diff --git a/jobs/swh-docker-dev.yaml b/jobs/swh-docker-dev.yaml
--- a/jobs/swh-docker-dev.yaml
+++ b/jobs/swh-docker-dev.yaml
@@ -1,6 +1,14 @@
-- job:
+- project:
     name: swh-docker-dev
-    description: Build the swh/stack:latest image
+    jobs:
+      - swh-docker-dev
+
+
+- job-template:
+    name: swh-docker-dev
+    description: "Build the swh/stack:latest image"
+    project-type: pipeline
+    docker_image: tox
     node: built-in
 
     scm:
@@ -10,22 +18,6 @@
             - "*/master"
 
     triggers:
-        - timed: "@midnight"
-
-    wrappers:
-      - timeout:
-          timeout: 30
-          abort: true
-      - timestamps
-
-    builders:
-      - shell: |
-            #!/bin/bash
-            cd docker
-            docker build --pull --no-cache -t swh/stack .
-            tox
+      - timed: "@midnight"
 
-    publishers:
-        - archive:
-            artifacts: 'docker/**/*.logs'
-            allow-empty: true
+    dsl: !include-jinja2: templates/swh-docker-dev.groovy.j2
diff --git a/jobs/templates/swh-docker-dev.groovy.j2 b/jobs/templates/swh-docker-dev.groovy.j2
new file mode 100644
--- /dev/null
+++ b/jobs/templates/swh-docker-dev.groovy.j2
@@ -0,0 +1,57 @@
+pipeline {
+  agent none
+
+  options {
+    timeout(time: 30, unit: 'MINUTES')
+    timestamps()
+  }
+
+  stages {
+    stage('Checkout') {
+      agent {
+        label "built-in"
+      }
+
+      steps {
+        git url: "https://forge.softwareheritage.org/source/swh-environment.git"
+      }
+    }
+
+    stage('Build Docker images') {
+      agent {
+        label "built-in"
+      }
+
+      steps {
+        dir('docker') {
+          sh 'docker build --pull --no-cache -t swh/stack .'
+        }
+      }
+    }
+
+    stage('Run tests') {
+      {% filter indent(width=6) %}
+        {%- include 'templates/includes/agent-docker.groovy.j2' -%}
+      {% endfilter %}
+
+      steps {
+        lock('docker-agent-host-port-5080') {
+          dir('docker') {
+            sh 'python3 -m tox -- -v'
+          }
+        }
+      }
+    }
+  }
+
+  post {
+    always {
+      node('built-in') {
+        archiveArtifacts(
+          allowEmptyArchive: true,
+          artifacts: 'docker/**/*.logs',
+        )
+      }
+    }
+  }
+}
diff --git a/jobs/templates/swh-mirror-run-tests.groovy.j2 b/jobs/templates/swh-mirror-run-tests.groovy.j2
--- a/jobs/templates/swh-mirror-run-tests.groovy.j2
+++ b/jobs/templates/swh-mirror-run-tests.groovy.j2
@@ -51,17 +51,19 @@
 
       steps {
         unstash 'image-tag-env'
-        withCredentials([
-          usernamePassword(credentialsId: 'swh-mirror-test-kafka',
-                           usernameVariable: 'SWH_MIRROR_TEST_KAFKA_USERNAME',
-                           passwordVariable: 'SWH_MIRROR_TEST_KAFKA_PASSWORD'),
-          usernameColonPassword(credentialsId: 'swh-mirror-test-objstorage',
-                                variable: 'SWH_MIRROR_TEST_OBJSTORAGE_CREDENTIALS')]) {
-          sh '''
-          python3 -m pip install -rrequirements-test.txt
-          SWH_MIRROR_TEST_OBJSTORAGE_URL="https://$SWH_MIRROR_TEST_OBJSTORAGE_CREDENTIALS@$SWH_MIRROR_TEST_OBJSTORAGE_HOST/" \
-          python3 -m pytest -v --envfile=image-tag.env --timeout=3600
-          '''
+        lock('docker-agent-host-port-5080') {
+          withCredentials([
+            usernamePassword(credentialsId: 'swh-mirror-test-kafka',
+                             usernameVariable: 'SWH_MIRROR_TEST_KAFKA_USERNAME',
+                             passwordVariable: 'SWH_MIRROR_TEST_KAFKA_PASSWORD'),
+            usernameColonPassword(credentialsId: 'swh-mirror-test-objstorage',
+                                  variable: 'SWH_MIRROR_TEST_OBJSTORAGE_CREDENTIALS')]) {
+            sh '''
+            python3 -m pip install -rrequirements-test.txt
+            SWH_MIRROR_TEST_OBJSTORAGE_URL="https://$SWH_MIRROR_TEST_OBJSTORAGE_CREDENTIALS@$SWH_MIRROR_TEST_OBJSTORAGE_HOST/" \
+            python3 -m pytest -v --envfile=image-tag.env --timeout=3600
+            '''
+          }
         }
       }
     }