diff --git a/setup.cfg b/setup.cfg
index bb9ecb2a8b9..7fc4abb611a 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -1,4 +1,5 @@
 [bdist_rpm]
+no-autoreq = yes
 install-script = setup/redhat/install.sh
 post-install = setup/redhat/postinstall.sh
 
@@ -8,31 +9,43 @@ requires =
   nodejs-less
   pychart
   pyparsing
-  python-babel
-  python-dateutil
-  python-decorator
-  python-docutils
-  python-feedparser
-  python-imaging
-  python-jinja2
-  python-ldap
-  python-lxml
-  python-mako
-  python-mock
-  python-openid
-  python-passlib
-  python-psutil
-  python-psycopg2
-  python-reportlab
-  python-requests
-  python-vobject
-  python-werkzeug
-  python-xlwt
-  python-yaml
-  pytz
+  python(abi) = 3.6
+  python3-babel
+  python3-decorator
+  python3-docutils
+  python3-feedparser
+  python3-gevent
+  python3-greenlet
+  python3-html2text
+  python3-jinja2
+  python3-lxml
+  python3-mako
+  python3-markupsafe
+  python3-mock
+  python3-num2words
+  python3-ofxparse
+  python3-passlib
+  python3-pillow
+  python3-psutil
+  python3-psycogreen
+  python3-pydot
+  python3-pyldap
+  python3-pyparsing
+  python3-PyPDF2
+  python3-pyserial
+  python3-dateutil
+  python3-openid
+  python3-pytz
+  python3-pyusb
+  python3-PyYAML
+  python3-qrcode
+  python3-reportlab
+  python3-requests
+  python3-six
+  python3-suds
+  python3-vatnumber
+  python3-vobject
+  python3-werkzeug
+  python3-xlwt
+  python3-xlrd
 
-# -------------------------------------------------------------------
-# RedHat 7 notes
-# -------------------------------------------------------------------
-# Most of the Odoo dependencies are available on the EPEL repository.
-# yum install epel-release
diff --git a/setup/package.py b/setup/package.py
index ef6511de463..2e49a78a717 100755
--- a/setup/package.py
+++ b/setup/package.py
@@ -281,7 +281,7 @@ def build_deb(o):
     move_glob(build_dir_parent, wildcards, o.build_dir)
 
 def build_rpm(o):
-    system(['python2', 'setup.py', '--quiet', 'bdist_rpm'], o.build_dir)
+    system(['python3', 'setup.py', '--quiet', 'bdist_rpm'], o.build_dir)
     system(['mv', glob('%s/dist/odoo-*.noarch.rpm' % o.build_dir)[0], '%s/odoo_%s.%s.noarch.rpm' % (o.build_dir, version, timestamp)])
 
 def build_exe(o):
@@ -360,7 +360,7 @@ def test_exe(o):
 #---------------------------------------------------------
 def gen_deb_package(o, published_files):
     # Executes command to produce file_name in path, and moves it to o.pub/deb
-    def _gen_file(o, (command, file_name), path):
+    def _gen_file(o, command, file_name, path):
         cur_tmp_file_path = os.path.join(path, file_name)
         with open(cur_tmp_file_path, 'w') as out:
             subprocess.call(command, stdout=out, cwd=path)
@@ -379,7 +379,7 @@ def gen_deb_package(o, published_files):
     ]
     # Generate files
     for command in commands:
-        _gen_file(o, command, temp_path)
+        _gen_file(o, *command, temp_path)
     # Remove temp directory
     shutil.rmtree(temp_path)
 
@@ -487,8 +487,8 @@ def main():
                 published_files = publish(o, 'windows', ['exe'])
             except Exception as e:
                 print("Won't publish the exe release.\n Exception: %s" % str(e))
-    except Exception, exception_text:
-        print('Something bad happened ! : {}'.format(exception_text), file=stderr)
+    except Exception as e:
+        print('Something bad happened ! : {}'.format(e), file=stderr)
     finally:
         if o.no_remove:
             print('Build dir "{}" not removed'.format(o.build_dir))
diff --git a/setup/redhat/install.sh b/setup/redhat/install.sh
index e214d04acff..982cc8759e9 100644
--- a/setup/redhat/install.sh
+++ b/setup/redhat/install.sh
@@ -1,3 +1,3 @@
 #!/bin/sh
 set -e
-python setup.py install --prefix=/usr --root=$RPM_BUILD_ROOT --record=INSTALLED_FILES
+python3 setup.py install --prefix=/usr --root=$RPM_BUILD_ROOT --record=INSTALLED_FILES --install-lib usr/lib/python3.6/site-packages/
diff --git a/setup/redhat/postinstall.sh b/setup/redhat/postinstall.sh
index 941cb2c5105..b78ee40f538 100644
--- a/setup/redhat/postinstall.sh
+++ b/setup/redhat/postinstall.sh
@@ -28,7 +28,7 @@ db_host = False
 db_port = False
 db_user = $ODOO_USER
 db_password = False
-addons_path = /usr/lib/python2.7/site-packages/odoo/addons
+addons_path = /usr/lib/python3.6/site-packages/odoo/addons
 " > $ODOO_CONFIGURATION_FILE
     chown $ODOO_USER:$ODOO_GROUP $ODOO_CONFIGURATION_FILE
     chmod 0640 $ODOO_CONFIGURATION_FILE
@@ -58,4 +58,3 @@ ExecStart=/usr/bin/odoo --config $ODOO_CONFIGURATION_FILE --logfile $ODOO_LOG_FI
 [Install]
 WantedBy=multi-user.target
 EOF
-easy_install pyPdf2 vatnumber pydot psycogreen suds ofxparse XlsxWriter