diff --git a/.circleci/config.yml b/.circleci/config.yml
deleted file mode 100644
index 0cf96283a..000000000
--- a/.circleci/config.yml
+++ /dev/null
@@ -1,69 +0,0 @@
-#
-# This file is part of Plinth.
-#
-# This program is free software: you can redistribute it and/or modify
-# it under the terms of the GNU Affero General Public License as
-# published by the Free Software Foundation, either version 3 of the
-# License, or (at your option) any later version.
-#
-# This program is distributed in the hope that it will be useful,
-# but WITHOUT ANY WARRANTY; without even the implied warranty of
-# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
-# GNU Affero General Public License for more details.
-#
-# You should have received a copy of the GNU Affero General Public License
-# along with this program.  If not, see <http://www.gnu.org/licenses/>.
-#
-
-# CircleCI 2.0 configuration file for Plinth
-
-version: 2
-jobs:
-  build:
-    docker:
-      # specify the version you desire here
-      # use `-browsers` prefix for selenium tests, e.g. `3.6.1-browsers`
-      - image: debian:unstable
-
-    working_directory: ~/Plinth
-
-    steps:
-      - checkout
-
-      - run:
-          name: install plinth dependencies
-          command: |
-            export DEBIAN_FRONTEND=noninteractive
-            apt-get update
-
-            # Dependencies of the plinth Debian package
-            apt-get build-dep -y .
-
-            # Build dependencies
-            apt-get install -y build-essential
-
-            # Test dependencies
-            apt-get install -y sshpass parted
-
-            # Module dependencies
-            cd ~/Plinth
-            apt-get install -y $(./run --list-dependencies)
-
-      - run:
-          name: run Debian build
-          # FIXME: enable testing after flagging integration tests
-          command: DEB_BUILD_OPTIONS=nocheck dpkg-buildpackage -us -uc -b
-
-      - run:
-          name: run integration tests
-          command: |
-            adduser tester --gecos "First Last,RoomNumber,WorkPhone,HomePhone" --disabled-password
-            echo "tester:password" | chpasswd
-            cp -r ~/Plinth /home/tester
-            chown -R tester:tester /home/tester/Plinth
-            su -c "cd ~/Plinth; ./setup.py test" tester
-
-      # We'll generate test reports once Pytest is integrated
-      # - store_artifacts:
-      #     path: test-reports
-      #     destination: test-reports
diff --git a/.gitlab-ci.yml b/.gitlab-ci.yml
new file mode 100644
index 000000000..ddecc963c
--- /dev/null
+++ b/.gitlab-ci.yml
@@ -0,0 +1,34 @@
+image: debian:unstable
+
+before_script:
+  - export DEBIAN_FRONTEND=noninteractive
+  - apt-get update
+  - apt-get build-dep -y .  # Dependencies of the plinth Debian package
+  - apt-get install -y build-essential  # Build dependencies
+  - apt-get install -y sshpass parted  # Test dependencies
+  - apt-get install -y sudo
+  - apt-get install -y $(./run --list-dependencies)  # Module dependencies
+
+stages:
+  - test
+  - package
+
+run-unit-tests:
+  stage: test
+  script:
+    - adduser tester --gecos "First Last,RoomNumber,WorkPhone,HomePhone" --disabled-password
+    - echo "tester:password" | chpasswd
+    - cp -r . /home/tester/plinth
+    - chown -R tester:tester /home/tester/plinth
+    - su -c "cd ~/plinth; python3 setup.py test" tester
+
+build-debian-package:
+  stage: package
+  script:
+    - DEB_BUILD_OPTIONS=nocheck dpkg-buildpackage -us -uc -b
+    - mkdir debian-package
+    - mv ../plinth*.deb debian-package
+
+  artifacts:
+    paths:
+      - debian-package/*