diff --git a/.github/pull_request_template.md b/.github/pull_request_template.md
index 730513f17..b8f847c1b 100644
--- a/.github/pull_request_template.md
+++ b/.github/pull_request_template.md
@@ -16,15 +16,16 @@ Please make sure that your PR meets the following requirements:
 
 <details>
 <summary>
-How to setup automatic cherry-pick to another branch ?
+How to backport a pull request to a different branch?
 </summary>
 
-The cherry-pick action allows to setup automatic cherry-pick from `main` to a specific branch.
+In order to automatically create a **backporting pull request** please add one or more labels having the following format `backport-<branch-name>`, where `<branch-name>` is the name of the branch where the pull request must be backported to (e.g., `backport-7.67.x` to backport the original PR to the `7.67.x` branch).
 
-To allow it, you will need to add the corresponding label with pattern: `backport-{RELEASE_BRANCH}`.  
-For example, if a backport to branch `1.26.x` is needed, then the label should be `backport-1.26.x`.
+> **NOTE**: **backporting** is an action aiming to move a change (usually a commit) from a branch (usually the main one) to another one, which is generally referring to a still maintained release branch. Keeping it simple: it is about to move a specific change or a set of them from one branch to another.
 
-Once the PR is merged, the action will retrieve the commit and cherry-pick it to the desired branch.
+Once the original pull request is successfully merged, the automated action will create one backporting pull request per each label (with the previous format) that has been added.
 
-*NOTE: You can still add label after the merge and it should still be cherry-picked.*
+If something goes wrong, the author will be notified and at this point a manual backporting is needed.
+
+> **NOTE**: this automated backporting is triggered whenever a pull request on `main` branch is labeled or closed, but both conditions must be satisfied to get the new PR created.
 </details>
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diff --git a/.github/workflows/cherry-pick.yml b/.github/workflows/cherry-pick.yml
deleted file mode 100644
index 717825c69..000000000
--- a/.github/workflows/cherry-pick.yml
+++ /dev/null
@@ -1,62 +0,0 @@
-on:
-  pull_request_target:
-    branches:
-      - main
-    types:
-    - "labeled"
-    - "closed"
-
-env:
-  LABEL_PREFIX: 'backport-'
-  GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-
-jobs:
-  fetch_labels:
-    runs-on: ubuntu-latest
-    outputs:
-      labels: ${{ steps.set-labels.outputs.labels }}
-    env:
-      LABELS: ${{ toJSON(github.event.pull_request.labels) }}
-    steps:
-      - name: Retrieve labels
-        id: set-labels
-        run: |
-          printf '%s\n' "${LABELS}" > labels.json
-          echo "Labels retrieved below"
-          cat labels.json
-
-          included_labels="$(cat labels.json | jq -c 'map(select(.name | startswith("${{ env.LABEL_PREFIX }}")))')"
-          echo "included_labels = ${included_labels}"
-
-          echo ::set-output name=labels::{\"include\":$(echo ${included_labels})}
-          
-  cherry_pick_release_branch_labels:
-    runs-on: ubuntu-latest
-    needs: fetch_labels
-    if: ${{ github.event.pull_request.state == 'closed' && github.event.pull_request.merged }}
-    strategy:
-      matrix: ${{ fromJSON(needs.fetch_labels.outputs.labels) }}
-      fail-fast: true
-    name: Cherry pick for ${{ matrix.name }}
-    steps:
-      - name: Calculate release branch
-        run: |
-          label=${{ matrix.name }}
-          echo "RELEASE_BRANCH=${label#${{ env.LABEL_PREFIX }}}" >> $GITHUB_ENV
-      - name: Checkout
-        uses: actions/checkout@v3
-        with:
-          fetch-depth: 0
-      - name: Perform cherry-pick
-        uses: carloscastrojumo/github-cherry-pick-action@v1.0.3
-        with:
-          branch: "${{ env.RELEASE_BRANCH }}"
-          title: "[${{ env.RELEASE_BRANCH }}] ${{ github.event.pull_request.title }}"
-          body: "cherry-pick: ${{ github.event.pull_request.html_url }}"
-          labels: |
-            cherry-pick :cherries:
-          inherit_labels: false
-          reviewers: |
-            radtriste
-            ${{ github.event.pull_request.user.login }}
-  
diff --git a/.github/workflows/pr-backporting.yml b/.github/workflows/pr-backporting.yml
new file mode 100644
index 000000000..e028a852b
--- /dev/null
+++ b/.github/workflows/pr-backporting.yml
@@ -0,0 +1,43 @@
+name: Pull Request Backporting
+
+on:
+  pull_request_target:
+    types: [closed, labeled]
+    branches:
+      - main
+
+env:
+  GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+
+jobs:
+  compute-targets:
+    if: ${{ github.event.pull_request.state == 'closed' && github.event.pull_request.merged }}
+    runs-on: ubuntu-latest
+    outputs:
+      target-branches: ${{ steps.set-targets.outputs.targets }}
+    env:
+      LABELS: ${{ toJSON(github.event.pull_request.labels) }}
+    steps:
+      - name: Set target branches
+        id: set-targets
+        uses: kiegroup/kogito-pipelines/.ci/actions/parse-labels@main
+        with:
+          labels: ${LABELS}
+  
+  backporting:
+    if: ${{ github.event.pull_request.state == 'closed' && github.event.pull_request.merged && needs.compute-targets.outputs.target-branches != '[]' }}
+    name: "[${{ matrix.target-branch }}] - Backporting"
+    runs-on: ubuntu-latest
+    needs: compute-targets
+    strategy:
+      matrix: 
+        target-branch: ${{ fromJSON(needs.compute-targets.outputs.target-branches) }}
+      fail-fast: true
+    env:
+      REVIEWERS: ${{ toJSON(github.event.pull_request.requested_reviewers) }}
+    steps:
+      - name: Backporting
+        uses: kiegroup/kogito-pipelines/.ci/actions/backporting@main
+        with:
+          target-branch: ${{ matrix.target-branch }}
+          additional-reviewers: ${REVIEWERS}
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