diff --git a/features/environment.py b/features/environment.py
index dc62f83c..0c020a77 100644
--- a/features/environment.py
+++ b/features/environment.py
@@ -12,6 +12,7 @@ import shutil
 import signal
 import six
 import subprocess
+import sys
 import tempfile
 import threading
 import time
@@ -142,7 +143,8 @@ class PatroniController(AbstractController):
         if isinstance(self._context.dcs_ctl, KubernetesController):
             self._context.dcs_ctl.create_pod(self._name[8:], self._scope)
             os.environ['PATRONI_KUBERNETES_POD_IP'] = '10.0.0.' + self._name[-1]
-        return subprocess.Popen(['coverage', 'run', '--source=patroni', '-p', 'patroni.py', self._config],
+        return subprocess.Popen([sys.executable, '-m', 'coverage', 'run',
+                                '--source=patroni', '-p', 'patroni.py', self._config],
                                 stdout=self._log, stderr=subprocess.STDOUT, cwd=self._work_directory)
 
     def stop(self, kill=False, timeout=15, postgres=False):
@@ -809,8 +811,8 @@ def before_all(context):
 
 def after_all(context):
     context.dcs_ctl.stop()
-    subprocess.call(['coverage', 'combine'])
-    subprocess.call(['coverage', 'report'])
+    subprocess.call([sys.executable, '-m', 'coverage', 'combine'])
+    subprocess.call([sys.executable, '-m', 'coverage', 'report'])
 
 
 def before_feature(context, feature):
diff --git a/features/steps/patroni_api.py b/features/steps/patroni_api.py
index 4c732cbf..bc40eae1 100644
--- a/features/steps/patroni_api.py
+++ b/features/steps/patroni_api.py
@@ -5,6 +5,7 @@ import parse
 import requests
 import shlex
 import subprocess
+import sys
 import time
 import yaml
 
@@ -95,7 +96,7 @@ def do_request(context, request_method, url, data):
 
 @step('I run {cmd}')
 def do_run(context, cmd):
-    cmd = ['coverage', 'run', '--source=patroni', '-p'] + shlex.split(cmd)
+    cmd = [sys.executable, '-m', 'coverage', 'run', '--source=patroni', '-p'] + shlex.split(cmd)
     try:
         # XXX: Dirty hack! We need to take name/passwd from the config!
         env = os.environ.copy()