diff --git a/jobs/swh-packages.yaml b/jobs/swh-packages.yaml
--- a/jobs/swh-packages.yaml
+++ b/jobs/swh-packages.yaml
@@ -10,6 +10,8 @@
       - "{name}/tests"
       - "{name}/tests-on-diff"
       - "{name}/gitlab-tests"
+      - "{name}/gitlab-incoming-tag"
+      - "{name}/gitlab-pypi-upload"
       - "debian/packages/{name}"
       - "debian/packages/{name}/update-for-release"
       - "debian/packages/{name}/automatic-backport"
diff --git a/jobs/templates/incoming-tag.groovy.j2 b/jobs/templates/incoming-tag.groovy.j2
--- a/jobs/templates/incoming-tag.groovy.j2
+++ b/jobs/templates/incoming-tag.groovy.j2
@@ -6,6 +6,20 @@
       steps {
         checkout([
           $class: 'GitSCM',
+          {%- if gitlab_project %}
+          userRemoteConfigs: [[
+            name:'origin', url: '{{gitlab_url}}/{{gitlab_project_name}}.git',
+            refspec: '+refs/tags/*:refs/remotes/origin/tags*'
+          ]],
+          branches: [[
+            name: "${env.gitlabSourceBranch}"
+          ]],
+          browser: [
+            $class: 'GitLab',
+            repoUrl: '{{gitlab_url}}/{{gitlab_project_name}}'
+          ],
+          extensions: [[$class: 'CloneOption', honorRefspec: true]],
+          {%- else %}
           userRemoteConfigs: [[
             url: 'https://forge.softwareheritage.org/source/{{repo_name}}.git',
           ]],
@@ -17,24 +31,40 @@
             repo: '{{repo_name}}',
             repoUrl: 'https://forge.softwareheritage.org/',
           ],
+          {%- endif %}
         ])
       }
     }
     stage('Build and upload PyPI package') {
       when {
+        {%- if gitlab_project %}
+        expression { "${env.gitlabSourceBranch}" ==~ /refs\/tags\/v\d+(.\d+)+/ }
+        expression { jobExists('/{{name}}/gitlab-pypi-upload') }
+        {%- else %}
         expression { params.GIT_TAG ==~ /v\d+(.\d+)+/ }
         expression { jobExists('/{{name}}/pypi-upload') }
+        {%- endif %}
+
       }
       steps {
         build(
+          {%- if gitlab_project %}
+          job: '/{{name}}/gitlab-pypi-upload',
+          {%- else %}
           job: '/{{name}}/pypi-upload',
+          {%- endif %}
           parameters: [
+            {%- if gitlab_project %}
+            string(name: 'GIT_TAG', value: "${env.gitlabSourceBranch}"),
+            {%- else %}
             string(name: 'GIT_TAG', value: params.GIT_TAG),
+            {%- endif %}
             string(name: 'PYPI_HOST', value: '{{incoming_tag_auto_pypi_host}}'),
           ],
         )
       }
     }
+    {%- if not gitlab_project %}
     stage('Update Debian packaging for new release') {
       when {
         expression { params.GIT_TAG ==~ /v\d+(.\d+)+/ }
@@ -67,5 +97,6 @@
         )
       }
     }
+    {%- endif %}
   }
 }
diff --git a/jobs/templates/incoming-tag.yaml b/jobs/templates/incoming-tag.yaml
--- a/jobs/templates/incoming-tag.yaml
+++ b/jobs/templates/incoming-tag.yaml
@@ -2,9 +2,10 @@
     name: "{name}/incoming-tag"
     display-name: Incoming tag
     project-type: pipeline
-    auth-token: 'ph4br1cat0r'
+    auth-token: "ph4br1cat0r"
     incoming_tag_auto_pypi_host: pypi.org
     sandbox: true
+    gitlab_project: false
     properties:
       - build-discarder:
           num-to-keep: 20
@@ -15,11 +16,23 @@
           type: PT_TAG
           sortMode: DESCENDING_SMART
           selectedValue: TOP
-    dsl:
-      !include-jinja2: incoming-tag.groovy.j2
+    dsl: !include-jinja2: incoming-tag.groovy.j2
 
 - job-template:
     name: "debian/deps/{name}/incoming-tag"
-    dsl:
-      !include-jinja2: dependency-incoming-tag.groovy.j2
+    dsl: !include-jinja2: dependency-incoming-tag.groovy.j2
+    <<: *incoming_tag
+
+- job-template:
+    name: "{name}/gitlab-incoming-tag"
+    display-name: Incoming tag (GitLab)
+    gitlab_project: true
+    parameters:
+    triggers:
+      - gitlab:
+          trigger-push: true
+          trigger-merge-request: false
+          add-ci-message: true
+          # secret jenkins token is generated when executing tox
+          secret-token: !include-raw: jenkins-token
     <<: *incoming_tag
diff --git a/jobs/templates/swh-pypi.groovy.j2 b/jobs/templates/swh-pypi.groovy.j2
--- a/jobs/templates/swh-pypi.groovy.j2
+++ b/jobs/templates/swh-pypi.groovy.j2
@@ -31,7 +31,11 @@
       agent none
       steps {
         build(
+          {%- if gitlab_project %}
+          job: '/{{name}}/gitlab-tests',
+          {%- else %}
           job: '/{{name}}/tests',
+          {%- endif %}
           parameters: [
             string(name: 'REVISION', value: params.GIT_TAG),
           ],
@@ -42,13 +46,25 @@
 
     stage('Checkout') {
       steps {
-        checkout([$class: 'GitSCM',
-                  branches: [[name: params.GIT_TAG]],
-                  doGenerateSubmoduleConfigurations: false,
-                  extensions: [],
-                  gitTool: 'Default',
-                  submoduleCfg: [],
-                  userRemoteConfigs: [[url: 'https://forge.softwareheritage.org/source/{{repo_name}}.git']]
+        checkout([
+          $class: 'GitSCM',
+          {%- if gitlab_project %}
+          userRemoteConfigs: [[
+            name:'origin', url: '{{gitlab_url}}/{{gitlab_project_name}}.git',
+            refspec: '+refs/tags/*:refs/remotes/origin/tags*'
+          ]],
+          branches: [[
+            name: "${params.GIT_TAG}"
+          ]],
+          extensions: [[$class: 'CloneOption', honorRefspec: true]],
+          {%- else %}
+          userRemoteConfigs: [[url: 'https://forge.softwareheritage.org/source/{{repo_name}}.git']],
+          branches: [[name: params.GIT_TAG]],
+          {%- endif %}
+          doGenerateSubmoduleConfigurations: false,
+          extensions: [],
+          gitTool: 'Default',
+          submoduleCfg: [],
         ])
         sh '''rm -rf dist/'''
       }
@@ -82,6 +98,7 @@
       }
     }
 
+    {%- if not gitlab_project %}
     stage('Publish') {
       when {
         anyOf {
@@ -102,6 +119,7 @@
         }
       }
     }
+    {%- endif %}
   }
   post {
     cleanup {
diff --git a/jobs/templates/swh-pypi.yaml b/jobs/templates/swh-pypi.yaml
--- a/jobs/templates/swh-pypi.yaml
+++ b/jobs/templates/swh-pypi.yaml
@@ -1,15 +1,16 @@
-- job-template:
+- job-template: &pypi_upload
     name: "{name}/pypi-upload"
     display-name: "Upload to PyPI"
     docker_image: tox
     include_bdist: true
     project-type: pipeline
     sandbox: true
+    gitlab_project: false
     properties:
       - build-discarder:
           artifact-num-to-keep: 10
       - copyartifact:
-          projects: '*'
+          projects: "*"
     parameters:
       - git-parameter:
           name: GIT_TAG
@@ -45,8 +46,13 @@
             Proceed even if the tests are failing on the repository.
       - bool:
           name: INCLUDE_BDIST
-          default: '{include_bdist}'
+          default: "{include_bdist}"
           description: |
             Include a binary distribution in the PyPI upload.
-    dsl:
-      !include-jinja2: swh-pypi.groovy.j2
+    dsl: !include-jinja2: swh-pypi.groovy.j2
+
+- job-template:
+    name: "{name}/gitlab-pypi-upload"
+    display-name: "Upload to PyPI (GitLab)"
+    gitlab_project: true
+    <<: *pypi_upload
diff --git a/jobs/tools/setup-gitlab-webhooks.groovy.j2 b/jobs/tools/setup-gitlab-webhooks.groovy.j2
--- a/jobs/tools/setup-gitlab-webhooks.groovy.j2
+++ b/jobs/tools/setup-gitlab-webhooks.groovy.j2
@@ -33,6 +33,8 @@
               def repoName= project.get('project').get('repo_name')
               def gitlabProjectName = "swh/devel/${repoName}"
               setupGitlabWebhook(gitlabProjectName, "${jenkinsFolder}/gitlab-tests")
+              setupGitlabWebhook(gitlabProjectName, "${jenkinsFolder}/gitlab-incoming-tag",
+                                 false, false, true)
             }
           }
         }