diff --git a/.gitlab-ci.yml b/.gitlab-ci.yml
new file mode 100644
index 0000000000000000000000000000000000000000..7e0dc472f88a832b7cbb924bb3edb2972b38a8e5
--- /dev/null
+++ b/.gitlab-ci.yml
@@ -0,0 +1,85 @@
+image: golang:1.16
+
+stages:
+  - test
+  - docker
+  - deploy
+
+lint:
+  stage: test
+  script:
+    - make lint
+
+unit_tests:
+  stage: test
+  script:
+    - make dep
+    - make test
+
+docker:
+  image: docker:stable
+  tags:
+    - docker
+  stage: docker
+  only:
+    - develop
+    - main
+  before_script:
+    # Make sure docker uses Buildkit
+    - export DOCKER_BUILDKIT=1
+    # Log full docker build progress
+    - export BUILDKIT_PROGRESS=plain
+    # Enable experimental features (buildx)
+    - export DOCKER_CLI_EXPERIMENTAL=enabled
+    # Install docker buildx
+    - mkdir -p $HOME/.docker/cli-plugins
+    - wget -O $HOME/.docker/cli-plugins/docker-buildx https://github.com/docker/buildx/releases/download/v0.4.2/buildx-v0.4.2.linux-amd64
+    - chmod a+x $HOME/.docker/cli-plugins/docker-buildx
+    # Log in to our private image registry
+    - docker login datastropheregistry.azurecr.io -u $REGISTRY_USERNAME -p $REGISTRY_PASSWORD
+    - docker buildx install
+    - docker buildx create --use
+    # Install openssh and curl
+    - apk add openssh-client curl
+    - mkdir ~/.ssh/
+    - eval $(ssh-agent -s)
+    - echo "$SSH_PRIVATE_KEY" | tr -d '\r' > ~/.ssh/id_rsa
+    - chmod 600 ~/.ssh/id_rsa
+    # Add our private ssh key
+    - ssh-add ~/.ssh/id_rsa
+    # Add UU gitlab to known hosts
+    - echo "$SSH_KNOWN_HOSTS" >> ~/.ssh/known_hosts
+    - chmod 644 ~/.ssh/known_hosts
+  script:
+    # Build and push image for linux/amd64 as well as linux/arm64
+    # Check if $CI_COMMIT_BRANCH is available, as it is not if this is a merge pipeline run
+    - if [[ ! -z $CI_COMMIT_BRANCH+x ]]; then DOCKER_TAG=$CI_COMMIT_BRANCH; else DOCKER_TAG=$CI_MERGE_REQUEST_TARGET_BRANCH_NAME; fi
+    - docker buildx build --platform linux/amd64,linux/arm64 -t datastropheregistry.azurecr.io/$CI_PROJECT_NAME:$DOCKER_TAG . --push --ssh default
+
+deploy:
+  stage: deploy
+  only:
+    - develop
+    - main
+  script:
+    - apt-get install openssh-client curl -y >/dev/null
+    - mkdir ~/.ssh/
+    - eval $(ssh-agent -s)
+    - echo "$SSH_PRIVATE_KEY" | tr -d '\r' > ~/.ssh/id_rsa
+    - chmod 600 ~/.ssh/id_rsa
+    - ssh-add ~/.ssh/id_rsa
+    - echo "$SSH_KNOWN_HOSTS" >> ~/.ssh/known_hosts
+    - chmod 644 ~/.ssh/known_hosts
+    - ssh -fN -L 1234:science-vs260.science.uu.nl:22 sivan@up.science.uu.nl
+    # Copy kubernetes files over
+    - scp -r -o StrictHostKeyChecking=no -P 1234 -i ~/.ssh/id_rsa deployments/* root@localhost:/root/kubernetes/$CI_PROJECT_NAME
+    # Deploy all yml files
+    - ssh -p 1234 -i ~/.ssh/id_rsa root@localhost "kubectl apply -f kubernetes/$CI_PROJECT_NAME/"
+    # Set deployment image to the image we just made
+    - if [[ ! -z $CI_COMMIT_BRANCH+x ]]; then DOCKER_TAG=$CI_COMMIT_BRANCH; else DOCKER_TAG=$CI_MERGE_REQUEST_TARGET_BRANCH_NAME; fi
+    # Restart the deployment if the image is not changed
+    - ssh -p 1234 -i ~/.ssh/id_rsa root@localhost "if kubectl set image deployment/$DEPLOYMENT_NAME $DEPLOYMENT_NAME=datastropheregistry.azurecr.io/$CI_PROJECT_NAME:$DOCKER_TAG | grep -q "image updated";
+      then
+        kubectl rollout restart deployment/$DEPLOYMENT_NAME;
+      fi"
+  dependencies: []
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