diff --git a/.github/workflows/validate-translation-files.yml b/.github/workflows/validate-translation-files.yml
index 79eaa78ab42..177040657c6 100644
--- a/.github/workflows/validate-translation-files.yml
+++ b/.github/workflows/validate-translation-files.yml
@@ -44,6 +44,10 @@ jobs:
           message: |
             :white_check_mark: All translation files are valid.
 
+            ```
+            ${{ steps.validate_translation_files.outputs.VALIDATION_ERRORS }}
+            ```
+
             This comment has been posted by the `validate-translation-files.yml` GitHub Actions workflow.
 
           message-failure: |
diff --git a/Makefile b/Makefile
index 9cb4142edd2..4373b93c99d 100644
--- a/Makefile
+++ b/Makefile
@@ -37,9 +37,14 @@ test_requirements:  ## Installs test.txt requirements
 test:  ## Run scripts tests
 	 pytest -v -s --cov=. --cov-report=term-missing --cov-report=html scripts/tests
 
-validate_translation_files:  ## Run basic validation to ensure files are compilable
+validate_translation_files:  ## Run basic validation to ensure translation files are valid
 	python scripts/validate_translation_files.py
 
+
+validate_translation_files_mark_fuzzy:  ## Run basic validation and mark invalid entries as fuzzy
+	python scripts/validate_translation_files.py --mark-fuzzy
+
+
 sync_translations:  ## Syncs from the old projects to the new openedx-translations project
 	python scripts/sync_translations.py $(SYNC_ARGS)
 
diff --git a/docs/decisions/0002-mark-fuzzy-entries.rst b/docs/decisions/0002-mark-fuzzy-entries.rst
new file mode 100644
index 00000000000..95052fb9fbd
--- /dev/null
+++ b/docs/decisions/0002-mark-fuzzy-entries.rst
@@ -0,0 +1,105 @@
+Mark Transifex invalid entries as fuzzy
+#######################################
+
+Context
+*******
+As of the `OEP-58`_, the Transifex GitHub App is used to sync Translations.
+These translations are validated by `LexiQA`_, built-in Transifex quality
+checks, and human reviewers. During this synchronization process, the
+`Transifex GitHub App`_ creates pull requests to this repository. The
+translations in the pull requests are then validated by ``msgfmt`` in CI.
+
+Problem
+*******
+There are times when the translations being synchronized fail ``msgfmt``
+validation. This prevents the pull requests from being merged.
+
+
+Design Decision
+***************
+
+A GitHub Actions workflow will be implemented to mark invalid entries in
+synchronized ``.po`` files as ``fuzzy``. This will update pull requests
+created by the `Transifex GitHub App`_.
+
+To ensure a safe and reliable workflow, the following workflows will be
+combined into one single workflow with multiple jobs:
+
+#. Run ``python-tests.yml`` to validate the python code
+#. Then, run ``validate-translation-files.yml`` which performs the following:
+
+   #. Validate the po-files using ``msgfmt``
+   #. Notify the translators about the invalid entries via the preferred
+      communication channel (Slack, Transifex, GitHub)
+   #. Edit the po files to mark invalid entries as ``fuzzy``, so it's
+      excluded from ``.mo`` files
+   #. Revalidate the files
+
+#. Commit the fixes
+#. Run the lint commits
+#. Push to the branch
+#. Trigger auto merge
+
+
+Informing the Translators
+*************************
+Translators can be notified about invalid translations via Slack, Transifex
+or GitHub depending on the community's preference.
+
+We propose
+
+Pros and Cons
+*************
+
+**Pros**
+
+* New valid strings would make it into the ``.mo`` files
+* There's no need for manual intervention, therefore it's fast and won't
+  create a backlog of pull requests.
+* Rejected strings are easily identifiable by looking in the code, so it's
+  easy to fix them.
+* Translators can be notified about invalid translations via Slack, Transifex,
+  GitHub depending on the community's preference.
+
+
+**Cons**
+
+* The workflow script runs and edits the pull request, which can be
+  confusing for the reviewers.
+* Previously valid entries are going to be overwritten with new ``fuzzy``
+  strings which will make those entries to be shown in source language
+  (English).
+
+Rejected Alternative: Keep pull requests open
+*********************************************
+
+Instead of editing the pull request, we could keep the pull request open and
+wait for the translators to fix the invalid entries. However, this would
+create a backlog of pull requests and would require manual intervention to
+close the pull requests.
+
+- **Create a Transifex issue:** It would be possible to identify the faulty
+  entries and create a Transifex issue via API to the faulty entries.
+  However, this would require attention from the translators
+  team, which can take a rather long time therefore creating a backlog of
+  invalid entries. Additionally, Transifex issues are not understood or used
+  by most of the Open edX community.
+
+- **Post errors on Slack:** Post the errors on Slack and ask the translators
+  to fix them. Same as the previous option, not all translators are on Slack.
+  Additionally, this option would have a slow feedback loop causing the pull
+  requests backlog to build-up.
+
+- **Mark faulty entries as unreviewed:** Use the Transifex API to mark the
+  the invalid entries as unreviewed, then pull only reviewed entries into this
+  repository.
+  This option would require an extensive use the of the Transifex API,
+  and pull again which can be complex to implement. Additionally, this option
+  would have a slow feedback loop causing the pull requests backlog to
+  build-up.
+
+
+.. _OEP-58: https://open-edx-proposals.readthedocs.io/en/latest/architectural-decisions/oep-0058-arch-translations-management.html
+.. _LexiQA: https://help.transifex.com/en/articles/6219179-lexiqa
+.. _Transifex GitHub App: https://github.com/apps/transifex-integration
+
diff --git a/scripts/tests/mock_translations_dir/demo-xblock/conf/locale/hi/LC_MESSAGES/django.po b/scripts/tests/mock_translations_dir/demo-xblock/conf/locale/hi/LC_MESSAGES/django.po
index 87b04909901..651ba802a34 100644
--- a/scripts/tests/mock_translations_dir/demo-xblock/conf/locale/hi/LC_MESSAGES/django.po
+++ b/scripts/tests/mock_translations_dir/demo-xblock/conf/locale/hi/LC_MESSAGES/django.po
@@ -13,6 +13,51 @@ msgstr ""
 "Plural-Forms: nplurals=2; plural=(n != 1);\n"
 "Generated-By: Babel 2.8.0\n"
 
+
+#: default_data.py:5
+msgid ""
+"An isosceles triangle with three layers of similar height. It is shown "
+"upright, so the widest layer is located at the bottom, and the narrowest "
+"layer is located at the top."
+msgstr ""
+
+#, python-brace-format
+msgid "{action} invalid actions."
+msgstr "{something_else} an invalid action."
+
+#: default_data.py:20
+msgid ""
+"Use this zone to associate an item with the bottom layer of the triangle."
+msgstr ""
+
+#: default_data.py:22
+msgid "Correct! This one belongs to The Top Zone."
+msgstr ""
+
 #, python-brace-format
-msgid "{action} is not a valid action."
-msgstr "{कार्रवाई} एक वैध कार्रवाई नहीं है।"  # Invalid brace-format with encoding errors
+msgid ""
+"{action2} another invalid action."
+msgstr "{कार्रवाई2} एक वैध कार्रवाई नहीं है।"
+
+#: default_data.py:23
+msgid "Correct! This one belongs to The Middle Zone."
+msgstr ""
+
+#: default_data.py:24
+msgid "Correct! This one belongs to The Bottom Zone."
+msgstr ""
+
+#: default_data.py:25
+msgid "No, this item does not belong here. Try again."
+msgstr "नहीं, यह आइटम यहाँ नहीं है। पुनः प्रयास करें।"
+
+#: default_data.py:26
+msgid "You silly, there are no zones for this one."
+msgstr "आप मूर्खतापूर्ण हैं, इसके लिए कोई क्षेत्र नहीं है।"
+
+#, python-brace-format
+msgid "{action3} one more time!"
+msgstr ""
+"{कार्रवाई3} एक वैध कार्रवाई नहीं है।"
+""
+
diff --git a/scripts/tests/test_validate_translation_files.py b/scripts/tests/test_validate_translation_files.py
index 821701d5231..d425fedb1f2 100644
--- a/scripts/tests/test_validate_translation_files.py
+++ b/scripts/tests/test_validate_translation_files.py
@@ -3,10 +3,12 @@
 """
 
 import os.path
+import re
+import shutil
 
 from ..validate_translation_files import (
     get_translation_files,
-    main,
+    validate_translation_files,
 )
 
 SCRIPT_DIR = os.path.dirname(__file__)
@@ -35,7 +37,7 @@ def test_main_on_invalid_files(capsys):
     Integration test for the `main` function on some invalid files.
     """
     mock_translations_dir = os.path.join(SCRIPT_DIR, 'mock_translations_dir')
-    exit_code = main(mock_translations_dir)
+    exit_code = validate_translation_files(mock_translations_dir)
     out, err = capsys.readouterr()
 
     assert 'VALID:' in out, 'Valid files should be printed in stdout'
@@ -44,8 +46,8 @@ def test_main_on_invalid_files(capsys):
     assert 'hi/LC_MESSAGES/django.po' not in out, 'Invalid file should be printed in stderr'
     assert 'en/LC_MESSAGES/django.po' not in out, 'Source file should not be validated'
 
-    assert 'INVALID:' in err
-    assert 'hi/LC_MESSAGES/django.po' in err
+    assert re.match(r'INVALID: .*hi/LC_MESSAGES/django.po', err)
+    assert 'Errors:' in err
     assert '\'msgstr\' is not a valid Python brace format string, unlike \'msgid\'' in err
     assert 'FAILURE: Some translations are invalid.' in err
 
@@ -57,11 +59,57 @@ def test_main_on_valid_files(capsys):
     Integration test for the `main` function but only for the Arabic translations which is valid.
     """
     mock_translations_dir = os.path.join(SCRIPT_DIR, 'mock_translations_dir/demo-xblock/conf/locale/ar')
-    exit_code = main(mock_translations_dir)
+    exit_code = validate_translation_files(mock_translations_dir)
     out, err = capsys.readouterr()
 
     assert 'VALID:' in out, 'Valid files should be printed in stdout'
     assert 'ar/LC_MESSAGES/django.po' in out, 'Arabic translation file is valid'
     assert 'SUCCESS: All translation files are valid.' in out
+    assert 'Errors:' not in out, 'There should be no errors'
     assert not err.strip(), 'The stderr should be empty'
     assert exit_code == 0, 'Should succeed due in validating the ar/LC_MESSAGES/django.po file'
+
+
+def test_main_on_valid_files_with_mark_fuzzy(capsys, tmp_path):
+    """
+    Test the `main` function with the --mark-fuzzy option.
+    """
+    original_mock_translations_dir = os.path.join(SCRIPT_DIR, 'mock_translations_dir')
+    mock_translations_dir = tmp_path / 'translations'
+    shutil.copytree(original_mock_translations_dir, mock_translations_dir)
+
+    exit_code = validate_translation_files(translations_dir=mock_translations_dir, mark_fuzzy=True)
+    out, err = capsys.readouterr()
+
+    assert 'VALID:' in out, 'Valid files should be printed in stdout'
+    assert re.match(r'FIXED: .*hi/LC_MESSAGES/django.po', err), 'Should print the FIXED files in stderr'
+    assert 'ar/LC_MESSAGES/django.po' in out, 'Arabic translation file is valid regardless'
+    assert 'NOTICE:  Some translations were fixed.' in err, 'Should print NOTICE in stderr'
+    assert 'SUCCESS: All translation files are now valid.' in err, 'Should print SUCCESS in stderr'
+    assert 'Previous errors:' in err, 'Original errors should be printed'
+    assert 'New output:' in err, 'New output should be printed after the fix'
+    assert exit_code == 0, (
+        'Should succeed even though the in/LC_MESSAGES/django.po is invalid, because it was marked as fuzzy'
+    )
+
+
+def test_main_on_valid_files_with_mark_fuzzy_unfixable_files(capsys, tmp_path):
+    """
+    Test the `main` function with the --mark-fuzzy option but the file is broken in an unknown way.
+    """
+    original_mock_translations_dir = os.path.join(SCRIPT_DIR, 'mock_translations_dir')
+    mock_translations_dir = tmp_path / 'translations'
+    shutil.copytree(original_mock_translations_dir, mock_translations_dir)
+    hi_language_file = mock_translations_dir / 'demo-xblock/conf/locale/hi/LC_MESSAGES/django.po'
+
+    with open(hi_language_file, 'a') as f:
+        f.write('<<<<Some random string to break the file>>>>')
+
+    exit_code = validate_translation_files(translations_dir=mock_translations_dir, mark_fuzzy=True)
+    out, err = capsys.readouterr()
+
+    assert 'VALID:' in out, 'Valid files should be printed in stdout regardless'
+    assert re.match(r'INVALID: .*hi/LC_MESSAGES/django.po', err), 'Should print the Error files in stderr'
+    assert 'Previous errors:' in err, 'Original errors should be printed'
+    assert 'New errors:' in err, 'New errors should be printed after the fix'
+    assert exit_code == 1, 'Should fail due to unfixable hi/LC_MESSAGES/django.po file'
diff --git a/scripts/validate_translation_files.py b/scripts/validate_translation_files.py
index 8d334e26656..7082b2738ee 100644
--- a/scripts/validate_translation_files.py
+++ b/scripts/validate_translation_files.py
@@ -1,7 +1,15 @@
-import sys
+"""
+Validate translation files using GNU gettext `msgfmt` command.
+
+This script is used to validate translation files in the Open edX platform and mark
+invalid entries as fuzzy.
+"""
+
+import argparse
 import os
 import os.path
 import subprocess
+import sys
 
 
 def get_translation_files(translation_directory):
@@ -34,12 +42,70 @@ def validate_translation_file(po_file):
     stderr = completed_process.stderr.decode(encoding='utf-8', errors='replace')
 
     return {
+        'po_file': po_file,
         'valid': completed_process.returncode == 0,
-        'output': f'{stdout}\n{stderr}',
+        'output': f'{stdout}\n{stderr}'.strip(),
+        'stdout': stdout,
+        'stderr': stderr,
     }
 
 
-def main(translations_dir='translations'):
+def get_invalid_msgstr_lines(validation_stderr):
+    """
+    Parse the error output of `msgfmt` and return line numbers of invalid msgstr lines.
+    """
+    invalid_msgstr_lines = []
+    for line in validation_stderr.splitlines():
+        if '.po:' in line:
+            _file_name, line_number, _rest = line.split(':', 2)
+            invalid_msgstr_lines.append(int(line_number))
+    return invalid_msgstr_lines
+
+
+def get_invalid_msgid_lines(po_file, invalid_msgstr_lines):
+    """
+    Get the line numbers of invalid msgid lines by their msgstr line numbers.
+    """
+    with open(po_file, mode='r', encoding='utf-8') as f:
+        pofile_lines = f.readlines()
+
+    invalid_msgid_lines = []
+    last_msgid_line = None
+    for line_number, line_text in enumerate(pofile_lines, start=1):
+        if line_text.startswith('msgid'):
+            last_msgid_line = line_number
+
+        if line_text.startswith('msgstr') and line_number in invalid_msgstr_lines:
+            invalid_msgid_lines.append(last_msgid_line)
+
+    return invalid_msgid_lines
+
+
+def mark_invalid_entries_as_fuzzy(validation_result):
+    """
+    Mark invalid entries as fuzzy.
+    """
+    # Get line numbers of invalid msgstr lines
+    invalid_msgstr_lines = get_invalid_msgstr_lines(validation_result['stderr'])
+    invalid_msgid_lines = get_invalid_msgid_lines(
+        validation_result['po_file'],
+        invalid_msgstr_lines,
+    )
+
+    with open(validation_result['po_file'], mode='r', encoding='utf-8') as f:
+        pofile_lines = f.readlines()
+
+    with open(validation_result['po_file'], mode='w', encoding='utf-8') as f:
+        for line_number, line_text in enumerate(pofile_lines, start=1):
+            if line_number in invalid_msgid_lines:
+                f.write('#, fuzzy\n')
+            f.write(line_text)
+
+
+def validate_translation_files(
+    translations_dir='translations',
+    mark_fuzzy=False,
+):
     """
     Run GNU gettext `msgfmt` and print errors to stderr.
 
@@ -49,37 +115,81 @@ def main(translations_dir='translations'):
       return 1 for invalid translations.
     """
     translations_valid = True
+    translations_fixed = False
 
-    invalid_lines = []
+    stderr_lines = []
 
     po_files = get_translation_files(translations_dir)
     for po_file in po_files:
-        result = validate_translation_file(po_file)
+        first_attempt = validate_translation_file(po_file)
 
-        if result['valid']:
+        if first_attempt['valid']:
             print('VALID: ' + po_file)
-            print(result['output'], '\n' * 2)
+            print(first_attempt['output'], '\n' * 2)
         else:
-            invalid_lines.append('INVALID: ' + po_file)
-            invalid_lines.append(result['output'] + '\n' * 2)
-            translations_valid = False
+            if mark_fuzzy:
+                mark_invalid_entries_as_fuzzy(first_attempt)
+
+            second_attempt = validate_translation_file(po_file)
+
+            if second_attempt['valid']:
+                translations_fixed = True
+                stderr_lines.append('FIXED: ' + po_file)
+                stderr_lines.append('This file was invalid, but it was fixed by`make validate_translation_files`.')
+                stderr_lines.append('Previous errors:')
+                stderr_lines.append(first_attempt['output'] + '\n')
+                stderr_lines.append('New output:')
+                stderr_lines.append(second_attempt['output'] + '\n' * 2)
+            else:
+                stderr_lines.append('INVALID: ' + po_file)
+                stderr_lines.append('Attempted to fix the file, but it is still invalid.')
+
+                if mark_fuzzy:
+                    stderr_lines.append('Previous errors:')
+                else:
+                    stderr_lines.append('Errors:')
+
+                stderr_lines.append(first_attempt['output'] + '\n')
+
+                if mark_fuzzy:
+                    stderr_lines.append('New errors:')
+                    stderr_lines.append(second_attempt['output'] + '\n' * 2)
+                translations_valid = False
 
     # Print validation errors in the bottom for easy reading
-    print('\n'.join(invalid_lines), file=sys.stderr)
+    print('\n'.join(stderr_lines), file=sys.stderr)
 
     if translations_valid:
-        print('-----------------------------------------')
-        print('SUCCESS: All translation files are valid.')
-        print('-----------------------------------------')
         exit_code = 0
+
+        if translations_fixed:
+            print('---------------------------------------------', file=sys.stderr)
+            print('NOTICE:  Some translations were fixed.', file=sys.stderr)
+            print('SUCCESS: All translation files are now valid.', file=sys.stderr)
+            print('---------------------------------------------', file=sys.stderr)
+        else:
+            print('-----------------------------------------')
+            print('SUCCESS: All translation files are valid.')
+            print('-----------------------------------------')
     else:
+        exit_code = 1
         print('---------------------------------------', file=sys.stderr)
         print('FAILURE: Some translations are invalid.', file=sys.stderr)
         print('---------------------------------------', file=sys.stderr)
-        exit_code = 1
 
     return exit_code
 
 
+def main():  # pragma: no cover
+    parser = argparse.ArgumentParser(description=__doc__)
+    parser.add_argument('--mark-fuzzy', dest='mark_fuzzy', action='store_true', default=False)
+    parser.add_argument('--dir', action='store', type=str, default='translations')
+    args = parser.parse_args()
+    sys.exit(validate_translation_files(
+        translations_dir=args.dir,
+        mark_fuzzy=args.mark_fuzzy,
+    ))
+
+
 if __name__ == '__main__':
-    sys.exit(main())  # pragma: no cover
+    main()  # pragma: no cover