diff --git a/pbr/tests/test_packaging.py b/pbr/tests/test_packaging.py
index 9bd91ae0..bbbd5847 100644
--- a/pbr/tests/test_packaging.py
+++ b/pbr/tests/test_packaging.py
@@ -56,7 +56,7 @@ import testscenarios
 import testtools
 from testtools import matchers
 import virtualenv
-import wheel.install
+from wheel import wheelfile
 
 from pbr import git
 from pbr import packaging
@@ -372,13 +372,13 @@ class TestPackagingWheels(base.BaseTestCase):
         relative_wheel_filename = os.listdir(dist_dir)[0]
         absolute_wheel_filename = os.path.join(
             dist_dir, relative_wheel_filename)
-        wheel_file = wheel.install.WheelFile(absolute_wheel_filename)
+        wheel_file = wheelfile.WheelFile(absolute_wheel_filename)
         wheel_name = wheel_file.parsed_filename.group('namever')
         # Create a directory path to unpack the wheel to
         self.extracted_wheel_dir = os.path.join(dist_dir, wheel_name)
         # Extract the wheel contents to the directory we just created
-        wheel_file.zipfile.extractall(self.extracted_wheel_dir)
-        wheel_file.zipfile.close()
+        wheel_file.extractall(self.extracted_wheel_dir)
+        wheel_file.close()
 
     def test_data_directory_has_wsgi_scripts(self):
         # Build the path to the scripts directory
diff --git a/setup.cfg b/setup.cfg
index bd65299e..6fa3c423 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -53,5 +53,5 @@ build-dir = doc/build
 source-dir = doc/source
 warning-is-error = 1
 
-[wheel]
+[bdist_wheel]
 universal = 1
diff --git a/test-requirements.txt b/test-requirements.txt
index 8fdcb839..e7ecf83c 100644
--- a/test-requirements.txt
+++ b/test-requirements.txt
@@ -1,6 +1,7 @@
 # The order of packages is significant, because pip processes them in the order
 # of appearance. Changing the order has an impact on the overall integration
 # process, which may cause wedges in the gate later.
+wheel>=0.32.0 # MIT
 fixtures>=3.0.0 # Apache-2.0/BSD
 hacking!=0.13.0,<0.14,>=0.12.0 # Apache-2.0
 mock>=2.0.0 # BSD