diff --git a/.github/actions/get-target-branch-build-scripts/action.yml b/.github/actions/get-target-branch-build-scripts/action.yml
deleted file mode 100644
index 2946a5b2d3636..0000000000000
--- a/.github/actions/get-target-branch-build-scripts/action.yml
+++ /dev/null
@@ -1,43 +0,0 @@
-# Licensed to the Apache Software Foundation (ASF) under one
-# or more contributor license agreements.  See the NOTICE file
-# distributed with this work for additional information
-# regarding copyright ownership.  The ASF licenses this file
-# to you under the Apache License, Version 2.0 (the
-# "License"); you may not use this file except in compliance
-# with the License.  You may obtain a copy of the License at
-#
-#   http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing,
-# software distributed under the License is distributed on an
-# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
-# KIND, either express or implied.  See the License for the
-# specific language governing permissions and limitations
-# under the License.
-#
----
-name: 'Gets target branch build scripts'
-runs:
-  using: "composite"
-  steps:
-    - name: Checkout target branch to 'target-airflow' folder to use ci/scripts and breeze from there.
-      uses: actions/checkout@v3
-      with:
-        path: "target-airflow"
-        ref: ${{ github.base_ref }}
-        persist-credentials: false
-        submodules: recursive
-    - name: >
-        Override "scripts/ci", "dev" and "./github/actions" with the target branch
-        so that the PR does not override it
-      # We should not override those scripts which become part of the image as they will not be
-      # changed in the image built - we should only override those that are executed to build
-      # the image.
-      shell: bash
-      run: |
-        rm -rfv "scripts/ci"
-        mv -v "target-airflow/scripts/ci" "scripts"
-        rm -rfv "dev"
-        mv -v "target-airflow/dev" "."
-        rm -rfv ".github/actions"
-        mv -v "target-airflow/.github/actions" ".github"
diff --git a/.github/workflows/build-images.yml b/.github/workflows/build-images.yml
index 0de707561c774..981f13abbdb15 100644
--- a/.github/workflows/build-images.yml
+++ b/.github/workflows/build-images.yml
@@ -140,8 +140,27 @@ jobs:
           # Stdout is redirected to GITHUB_ENV but we also print it to stderr to see it in ci log
           print(output, file=sys.stderr)
           EOF
-      - name: "Get target branch build scripts"
-        uses: ./.github/actions/get-target-branch-build-scripts
+      - name: Checkout target branch to 'target-airflow' folder to use ci/scripts and breeze from there.
+        uses: actions/checkout@v3
+        with:
+          path: "target-airflow"
+          ref: ${{ github.base_ref }}
+          persist-credentials: false
+          submodules: recursive
+      - name: >
+          Override "scripts/ci", "dev" and ".github/actions" with the target branch
+          so that the PR does not override it
+        # We should not override those scripts which become part of the image as they will not be
+        # changed in the image built - we should only override those that are executed to build
+        # the image.
+        shell: bash
+        run: |
+          rm -rfv "scripts/ci"
+          mv -v "target-airflow/scripts/ci" "scripts"
+          rm -rfv "dev"
+          mv -v "target-airflow/dev" "."
+          rm -rfv ".github/actions"
+          mv -v "target-airflow/.github/actions" ".github"
       - name: "Install Breeze"
         uses: ./.github/actions/breeze
       - name: Selective checks
@@ -184,8 +203,27 @@ jobs:
           ref: ${{ needs.build-info.outputs.target-commit-sha }}
           persist-credentials: false
           submodules: recursive
-      - name: "Get target branch build scripts"
-        uses: ./.github/actions/get-target-branch-build-scripts
+      - name: Checkout target branch to 'target-airflow' folder to use ci/scripts and breeze from there.
+        uses: actions/checkout@v3
+        with:
+          path: "target-airflow"
+          ref: ${{ github.base_ref }}
+          persist-credentials: false
+          submodules: recursive
+      - name: >
+          Override "scripts/ci", "dev" and ".github/actions" with the target branch
+          so that the PR does not override it
+        # We should not override those scripts which become part of the image as they will not be
+        # changed in the image built - we should only override those that are executed to build
+        # the image.
+        shell: bash
+        run: |
+          rm -rfv "scripts/ci"
+          mv -v "target-airflow/scripts/ci" "scripts"
+          rm -rfv "dev"
+          mv -v "target-airflow/dev" "."
+          rm -rfv ".github/actions"
+          mv -v "target-airflow/.github/actions" ".github"
       - name: >
           Build CI Images ${{needs.build-info.outputs.all-python-versions-list-as-string}}:${{env.IMAGE_TAG}}
         uses: ./.github/actions/build-ci-images
@@ -224,8 +262,27 @@ jobs:
           ref: ${{ needs.build-info.outputs.target-commit-sha }}
           persist-credentials: false
           submodules: recursive
-      - name: "Get target branch build scripts"
-        uses: ./.github/actions/get-target-branch-build-scripts
+      - name: Checkout target branch to 'target-airflow' folder to use ci/scripts and breeze from there.
+        uses: actions/checkout@v3
+        with:
+          path: "target-airflow"
+          ref: ${{ github.base_ref }}
+          persist-credentials: false
+          submodules: recursive
+      - name: >
+          Override "scripts/ci", "dev" and ".github/actions" with the target branch
+          so that the PR does not override it
+        # We should not override those scripts which become part of the image as they will not be
+        # changed in the image built - we should only override those that are executed to build
+        # the image.
+        shell: bash
+        run: |
+          rm -rfv "scripts/ci"
+          mv -v "target-airflow/scripts/ci" "scripts"
+          rm -rfv "dev"
+          mv -v "target-airflow/dev" "."
+          rm -rfv ".github/actions"
+          mv -v "target-airflow/.github/actions" ".github"
       - name: >
           Build PROD Images
           ${{needs.build-info.outputs.all-python-versions-list-as-string}}:${{env.IMAGE_TAG}}
@@ -264,8 +321,27 @@ jobs:
           ref: ${{ needs.build-info.outputs.target-commit-sha }}
           persist-credentials: false
           submodules: recursive
-      - name: "Get target branch build scripts"
-        uses: ./.github/actions/get-target-branch-build-scripts
+      - name: Checkout target branch to 'target-airflow' folder to use ci/scripts and breeze from there.
+        uses: actions/checkout@v3
+        with:
+          path: "target-airflow"
+          ref: ${{ github.base_ref }}
+          persist-credentials: false
+          submodules: recursive
+      - name: >
+          Override "scripts/ci", "dev" and ".github/actions" with the target branch
+          so that the PR does not override it
+        # We should not override those scripts which become part of the image as they will not be
+        # changed in the image built - we should only override those that are executed to build
+        # the image.
+        shell: bash
+        run: |
+          rm -rfv "scripts/ci"
+          mv -v "target-airflow/scripts/ci" "scripts"
+          rm -rfv "dev"
+          mv -v "target-airflow/dev" "."
+          rm -rfv ".github/actions"
+          mv -v "target-airflow/.github/actions" ".github"
       - name: "Start ARM instance"
         run: ./scripts/ci/images/ci_start_arm_instance_and_connect_to_docker.sh
       - name: "Install Breeze"