diff --git a/requirements/edx/base.in b/requirements/edx/base.in
index 142b4893b565..7075a130e238 100644
--- a/requirements/edx/base.in
+++ b/requirements/edx/base.in
@@ -140,7 +140,12 @@ openedx-blockstore
 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 6163ca0576e1..627bc531bc0f 100644
--- a/requirements/edx/base.txt
+++ b/requirements/edx/base.txt
@@ -827,7 +827,7 @@ psutil==5.9.5
     # 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 74416fa40cf1..f95cbf2faed8 100644
--- a/requirements/edx/development.txt
+++ b/requirements/edx/development.txt
@@ -1127,7 +1127,7 @@ py==1.11.0
     # via
     #   -r requirements/edx/testing.txt
     #   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 d859bf03471a..cd6d564d51e5 100644
--- a/requirements/edx/testing.txt
+++ b/requirements/edx/testing.txt
@@ -1065,7 +1065,7 @@ psutil==5.9.5
     #   pytest-xdist
 py==1.11.0
     # via 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