diff --git a/python-s3transfer.spec b/python-s3transfer.spec
index f36a27d..daee07e 100644
--- a/python-s3transfer.spec
+++ b/python-s3transfer.spec
@@ -1,7 +1,10 @@
-%if 0%{?rhel}
-%global with_python3 0
+%if 0%{?rhel} && 0%{?rhel} <= 7
+%bcond_with python3
+# Minimum nose version is 1.3.3, while EL7 has 1.3.0
+%bcond_with tests
 %else
-%global with_python3 1
+%bcond_without python3
+%bcond_without tests
 %endif
 
 %global pypi_name s3transfer
@@ -18,7 +21,7 @@ BuildArch:      noarch
 
 BuildRequires:  python2-devel
 BuildRequires:  python-setuptools
-# The following are for tests
+%if %{with tests}
 BuildRequires:  python-nose
 BuildRequires:  python-mock
 BuildRequires:  python-wheel
@@ -26,17 +29,7 @@ BuildRequires:  python-futures
 BuildRequires:  python2-botocore
 BuildRequires:  python-coverage
 BuildRequires:  python-unittest2
-%if 0%{?with_python3} 
-BuildRequires:  python3-devel
-BuildRequires:  python3-setuptools
-# The following are for tests
-BuildRequires:  python3-nose
-BuildRequires:  python3-mock
-BuildRequires:  python3-wheel
-BuildRequires:  python3-botocore
-BuildRequires:  python3-coverage
-BuildRequires:  python3-unittest2
-%endif # with_python3
+%endif # tests
 
 %description
 S3transfer is a Python library for managing Amazon S3 transfers.
@@ -50,15 +43,25 @@ Requires:       python2-botocore
 %description -n python2-%{pypi_name}
 S3transfer is a Python library for managing Amazon S3 transfers.
 
-%if 0%{?with_python3}
+%if %{with python3}
 %package -n     python3-%{pypi_name}
 Summary:        An Amazon S3 Transfer Manager
+BuildRequires:  python3-devel
+BuildRequires:  python3-setuptools
+%if %{with tests}
+BuildRequires:  python3-nose
+BuildRequires:  python3-mock
+BuildRequires:  python3-wheel
+BuildRequires:  python3-botocore
+BuildRequires:  python3-coverage
+BuildRequires:  python3-unittest2
+%endif # tests
 Requires:       python3-botocore
 %{?python_provide:%python_provide python3-%{pypi_name}}
 
 %description -n python3-%{pypi_name}
 S3transfer is a Python library for managing Amazon S3 transfers.
-%endif # with_python3
+%endif # python3
 
 %prep
 %setup -q -n %{pypi_name}-%{version}
@@ -67,24 +70,23 @@ rm -rf tests/integration
 
 %build
 %py2_build
-%if 0%{?with_python3}
+%if %{with python3}
 %py3_build
-%endif # with_python3
+%endif # python3
 
 %install
-%if 0%{?with_python3}
-%py3_install
-%endif # with_python3
 %py2_install
+%if %{with python3}
+%py3_install
+%endif # python3
 
+%if %{with tests}
 %check
-#%{__python2} setup.py test
-nosetests-2.7 --with-coverage --cover-erase --cover-package s3transfer --with-xunit --cover-xml -v tests/unit/ tests/functional/
-%if 0%{?with_python3}
-#%{__python3} setup.py test
-%{?fc23:nosetests-3.4 --with-coverage --cover-erase --cover-package s3transfer --with-xunit --cover-xml -v tests/unit/ tests/functional/}
-%{!?fc23:nosetests-3.5 --with-coverage --cover-erase --cover-package s3transfer --with-xunit --cover-xml -v tests/unit/ tests/functional/}
-%endif # with_python3
+nosetests-%{python2_version} --with-coverage --cover-erase --cover-package s3transfer --with-xunit --cover-xml -v tests/unit/ tests/functional/
+%if %{with python3}
+nosetests-%{python3_version} --with-coverage --cover-erase --cover-package s3transfer --with-xunit --cover-xml -v tests/unit/ tests/functional/
+%endif # python3
+%endif # tests
 
 %files -n python2-%{pypi_name} 
 %{!?_licensedir:%global license %doc}
@@ -93,13 +95,13 @@ nosetests-2.7 --with-coverage --cover-erase --cover-package s3transfer --with-xu
 %{python2_sitelib}/%{pypi_name}
 %{python2_sitelib}/%{pypi_name}-%{version}-py?.?.egg-info
 
-%if 0%{?with_python3}
+%if %{with python3}
 %files -n python3-%{pypi_name} 
 %doc README.rst
 %license LICENSE.txt
 %{python3_sitelib}/%{pypi_name}
 %{python3_sitelib}/%{pypi_name}-%{version}-py?.?.egg-info
-%endif # with_python3
+%endif # python3
 
 %changelog
 * Wed Sep 28 2016 Fabio Alessandro Locati <fale@redhat.com> - 0.1.4-1