diff --git a/download b/download
new file mode 100644
index 0000000000000000000000000000000000000000..26f6062f05a05969e610ddc0c2187634a173c1cc
--- /dev/null
+++ b/download
@@ -0,0 +1 @@
+709cb7d682ad58a446d274807c9af731  pip-19.3.1.tar.gz
diff --git a/pip-19.3.1.tar.gz b/pip-19.3.1.tar.gz
deleted file mode 100644
index e73d12b4f4070be8741827fa94aa7bc268d0fbc5..0000000000000000000000000000000000000000
Binary files a/pip-19.3.1.tar.gz and /dev/null differ
diff --git a/python3x-pip.spec b/python3x-pip.spec
index d6b5faa60591acf557999fecbdd9611deb2171cd..ad494bae41089a86d78512fce63fd7eba7e5b0cc 100644
--- a/python3x-pip.spec
+++ b/python3x-pip.spec
@@ -16,7 +16,7 @@ Name:           python3x-%{srcname}
 # When updating, update the bundled libraries versions bellow!
 # You can use vendor_meta.sh in the dist git repo
 Version:        19.3.1
-Release:        4%{?dist}
+Release:        5%{?dist}
 Summary:        A tool for installing and managing Python packages
 
 # We bundle a lot of libraries with pip, which itself is under MIT license.
@@ -265,6 +265,9 @@ rm src/pip/_vendor/certifi/*.pem
 ln -s %{python_wheeldir} tests/data/common_wheels
 %endif
 
+# Remove windows executable binaries
+rm -v src/pip/_vendor/distlib/*.exe
+sed -i '/\.exe/d' setup.py
 
 %build
 %py3_build_wheel
@@ -417,6 +420,10 @@ fi
 %{python_wheeldir}/%{python_wheelname}
 
 %changelog
+* Thu Oct 14 2021 Charalampos Stratakis <cstratak@redhat.com> - 19.3.1-5
+- Remove bundled windows executables
+- Resolves: rhbz#2006789
+
 * Mon Aug 02 2021 Tomas Orsava <torsava@redhat.com> - 19.3.1-4
 - Adjusted the postun scriptlets to enable upgrading to RHEL 9
 - Resolves: rhbz#1933055