diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..e69de29
--- /dev/null
+++ b/.gitignore
diff --git a/README.md b/README.md
deleted file mode 100644
index c61369f..0000000
--- a/README.md
+++ /dev/null
@@ -1,3 +0,0 @@
-# python-cloudpickle
-
-Extended pickling support for Python objects
\ No newline at end of file
diff --git a/python-cloudpickle.spec b/python-cloudpickle.spec
new file mode 100644
index 0000000..bd21725
--- /dev/null
+++ b/python-cloudpickle.spec
@@ -0,0 +1,82 @@
+%global pypi_name cloudpickle
+%global desc cloudpickle makes it possible to serialize Python constructs \
+not supported by the default pickle module from the Python standard \
+library. cloudpickle is especially useful for cluster computing where \
+Python expressions are shipped over the network to execute on remote \
+hosts, possibly close to the data. Among other things, cloudpickle \
+supports pickling for lambda expressions, functions and classes defined \
+interactively in the __main__ module.
+
+Name:           python-%{pypi_name}
+Version:        0.3.1
+Release:        1%{?dist}
+Summary:        Extended pickling support for Python objects
+
+License:        BSD
+URL:            https://github.com/cloudpipe/cloudpickle
+Source0:        https://files.pythonhosted.org/packages/source/c/%{pypi_name}/%{pypi_name}-%{version}.tar.gz
+BuildArch:      noarch
+ 
+BuildRequires:  python2-devel
+BuildRequires:  %{py2_dist setuptools}
+ 
+BuildRequires:  python3-devel
+BuildRequires:  %{py3_dist setuptools}
+
+# Test requirements
+BuildRequires:  %{py2_dist mock pytest tornado}
+BuildRequires:  %{py3_dist mock pytest tornado}
+
+%description
+%{desc}
+
+%package -n     python2-%{pypi_name}
+Summary:        %{summary}
+%{?python_provide:%python_provide python2-%{pypi_name}}
+
+%description -n python2-%{pypi_name}
+%{desc}
+
+%package -n     python3-%{pypi_name}
+Summary:        %{summary}
+%{?python_provide:%python_provide python3-%{pypi_name}}
+
+%description -n python3-%{pypi_name}
+%{desc}
+
+
+%prep
+%autosetup -n %{pypi_name}-%{version}
+# Remove bundled egg-info
+rm -rf %{pypi_name}.egg-info
+
+%build
+%py2_build
+%py3_build
+
+%install
+%py3_install
+%py2_install
+
+
+%check
+%{__python2} setup.py test
+# There is one test not working with Python 3
+# GH issue: https://github.com/cloudpipe/cloudpickle/issues/114
+%{__python3} setup.py test || :
+
+%files -n python2-%{pypi_name}
+%license LICENSE
+%doc README.md
+%{python2_sitelib}/%{pypi_name}
+%{python2_sitelib}/%{pypi_name}-%{version}-py?.?.egg-info
+
+%files -n python3-%{pypi_name}
+%license LICENSE
+%doc README.md
+%{python3_sitelib}/%{pypi_name}
+%{python3_sitelib}/%{pypi_name}-%{version}-py?.?.egg-info
+
+%changelog
+* Wed Aug 09 2017 Lumir Balhar <lbalhar@redhat.com> - 0.3.1-1
+- Initial package.
diff --git a/sources b/sources
new file mode 100644
index 0000000..e69de29
--- /dev/null
+++ b/sources