diff --git a/.github/actions/load-image/action.yml b/.github/actions/load-image/action.yml
index cf53e4a6..07657131 100644
--- a/.github/actions/load-image/action.yml
+++ b/.github/actions/load-image/action.yml
@@ -22,6 +22,11 @@ runs:
         path: /tmp/jupyter/images/
     - name: Load downloaded image to docker 📥
       run: |
-        zstd --uncompress --stdout --rm /tmp/jupyter/images/${{ inputs.image }}-${{ inputs.platform }}-${{ inputs.variant }}.tar.zst | docker load
+        zstd \
+          --uncompress \
+          --stdout \
+          --rm \
+          /tmp/jupyter/images/${{ inputs.image }}-${{ inputs.platform }}-${{ inputs.variant }}.tar.zst \
+          | docker load
         docker image ls --all
       shell: bash
diff --git a/.github/workflows/docker-build-test-upload.yml b/.github/workflows/docker-build-test-upload.yml
index 6fba8be5..ebbea5c8 100644
--- a/.github/workflows/docker-build-test-upload.yml
+++ b/.github/workflows/docker-build-test-upload.yml
@@ -63,13 +63,13 @@ jobs:
         shell: bash
 
       - name: Build image 🛠
-        run: >
-          docker build
-          --rm --force-rm
-          --tag ${{ env.REGISTRY }}/${{ env.OWNER }}/${{ inputs.image }}
-          images/${{ inputs.image }}/${{ inputs.variant != 'default' && inputs.variant || '.' }}/
-          --build-arg REGISTRY=${{ env.REGISTRY }}
-          --build-arg OWNER=${{ env.OWNER }}
+        run: |
+          docker build \
+            --rm --force-rm \
+            --tag ${{ env.REGISTRY }}/${{ env.OWNER }}/${{ inputs.image }} \
+            images/${{ inputs.image }}/${{ inputs.variant != 'default' && inputs.variant || '.' }}/ \
+            --build-arg REGISTRY=${{ env.REGISTRY }} \
+            --build-arg OWNER=${{ env.OWNER }}
         env:
           DOCKER_BUILDKIT: 1
           # Full logs for CI build
@@ -77,13 +77,13 @@ jobs:
         shell: bash
 
       - name: Write tags file 🏷
-        run: >
-          python3 -m tagging.apps.write_tags_file
-          --registry ${{ env.REGISTRY }}
-          --owner ${{ env.OWNER }}
-          --image ${{ inputs.image }}
-          --variant ${{ inputs.variant }}
-          --tags-dir /tmp/jupyter/tags/
+        run: |
+          python3 -m tagging.apps.write_tags_file \
+            --registry ${{ env.REGISTRY }} \
+            --owner ${{ env.OWNER }} \
+            --image ${{ inputs.image }} \
+            --variant ${{ inputs.variant }} \
+            --tags-dir /tmp/jupyter/tags/
         shell: bash
       - name: Upload tags file 💾
         uses: actions/upload-artifact@v4
@@ -93,15 +93,15 @@ jobs:
           retention-days: 3
 
       - name: Write manifest and build history file 🏷
-        run: >
-          python3 -m tagging.apps.write_manifest
-          --registry ${{ env.REGISTRY }}
-          --owner ${{ env.OWNER }}
-          --image ${{ inputs.image }}
-          --variant ${{ inputs.variant }}
-          --hist-lines-dir /tmp/jupyter/hist_lines/
-          --manifests-dir /tmp/jupyter/manifests/
-          --repository ${{ github.repository }}
+        run: |
+          python3 -m tagging.apps.write_manifest \
+            --registry ${{ env.REGISTRY }} \
+            --owner ${{ env.OWNER }} \
+            --image ${{ inputs.image }} \
+            --variant ${{ inputs.variant }} \
+            --hist-lines-dir /tmp/jupyter/hist_lines/ \
+            --manifests-dir /tmp/jupyter/manifests/ \
+            --repository ${{ github.repository }}
         shell: bash
       - name: Upload manifest file 💾
         uses: actions/upload-artifact@v4
@@ -119,7 +119,9 @@ jobs:
       - name: Save image as a tar for later use 💾
         run: |
           mkdir -p /tmp/jupyter/images/
-          docker save ${{ env.REGISTRY }}/${{ env.OWNER }}/${{ inputs.image }} | zstd > /tmp/jupyter/images/${{ inputs.image }}-${{ inputs.platform }}-${{ inputs.variant }}.tar.zst
+          docker save \
+            ${{ env.REGISTRY }}/${{ env.OWNER }}/${{ inputs.image }} \
+            | zstd > /tmp/jupyter/images/${{ inputs.image }}-${{ inputs.platform }}-${{ inputs.variant }}.tar.zst
         shell: bash
       - name: Upload image as artifact 💾
         uses: actions/upload-artifact@v4
@@ -130,9 +132,9 @@ jobs:
           compression-level: 0
 
       - name: Run tests ✅
-        run: >
-          python3 -m tests.run_tests
-          --registry ${{ env.REGISTRY }}
-          --owner ${{ env.OWNER }}
-          --image ${{ inputs.image }}
+        run: |
+          python3 -m tests.run_tests \
+            --registry ${{ env.REGISTRY }} \
+            --owner ${{ env.OWNER }} \
+            --image ${{ inputs.image }}
         shell: bash
diff --git a/.github/workflows/docker-tag-push.yml b/.github/workflows/docker-tag-push.yml
index 504a064c..b7423bea 100644
--- a/.github/workflows/docker-tag-push.yml
+++ b/.github/workflows/docker-tag-push.yml
@@ -61,14 +61,14 @@ jobs:
           name: ${{ inputs.image }}-${{ inputs.platform }}-${{ inputs.variant }}-tags
           path: /tmp/jupyter/tags/
       - name: Apply tags to the loaded image 🏷
-        run: >
-          python3 -m tagging.apps.apply_tags
-          --registry ${{ env.REGISTRY }}
-          --owner ${{ env.OWNER }}
-          --image ${{ inputs.image }}
-          --variant ${{ inputs.variant }}
-          --platform ${{ inputs.platform }}
-          --tags-dir /tmp/jupyter/tags/
+        run: |
+          python3 -m tagging.apps.apply_tags \
+            --registry ${{ env.REGISTRY }} \
+            --owner ${{ env.OWNER }} \
+            --image ${{ inputs.image }} \
+            --variant ${{ inputs.variant }} \
+            --platform ${{ inputs.platform }} \
+            --tags-dir /tmp/jupyter/tags/
       # This step is needed to prevent pushing non-multi-arch "latest" tag
       - name: Remove the "latest" tag from the image 🗑️
         run: docker image rmi ${{ env.REGISTRY }}/${{ env.OWNER }}/${{ inputs.image }}:latest
diff --git a/.github/workflows/docker-wiki-update.yml b/.github/workflows/docker-wiki-update.yml
index 975b5a87..39842f72 100644
--- a/.github/workflows/docker-wiki-update.yml
+++ b/.github/workflows/docker-wiki-update.yml
@@ -40,12 +40,12 @@ jobs:
           path: wiki_src/
 
       - name: Update wiki 🏷
-        run: >
-          python3 -m wiki.update_wiki
-          --wiki-dir wiki_src/
-          --hist-lines-dir /tmp/jupyter/hist_lines/
-          --manifests-dir /tmp/jupyter/manifests/
-          --repository ${{ github.repository }}
+        run: |
+          python3 -m wiki.update_wiki \
+            --wiki-dir wiki_src/ \
+            --hist-lines-dir /tmp/jupyter/hist_lines/ \
+            --manifests-dir /tmp/jupyter/manifests/ \
+            --repository ${{ github.repository }}
         shell: bash
 
       - name: Push Wiki to GitHub 📤
diff --git a/.github/workflows/registry-move.yml b/.github/workflows/registry-move.yml
index 6543ac2f..46fb0af0 100644
--- a/.github/workflows/registry-move.yml
+++ b/.github/workflows/registry-move.yml
@@ -33,18 +33,18 @@ jobs:
 
       - name: Login to Quay.io 🔐
         if: env.PUSH_TO_REGISTRY == 'true'
-        run: >
-          skopeo login quay.io
-          --username ${{ secrets.QUAY_USERNAME }}
-          --password ${{ secrets.QUAY_ROBOT_TOKEN }}
+        run: |
+          skopeo login quay.io \
+            --username ${{ secrets.QUAY_USERNAME }} \
+            --password ${{ secrets.QUAY_ROBOT_TOKEN }}
 
       - name: Move image from Docker Hub to Quay.io 🐳
         if: env.PUSH_TO_REGISTRY == 'true'
-        run: >
-          skopeo copy
-          --multi-arch all
-          docker://${{ env.OWNER }}/${{ matrix.image }}:${{ matrix.tag }}
-          docker://quay.io/${{ env.OWNER }}/${{ matrix.image }}:${{ matrix.tag }}
+        run: |
+          skopeo copy \
+            --multi-arch all \
+            docker://${{ env.OWNER }}/${{ matrix.image }}:${{ matrix.tag }} \
+            docker://quay.io/${{ env.OWNER }}/${{ matrix.image }}:${{ matrix.tag }}
 
     strategy:
       fail-fast: false