diff --git a/.github/workflows/extract-translation-source-files.yml b/.github/workflows/extract-translation-source-files.yml
index 1a51abb3575..fba014103a8 100644
--- a/.github/workflows/extract-translation-source-files.yml
+++ b/.github/workflows/extract-translation-source-files.yml
@@ -38,6 +38,7 @@ jobs:
               'edx-ace',
               'edx-bulk-grades',
               'edx-ora2',
+              'edx-platform',
               'edx-proctoring',
               'FeedbackXBlock',
               'RecommenderXBlock',
@@ -181,21 +182,51 @@ jobs:
           repository: openedx/${{ matrix.repo }}
           path: translations/${{ matrix.repo }}
 
-      # Sets up Python
+      - name: Avoid committing translations into the `openedx-translations` other than source
+        run: |
+          find translations/${{ matrix.repo }}/conf/locale -mindepth 1 -maxdepth 1 -type d -exec rm -rf {} \;
+          mkdir -p translations/${{ matrix.repo }}/conf/locale/en/LC_MESSAGES
+
+      - name: prepare the environment with edx-platform specific changes
+        if: matrix.repo == 'edx-platform'
+        run: |
+          # This is needed for edx-platform base.txt packages
+          sudo apt install -y libxml2-dev libxmlsec1-dev libxslt1-dev
+
+          # There is a theme directory with it's own conf/locale directory, we need to remove that
+          rm -rf translations/${{ matrix.repo }}/themes/conf
+
+      # Setup Python
       - name: setup python
         uses: actions/setup-python@v4
+        id: setup_python
         with:
           python-version: '3.8'
+          cache: pip
+          # Using wild-card for `edx-platf*rm` -> `edx-platform` which separates its dependencies from other repos
+          cache-dependency-path: |
+            requirements/translations.txt
+            translations/edx-platf*rm/requirements/edx/base.txt
 
       # Installs Python requirements from translations.txt
       - name: install requirements
-        run: pip install -r requirements/translations.txt
+        run: |
+          # Install requirements for all packages
+          pip install -r requirements/translations.txt
+
+          EDX_BASE_REQS=translations/edx-platform/requirements/edx/base.txt
+          if test -f $EDX_BASE_REQS; then
+            # Install edx-platform specific apps (e.g. wiki) which is required to extract translations from
+            pip install -r $EDX_BASE_REQS
+          fi
 
       # Extracts the translation source files
       - name: extract translation source files
         run: |
           cd translations/${{ matrix.repo }}
           make extract_translations
+        env:
+          IS_OPENEDX_TRANSLATIONS_WORKFLOW: yes
 
       # Validate compilation of translation source files
       - name: validate compilation of translation source files
@@ -214,7 +245,7 @@ jobs:
           cd translations/${{ matrix.repo }}
           # finds the directory containing the english locale usually located in
           # */*/conf/locale/en
-          EN_DIR=$(find . -type d -regex ".+conf\/locale\/en$")
+          EN_DIR=$(find . -type d -regex ".+conf\/locale\/en$" | head -n 1)
           # If the directory is not found, exit with an error. This can happen if we add a repository that doesn't
           # comply with OEP-58, or it still doesn't have any translations yet
           if [ -z "$EN_DIR" ]; then
@@ -224,8 +255,12 @@ jobs:
           fi
           # remove translations/${{ matrix.repo }}/.git so we don't commit a submodule
           rm -rf .git
+
+      - name: add repo translation source files openedx-translations
+        run: |
           # finds the django.po and djangojs.po files generated by make
           # extract_translations into EN_DIR and adds them
+          cd translations/${{ matrix.repo }}
           DJANGO_PATH=$(find $EN_DIR -name 'django.po')
           DJANGOJS_PATH=$(find $EN_DIR -name 'djangojs.po')
           ############## Special support for XBlocks