diff --git a/python-pip.spec b/python-pip.spec
index e2ca90c..7bb6278 100644
--- a/python-pip.spec
+++ b/python-pip.spec
@@ -17,7 +17,7 @@
 
 Name:           python-%{srcname}
 Version:        9.0.1
-Release:        9%{?dist}
+Release:        10%{?dist}
 Summary:        A tool for installing and managing Python packages
 
 Group:          Development/Libraries
@@ -44,10 +44,10 @@ Patch0:         allow-stripping-given-prefix-from-wheel-RECORD-files.patch
 Patch1:         emit-a-warning-when-running-with-root-privileges.patch
 
 %description
-Pip is a replacement for `easy_install
-<http://peak.telecommunity.com/DevCenter/EasyInstall>`_.  It uses mostly the
-same techniques for finding packages, so packages that were made
-easy_installable should be pip-installable as well.
+pip is a package management system used to install and manage software packages
+written in Python. Many packages can be found in the Python Package Index
+(PyPI). pip is a recursive acronym that can stand for either "Pip Installs
+Packages" or "Pip Installs Python".
 
 
 %package -n python2-%{srcname}
@@ -74,10 +74,10 @@ Requires:       python-setuptools
 %{?python_provide:%python_provide python2-%{srcname}}
 
 %description -n python2-%{srcname}
-Pip is a replacement for `easy_install
-<http://peak.telecommunity.com/DevCenter/EasyInstall>`_.  It uses mostly the
-same techniques for finding packages, so packages that were made
-easy_installable should be pip-installable as well.
+pip is a package management system used to install and manage software packages
+written in Python. Many packages can be found in the Python Package Index
+(PyPI). pip is a recursive acronym that can stand for either "Pip Installs
+Packages" or "Pip Installs Python".
 
 
 %if 0%{?with_python3}
@@ -105,10 +105,11 @@ Requires:  python%{python3_pkgversion}-setuptools
 %{?python_provide:%python_provide python%{python3_pkgversion}-%{srcname}}
 
 %description -n python%{python3_pkgversion}-%{srcname}
-Pip is a replacement for `easy_install
-<http://peak.telecommunity.com/DevCenter/EasyInstall>`_.  It uses mostly the
-same techniques for finding packages, so packages that were made
-easy_installable should be pip-installable as well.
+pip is a package management system used to install and manage software packages
+written in Python. Many packages can be found in the Python Package Index
+(PyPI). pip is a recursive acronym that can stand for either "Pip Installs
+Packages" or "Pip Installs Python".
+
 %endif # with_python3
 
 
@@ -244,6 +245,10 @@ py.test-%{python3_version} -m 'not network'
 %endif # with_python3
 
 %changelog
+* Tue May 23 2017 Tomas Orsava <torsava@redhat.com> - 9.0.1-10
+- Modernized package descriptions
+Resolves: rhbz#1452568
+
 * Tue Mar 21 2017 Tomas Orsava <torsava@redhat.com> - 9.0.1-9
 - Fix typo in the sudo pip warning