diff --git a/lower-constraints.txt b/lower-constraints.txt
new file mode 100644
index 0000000..85c8547
--- /dev/null
+++ b/lower-constraints.txt
@@ -0,0 +1,11 @@
+coverage==4.0 # Apache-2.0
+hacking==0.12.0 # Apache-2.0
+coverage==4.0 # Apache-2.0
+openstackdocstheme==1.18.1  # Apache-2.0
+oslotest==1.10.0 # Apache-2.0
+pbr==2.0 # Apache-2.0
+python-subunit==0.0.18 # Apache-2.0/BSD
+reno==2.5.0 # Apache-2.0
+sphinx==1.6.2 # BSD
+stestr==1.0.0 # Apache-2.0
+testtools==1.4.0 # MIT
diff --git a/tox.ini b/tox.ini
index 6780b72..572c705 100644
--- a/tox.ini
+++ b/tox.ini
@@ -1,27 +1,33 @@
 [tox]
 minversion = 2.0
-envlist = py35,pep8
+envlist = py36,py35,py27,pep8,docs
 skipsdist = True
 
 [testenv]
 usedevelop = True
-install_command = pip install -c{env:UPPER_CONSTRAINTS_FILE:https://git.openstack.org/cgit/openstack/requirements/plain/upper-constraints.txt} {opts} {packages}
+install_command = pip install -U {opts} {packages}
 setenv =
    VIRTUAL_ENV={envdir}
    PYTHONWARNINGS=default::DeprecationWarning
    OS_STDOUT_CAPTURE=1
    OS_STDERR_CAPTURE=1
    OS_TEST_TIMEOUT=60
-deps = -r{toxinidir}/test-requirements.txt
+deps =
+  -c{env:UPPER_CONSTRAINTS_FILE:https://git.openstack.org/cgit/openstack/requirements/plain/upper-constraints.txt}
+  -r{toxinidir}/requirements.txt
+  -r{toxinidir}/test-requirements.txt
 commands = stestr run {posargs}
 
 [testenv:pep8]
+basepython = python3
 commands = flake8 {posargs}
 
 [testenv:venv]
+basepython = python3
 commands = {posargs}
 
 [testenv:cover]
+basepython = python3
 setenv =
     VIRTUAL_ENV={envdir}
     PYTHON=coverage run --source fenix --parallel-mode
@@ -32,15 +38,18 @@ commands =
     coverage xml -o cover/coverage.xml
 
 [testenv:docs]
+basepython = python3
 deps = -r{toxinidir}/doc/requirements.txt
 commands = sphinx-build -W -b html doc/source doc/build/html
 
 [testenv:releasenotes]
+basepython = python3
 deps = {[testenv:docs]deps}
 commands =
   sphinx-build -a -E -W -d releasenotes/build/doctrees -b html releasenotes/source releasenotes/build/html
 
 [testenv:debug]
+basepython = python3
 commands = oslo_debug_helper {posargs}
 
 [flake8]
@@ -50,3 +59,10 @@ show-source = True
 ignore = E123,E125
 builtins = _
 exclude=.venv,.git,.tox,dist,doc,*lib/python*,*egg,build
+
+[testenv:lower-constraints]
+basepython = python3
+deps =
+  -c{toxinidir}/lower-constraints.txt
+  -r{toxinidir}/test-requirements.txt
+  -r{toxinidir}/requirements.txt