diff --git a/.gitlab-ci.yml b/.gitlab-ci.yml
index 57ca84ee6432d1c0edd847643ab792a9e2d78df4..86784303fda5096144003e1b02b0db75ee29159b 100644
--- a/.gitlab-ci.yml
+++ b/.gitlab-ci.yml
@@ -1,40 +1,17 @@
+# The container images used in this pipeline are built from this
+# GitLab project: https://gitlab.gnome.org/sthursfield/tracker-oci-images/
+
 stages:
   - test
 
-# Note that using Fedora 28 triggered some weird compiler bug for me:
-#
-#   GISCAN   Tracker_C-2.0.gir
-#   annobin: Tracker_2.0.c: Error: plugin built for compiler version (8.0.1) but run with compiler version (8.1.1)
-#   cc1: error: fail to initialize plugin /usr/lib/gcc/x86_64-redhat-linux/8/plugin/annobin.so
-#   Traceback (most recent call last):
-#     File "/usr/lib64/python3.6/distutils/unixccompiler.py", line 127, in _compile
-#       extra_postargs)
-#     File "/usr/lib64/python3.6/distutils/ccompiler.py", line 909, in spawn
-#       spawn(cmd, dry_run=self.dry_run)
-#     File "/usr/lib64/python3.6/distutils/spawn.py", line 36, in spawn
-#       _spawn_posix(cmd, search_path, dry_run=dry_run)
-#     File "/usr/lib64/python3.6/distutils/spawn.py", line 159, in _spawn_posix
-#       % (cmd, exit_status))
-#   distutils.errors.DistutilsExecError: command 'gcc' failed with exit status 1
-#
-test-autotools-fedora27:
+test-autotools-fedora-latest:
   stage: test
-  image: fedora:27
-
-  before_script:
-    # This takes a long time, we could prebuild a Docker image that already
-    # contains this stuff instead, and use that.
-    - dnf install -y 'dnf-command(builddep)' dbus-devel dbus-x11 libseccomp-devel make meson redhat-rpm-config
-    - dnf builddep -y tracker tracker-miners
-
-    - useradd -Um tracker
-    - chown -R tracker:tracker .
+  image: registry.gitlab.gnome.org/sthursfield/tracker-oci-images/amd64/fedora:latest
 
   script:
     # First build and install latest Tracker using Meson (the Autotools build
     # of Tracker is tested already in tracker.git, we don't need to suffer that
     # again).
-    - dnf install -y git
     - mkdir /opt/tracker; chown tracker:tracker /opt/tracker
     - su tracker -c 'git clone https://gitlab.gnome.org/GNOME/tracker'
     - su tracker -c 'cd tracker; mkdir build'
@@ -50,18 +27,9 @@ test-autotools-fedora27:
     - su tracker -c 'make -j'
     - su tracker -c 'LD_LIBRARY_PATH=/opt/tracker/lib64 VERBOSE=1 make check'
 
-test-meson-fedora27:
+test-meson-fedora-latest:
   stage: test
-  image: fedora:27
-
-  before_script:
-    # This takes a long time, we could prebuild a Docker image that already
-    # contains this stuff instead, and use that.
-    - dnf install -y 'dnf-command(builddep)' dbus-devel dbus-x11 libseccomp-devel meson redhat-rpm-config
-    - dnf builddep -y tracker tracker-miners
-
-    - useradd -Um tracker
-    - chown -R tracker:tracker .
+  image: registry.gitlab.gnome.org/sthursfield/tracker-oci-images/amd64/fedora:latest
 
   script:
     # We can build and test tracker-miners against tracker just by building
@@ -72,7 +40,6 @@ test-meson-fedora27:
     # somewhere. It would be nice to improve the functional-tests so that they
     # will run without depending on any files outside of the build tree. Note
     # that Tracker is installed on the host here, thanks to `dnf builddep`.
-    - dnf install -y git
     - su tracker -c 'mkdir subprojects; cd subprojects; git clone https://gitlab.gnome.org/GNOME/tracker'
     - su tracker -c 'mkdir build'
     - su tracker -c 'cd build; meson .. --prefix=/usr -Dfunctional_tests=false'