfile b/Dockerfile
index 54970eec..306d28fe 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -2,18 +2,52 @@ FROM mambaorg/micromamba:latest
 
 USER root
 
+
+# # Install Git to enable submodule sync/update commands
+# RUN apt-get update && apt-get install -y git && rm -rf /var/lib/apt/lists/*
+
 WORKDIR /lidro
 
-# # Set up the Conda environment: cf https://github.com/mamba-org/micromamba-docker
-COPY environment.yml /tmp/env.yaml
-COPY requirements.txt /tmp/requirements.txt
-RUN chown $MAMBA_USER:$MAMBA_USER /tmp/env.yaml
-RUN micromamba install -y -n base -f /tmp/env.yaml && \
+
+# # Create directories
+RUN mkdir tmp 
+
+COPY . .
+
+RUN chown $MAMBA_USER:$MAMBA_USER environment.yml
+RUN micromamba install -y -n base -f environment.yml && \
     micromamba clean --all --yes
 
+
+# # # Set up the Conda environment: cf https://github.com/mamba-org/micromamba-docker
+# COPY environment.yml /tmp/env.yaml
+# COPY requirements.txt /tmp/requirements.txt
+# RUN chown $MAMBA_USER:$MAMBA_USER /tmp/env.yaml
+# RUN micromamba install -y -n base -f /tmp/env.yaml && \
+#     micromamba clean --all --yes
+
+# # Copy the application files
+# COPY lidro lidro
+# COPY configs configs
+
+
+# Set environment variables
 ENV ENV=base
 ARG MAMBA_DOCKERFILE_ACTIVATE=1
 
 
-COPY lidro lidro
-COPY configs configs
\ No newline at end of file
+RUN mkdir tmp data
+
+# Use ARG to pass the authentication token
+ARG GIT_AUTH_TOKEN
+
+# Configure Git to use the token in the submodule URLs
+RUN git config --global url."https://${GIT_AUTH_TOKEN}@github.com/".insteadOf "https://github.com/"
+
+# Initialize and update submodules
+RUN git submodule update --init --recursive
+
+
+
+
+
diff --git a/Makefile b/Makefile
index 49748893..676546be 100644
--- a/Makefile
+++ b/Makefile
@@ -21,12 +21,24 @@ mamba-env-update:
 # Docker
 ##############################
 
-PROJECT_NAME=lidar_hd/lidro
+REGISTRY=ghcr.io
+IMAGE_NAME=lidro
+NAMESPACE=ignf
 VERSION=`python -m lidro._version`
+FULL_IMAGE_NAME=${REGISTRY}/${NAMESPACE}/${IMAGE_NAME}:${VERSION}
+
 
 docker-build:
-	docker build -t ${PROJECT_NAME}:${VERSION} -f Dockerfile .
+	docker build --no-cache -t ${IMAGE_NAME}:${VERSION} -f Dockerfile .
+
+docker-test:
+	docker run --rm -it ${IMAGE_NAME}:${VERSION} python -m pytest -s
 
 docker-remove:
-	docker rmi -f `docker images | grep ${PROJECT_NAME} | tr -s ' ' | cut -d ' ' -f 3`
+	docker rmi -f `docker images | grep ${IMAGE_NAME} | tr -s ' ' | cut -d ' ' -f 3`
 	docker rmi -f `docker images -f "dangling=true" -q`
+
+docker-deploy:
+	docker tag ${IMAGE_NAME}:${VERSION} ${FULL_IMAGE_NAME}
+	docker push ${FULL_IMAGE_NAME}
+
diff --git a/data b/data
index 031c3315..2ae2dfcc 160000
--- a/data
+++ b/data
@@ -1 +1 @@
-Subproject commit 031c3315127a9c972d622779a25aed3274789fa4
+Subproject commit 2ae2dfcc4fd4f5e89c4510c49fd4e6676e247421