diff --git a/SPECS/python-pip.spec b/SPECS/python-pip.spec
index 1ed7052..ef6d630 100644
--- a/SPECS/python-pip.spec
+++ b/SPECS/python-pip.spec
@@ -4,9 +4,9 @@
 %bcond_without doc
 
 %global srcname pip
-%global python_wheelname %{srcname}-%{version}-py2.py3-none-any.whl
+%global python3_wheelname %{srcname}-%{version}-py2.py3-none-any.whl
 %if %{without bootstrap}
-%global python3_wheelname %python_wheelname
+%global python3_wheeldir %{_datadir}/python3-wheels
 %endif
 
 # Note that with disabled python3, bashcomp2 will be disabled as well because
@@ -19,7 +19,7 @@
 Name:           python-%{srcname}
 # When updating, update the bundled libraries versions bellow!
 Version:        9.0.3
-Release:        14%{?dist}
+Release:        15%{?dist}
 Summary:        A tool for installing and managing Python packages
 
 Group:          Development/Libraries
@@ -174,9 +174,40 @@ A documentation for a tool for installing and managing Python packages
 
 %endif
 
+%if %{without bootstrap}
+%package -n python3-%{srcname}-wheel
+Summary:        The pip wheel
+
+# Virtual provides for the packages bundled by pip.
+# You can find the versions in pip/_vendor/vendor.txt file.
+Provides: bundled(python3dist(appdirs)) = 1.4.0
+Provides: bundled(python3dist(cachecontrol)) = 0.11.7
+Provides: bundled(python3dist(colorama)) = 0.3.7
+Provides: bundled(python3dist(distlib)) = 0.2.4
+Provides: bundled(python3dist(distro)) = 1.0.1
+Provides: bundled(python3dist(html5lib)) = 1.0b10
+Provides: bundled(python3dist(ipaddress) = 1.0.17
+Provides: bundled(python3dist(lockfile)) = 0.12.2
+Provides: bundled(python3dist(packaging)) = 16.8
+Provides: bundled(python3dist(setuptools)) = 28.8.0
+Provides: bundled(python3dist(progress)) = 1.2
+Provides: bundled(python3dist(pyparsing)) = 2.1.10
+Provides: bundled(python3dist(requests)) = 2.11.1
+Provides: bundled(python3dist(retrying)) = 1.3.3
+Provides: bundled(python3dist(six)) = 1.10.0
+Provides: bundled(python3dist(webencodings)) = 0.5
+
+# Bundled within the requests bundle
+Provides: bundled(python3dist(chardet)) = 2.3.0
+Provides: bundled(python3dist(urllib3)) = 1.16
+
+%description -n python3-%{srcname}-wheel
+A Python wheel of pip to use with venv.
+%endif
 
 %prep
 %setup -q -n %{srcname}-%{version}
+
 %if %{with tests}
 tar -xf %{SOURCE1}
 %endif
@@ -259,6 +290,10 @@ pathfix.py -i /usr/bin/python%{python3_version} -np %{buildroot}%{_bindir}/pip%{
 # (Patch3) won't work
 echo rpm > %{buildroot}%{python3_sitelib}/pip-%{version}.dist-info/INSTALLER
 
+%if %{without bootstrap}
+mkdir -p %{buildroot}%{python3_wheeldir}
+install -p dist/%{python3_wheelname} -t %{buildroot}%{python3_wheeldir}
+%endif
 
 %if %{with tests}
 %check
@@ -294,7 +329,19 @@ py.test-%{python3_version} -m 'not network'
 %doc docs/_build/html
 %endif # with doc
 
+%if %{without bootstrap}
+%files -n python3-%{srcname}-wheel
+%license LICENSE.txt
+# we own the dir for simplicity
+%dir %{python3_wheeldir}/
+%{python3_wheeldir}/%{python3_wheelname}
+%endif
+
 %changelog
+* Thu Jun 06 2019 Charalampos Stratakis <cstratak@redhat.com> - 9.0.3-15
+- Create python-pip-wheel package with the wheel
+Resolves: rhbz#1718031
+
 * Wed Mar 13 2019 Lumír Balhar <lbalhar@redhat.com> - 9.0.3-14
 - Move bash completion files from platform-python- to python3- subpackage
 - resolves: rhbz#1664749