diff --git a/.github/workflows/packaging.yml b/.github/workflows/packaging.yml
index 271479d1..8e3e22e4 100644
--- a/.github/workflows/packaging.yml
+++ b/.github/workflows/packaging.yml
@@ -9,9 +9,9 @@ jobs:
     if: |
       github.event_name == 'push' ||
       github.event.pull_request.head.repo.full_name != github.repository
-    # Packaging for CentOS 7 does not work with other versions, see:
-    # https://github.com/packpack/packpack/issues/145
-    runs-on: ubuntu-18.04
+    # We use a particular version of the distribution because we want to install
+    # a particular version of Docker.
+    runs-on: ubuntu-22.04
 
     strategy:
       fail-fast: false
@@ -61,6 +61,28 @@ jobs:
         # that all tags will exists always.
         run: git fetch --tags -f
 
+      # We use a specific version of Docker because otherwise we have a problem
+      # with sudoers on CentOS7.
+      # See more details: https://github.com/packpack/packpack/issues/145
+      - name: Reinstall Docker
+        if: |
+          matrix.platform.os == 'el' &&
+          matrix.platform.dist == '7'
+        run: |
+          sudo apt-get -y purge moby-containerd* moby-engine* moby-runc*
+          sudo mkdir -p /etc/apt/keyrings
+          curl -fsSL ${DOCKER_URL}/gpg | sudo gpg --dearmor -o ${GPG_KEY}
+          echo "deb [arch=$(dpkg --print-architecture) signed-by=${GPG_KEY}] \
+              ${DOCKER_URL} $(lsb_release -cs) stable" | \
+            sudo tee /etc/apt/sources.list.d/docker.list > /dev/null
+          sudo apt-get update
+          sudo apt-get -y install docker-ce=${DOCKER_VERSION} \
+            docker-ce-cli=${DOCKER_VERSION}
+        env:
+          DOCKER_URL: https://download.docker.com/linux/ubuntu
+          DOCKER_VERSION: 5:20.10.17~3-0~ubuntu-jammy
+          GPG_KEY: /etc/apt/keyrings/docker.gpg
+
       - name: Create packages
         run: ./packpack/packpack