diff --git a/flask_testing/utils.py b/flask_testing/utils.py
index 7362c40..7ef7505 100644
--- a/flask_testing/utils.py
+++ b/flask_testing/utils.py
@@ -13,6 +13,7 @@
 import gc
 import multiprocessing
 import socket
+import threading
 import time
 
 try:
@@ -32,7 +33,7 @@
     # Python 2 urlparse fallback
     from urlparse import urlparse, urljoin
 
-from werkzeug import cached_property
+from werkzeug import cached_property, serving
 
 # Use Flask's preferred JSON module so that our runtime behavior matches.
 from flask import json_available, templating, template_rendered
@@ -436,7 +437,6 @@ def __call__(self, result=None):
         self.app = self.create_app()
 
         self._configured_port = self.app.config.get('LIVESERVER_PORT', 5000)
-        self._port_value = multiprocessing.Value('i', self._configured_port)
 
         # We need to create a context in order for extensions to catch up
         self._ctx = self.app.test_request_context()
@@ -453,37 +453,16 @@ def get_server_url(self):
         """
         Return the url of the test server
         """
-        return 'http://localhost:%s' % self._port_value.value
+        return 'http://localhost:%s' % self._port
 
     def _spawn_live_server(self):
-        self._process = None
-        port_value = self._port_value
-
-        def worker(app, port):
-            # Based on solution: http://stackoverflow.com/a/27598916
-            # Monkey-patch the server_bind so we can determine the port bound by Flask.
-            # This handles the case where the port specified is `0`, which means that
-            # the OS chooses the port. This is the only known way (currently) of getting
-            # the port out of Flask once we call `run`.
-            original_socket_bind = socketserver.TCPServer.server_bind
-            def socket_bind_wrapper(self):
-                ret = original_socket_bind(self)
-
-                # Get the port and save it into the port_value, so the parent process
-                # can read it.
-                (_, port) = self.socket.getsockname()
-                port_value.value = port
-                socketserver.TCPServer.server_bind = original_socket_bind
-                return ret
-
-            socketserver.TCPServer.server_bind = socket_bind_wrapper
-            app.run(port=port, use_reloader=False)
-
-        self._process = multiprocessing.Process(
-            target=worker, args=(self.app, self._configured_port)
+        self._server = serving.make_server(
+            'localhost', self._configured_port, self.app,
         )
+        (_, self._port) = self._server.socket.getsockname()
 
-        self._process.start()
+        self._thread = threading.Thread(target=self._server.serve_forever, args=())
+        self._thread.start()
 
         # We must wait for the server to start listening, but give up
         # after a specified maximum timeout
@@ -548,5 +527,10 @@ def _post_teardown(self):
             del self._ctx
 
     def _terminate_live_server(self):
-        if self._process:
-            self._process.terminate()
+        if self._server:
+            self._server.shutdown()
+            self._server = None
+
+        if self._thread:
+            self._thread.join()
+            self._thread = None
diff --git a/tests/test_utils.py b/tests/test_utils.py
index 991f510..a3fa0f6 100644
--- a/tests/test_utils.py
+++ b/tests/test_utils.py
@@ -210,14 +210,14 @@ def test_assert_no_flashed_messages_fail(self):
 
 class BaseTestLiveServer(LiveServerTestCase):
 
-    def test_server_process_is_spawned(self):
-        process = self._process
+    def test_server_thread_is_spawned(self):
+        thread = self._thread
 
-        # Check the process is spawned
-        self.assertNotEqual(process, None)
+        # Check the thread is spawned
+        self.assertNotEqual(thread, None)
 
-        # Check the process is alive
-        self.assertTrue(process.is_alive())
+        # Check the thread is alive
+        self.assertTrue(thread.is_alive())
 
     def test_server_listening(self):
         response = urlopen(self.get_server_url())