diff --git a/requirements/edx/base.in b/requirements/edx/base.in
index b0c7284c3229..84b013cbfc8f 100644
--- a/requirements/edx/base.in
+++ b/requirements/edx/base.in
@@ -122,7 +122,12 @@ openedx-calc                        # Library supporting mathematical calculatio
 openedx-events                      # Open edX Events from Hooks Extension Framework (OEP-50)
 piexif                              # Exif image metadata manipulation, used in the profile_images app
 Pillow                              # Image manipulation library; used for course assets, profile images, invoice PDFs, etc.
-py2neo                              # Driver for converting Python modulestore structures to Neo4j's schema (for Coursegraph).
+
+# Driver for converting Python modulestore structures to Neo4j's schema (for Coursegraph).
+# Using the fork because official package has been removed from PyPI/GitHub
+# Follow up issue to remove this fork: https://github.com/openedx/edx-platform/issues/33456
+https://github.com/overhangio/py2neo/releases/download/2021.2.3/py2neo-2021.2.3.tar.gz
+
 pycountry
 pycryptodomex
 pygments                            # Used to support colors in paver command output
diff --git a/requirements/edx/base.txt b/requirements/edx/base.txt
index 76a96e226e17..fa13956cb7de 100644
--- a/requirements/edx/base.txt
+++ b/requirements/edx/base.txt
@@ -724,7 +724,7 @@ psutil==5.8.0
     # via
     #   -r requirements/edx/paver.txt
     #   edx-django-utils
-py2neo==2021.2.3
+py2neo @ https://github.com/overhangio/py2neo/releases/download/2021.2.3/py2neo-2021.2.3.tar.gz
     # via
     #   -c requirements/edx/../constraints.txt
     #   -r requirements/edx/base.in
diff --git a/requirements/edx/development.txt b/requirements/edx/development.txt
index d3264b6fa947..55f50833f1b3 100644
--- a/requirements/edx/development.txt
+++ b/requirements/edx/development.txt
@@ -990,7 +990,7 @@ py==1.10.0
     #   pytest
     #   pytest-forked
     #   tox
-py2neo==2021.2.3
+py2neo @ https://github.com/overhangio/py2neo/releases/download/2021.2.3/py2neo-2021.2.3.tar.gz
     # via
     #   -c requirements/edx/../constraints.txt
     #   -r requirements/edx/testing.txt
diff --git a/requirements/edx/testing.txt b/requirements/edx/testing.txt
index 2a665634c3f2..f0e6b0374ba3 100644
--- a/requirements/edx/testing.txt
+++ b/requirements/edx/testing.txt
@@ -930,7 +930,7 @@ py==1.10.0
     #   pytest
     #   pytest-forked
     #   tox
-py2neo==2021.2.3
+py2neo @ https://github.com/overhangio/py2neo/releases/download/2021.2.3/py2neo-2021.2.3.tar.gz
     # via
     #   -c requirements/edx/../constraints.txt
     #   -r requirements/edx/base.txt