diff --git a/requirements/edx/base.in b/requirements/edx/base.in
index 06bd9cb3e7a..e3d9dd53702 100644
--- a/requirements/edx/base.in
+++ b/requirements/edx/base.in
@@ -132,7 +132,12 @@ outcome-surveys                     # edx-platform plugin to send and track segm
 path
 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 98338ea1c79..f8213d991ec 100644
--- a/requirements/edx/base.txt
+++ b/requirements/edx/base.txt
@@ -818,7 +818,7 @@ psutil==5.9.2
     # 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 fb7bb24f0de..6c3ecce2cd1 100644
--- a/requirements/edx/development.txt
+++ b/requirements/edx/development.txt
@@ -1093,7 +1093,7 @@ py==1.11.0
     #   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 bc143be7730..3638b245145 100644
--- a/requirements/edx/testing.txt
+++ b/requirements/edx/testing.txt
@@ -1034,7 +1034,7 @@ py==1.11.0
     #   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