diff --git a/.travis.yml b/.travis.yml
index bd2a64415..aa10d1193 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -1,6 +1,5 @@
 language: python
 python:
-  - '2.7'
   - '3.5'
   - '3.6'
   - '3.7'
diff --git a/doc/manual_installation/webserver.rst b/doc/manual_installation/webserver.rst
index 8f528fb88..648f4bb38 100644
--- a/doc/manual_installation/webserver.rst
+++ b/doc/manual_installation/webserver.rst
@@ -50,7 +50,7 @@ This is just one possible configuration.
 To use mod_wsgi daemon mode, add the two following directives just
 under ``WSGIScriptAlias``::
 
-  WSGIDaemonProcess example.com python-path=<modoboa_instance>:<virtualenv path>/lib/python2.7/site-packages
+  WSGIDaemonProcess example.com python-path=<modoboa_instance>:<virtualenv path>/lib/python3.7/site-packages
   WSGIProcessGroup example.com
 
 Replace values between ``<>`` with yours. If you don't use a
diff --git a/setup.py b/setup.py
index 6acb51e3b..3eb2f2d80 100644
--- a/setup.py
+++ b/setup.py
@@ -60,12 +60,10 @@ if __name__ == "__main__":
             "Intended Audience :: System Administrators",
             "License :: OSI Approved :: ISC License (ISCL)",
             "Operating System :: OS Independent",
-            "Programming Language :: Python :: 2",
-            "Programming Language :: Python :: 2.7",
             "Programming Language :: Python :: 3",
-            "Programming Language :: Python :: 3.4",
             "Programming Language :: Python :: 3.5",
             "Programming Language :: Python :: 3.6",
+            "Programming Language :: Python :: 3.7",
             "Topic :: Communications :: Email",
             "Topic :: Internet :: WWW/HTTP",
         ],
diff --git a/tox.ini b/tox.ini
index 523669065..acb3a43a4 100644
--- a/tox.ini
+++ b/tox.ini
@@ -1,5 +1,5 @@
 [tox]
-envlist = py{27,35,36,37}
+envlist = py{35,36,37}
 
 [testenv]
 changedir = test_project