diff --git a/supysonic/config.py b/supysonic/config.py
index 0e602b8..f82487c 100644
--- a/supysonic/config.py
+++ b/supysonic/config.py
@@ -18,7 +18,6 @@ import tempfile
 
 class DefaultConfig(object):
     DEBUG = False
-    SECRET_KEY = os.urandom(128)
 
     tempdir = os.path.join(tempfile.gettempdir(), 'supysonic')
     BASE = {
diff --git a/supysonic/web.py b/supysonic/web.py
index ac5259d..1af92d8 100644
--- a/supysonic/web.py
+++ b/supysonic/web.py
@@ -8,10 +8,11 @@
 #
 # Distributed under terms of the GNU AGPLv3 license.
 
+import io
 import mimetypes
 
 from flask import Flask
-from os import makedirs, path
+from os import makedirs, path, urandom
 from pony.orm import db_session
 
 from .config import IniConfig
@@ -24,13 +25,13 @@ def create_application(config = None):
     app = Flask(__name__)
     app.config.from_object('supysonic.config.DefaultConfig')
 
-    if not config:
+    if not config: # pragma: nocover
         config = IniConfig.from_common_locations()
     app.config.from_object(config)
 
     # Set loglevel
     logfile = app.config['WEBAPP']['log_file']
-    if logfile:
+    if logfile: # pragma: nocover
         import logging
         from logging.handlers import TimedRotatingFileHandler
         handler = TimedRotatingFileHandler(logfile, when = 'midnight')
@@ -59,7 +60,18 @@ def create_application(config = None):
     # Test for the cache directory
     cache_path = app.config['WEBAPP']['cache_dir']
     if not path.exists(cache_path):
-        makedirs(cache_path)
+        makedirs(cache_path) # pragma: nocover
+
+    # Read or create secret key
+    secret_path = path.join(cache_path, 'secret')
+    if path.exists(secret_path):
+        with io.open(secret_path, 'rb') as f:
+            app.secret_key = f.read()
+    else:
+        secret = urandom(128)
+        with io.open(secret_path, 'wb') as f:
+            f.write(secret)
+        app.secret_key = secret
 
     # Import app sections
     if app.config['WEBAPP']['mount_webui']:
diff --git a/tests/base/__init__.py b/tests/base/__init__.py
index 30098d4..2f4630e 100644
--- a/tests/base/__init__.py
+++ b/tests/base/__init__.py
@@ -14,6 +14,7 @@ from .test_config import ConfigTestCase
 from .test_db import DbTestCase
 from .test_lastfm import LastFmTestCase
 from .test_scanner import ScannerTestCase
+from .test_secret import SecretTestCase
 from .test_watcher import suite as watcher_suite
 
 def suite():
@@ -25,6 +26,7 @@ def suite():
     suite.addTest(watcher_suite())
     suite.addTest(unittest.makeSuite(CLITestCase))
     suite.addTest(unittest.makeSuite(LastFmTestCase))
+    suite.addTest(unittest.makeSuite(SecretTestCase))
 
     return suite
 
diff --git a/tests/base/test_secret.py b/tests/base/test_secret.py
new file mode 100644
index 0000000..8f186cc
--- /dev/null
+++ b/tests/base/test_secret.py
@@ -0,0 +1,48 @@
+#!/usr/bin/env python
+# coding: utf-8
+#
+# This file is part of Supysonic.
+# Supysonic is a Python implementation of the Subsonic server API.
+#
+# Copyright (C) 2018 Alban 'spl0k' Féron
+#
+# Distributed under terms of the GNU AGPLv3 license.
+
+import os
+import unittest
+import shutil
+import tempfile
+
+from supysonic.db import init_database, release_database
+from supysonic.web import create_application
+
+from ..testbase import TestConfig
+
+class SecretTestCase(unittest.TestCase):
+    def setUp(self):
+        self.__dbfile = tempfile.mkstemp()[1]
+        self.__dir = tempfile.mkdtemp()
+        self.config = TestConfig(False, False)
+        self.config.BASE['database_uri'] = 'sqlite:///' + self.__dbfile
+        self.config.WEBAPP['cache_dir'] = self.__dir
+
+        init_database(self.config.BASE['database_uri'], True)
+        release_database()
+
+    def tearDown(self):
+        shutil.rmtree(self.__dir)
+        os.remove(self.__dbfile)
+
+
+    def test_key(self):
+        app1 = create_application(self.config)
+        release_database()
+
+        app2 = create_application(self.config)
+        release_database()
+
+        self.assertEqual(app1.secret_key, app2.secret_key)
+
+if __name__ == '__main__':
+    unittest.main()
+
diff --git a/tests/testbase.py b/tests/testbase.py
index d93b477..8d3dad8 100644
--- a/tests/testbase.py
+++ b/tests/testbase.py
@@ -8,7 +8,6 @@
 # Distributed under terms of the GNU AGPLv3 license.
 
 import inspect
-import io
 import os
 import shutil
 import unittest