diff --git a/.gitlab-ci.yml b/.gitlab-ci.yml
index b73099d..7d8edb6 100644
--- a/.gitlab-ci.yml
+++ b/.gitlab-ci.yml
@@ -3,10 +3,9 @@ stages:
 - pages
 
 build:
+  image: registry.gitlab.gnome.org/jwestman/blueprint-compiler
   stage: build
   script:
-    - dnf install -y meson python3-pip gtk4-devel gobject-introspection-devel
-    - pip3 install furo mypy sphinx coverage
     - mypy blueprintcompiler
     - coverage run -m unittest
     - coverage html
diff --git a/build-aux/Dockerfile b/build-aux/Dockerfile
new file mode 100644
index 0000000..974005d
--- /dev/null
+++ b/build-aux/Dockerfile
@@ -0,0 +1,4 @@
+FROM fedora:latest
+
+RUN dnf install -y meson python3-pip gtk4-devel gobject-introspection-devel libadwaita-devel
+RUN pip3 install furo mypy sphinx coverage