diff --git a/subunit2sql/analysis/run_failure_rate.py b/subunit2sql/analysis/run_failure_rate.py
index 8de55e0..b07ec5b 100644
--- a/subunit2sql/analysis/run_failure_rate.py
+++ b/subunit2sql/analysis/run_failure_rate.py
@@ -59,7 +59,7 @@ def generate_series():
 
     plt.figure()
     plt.barh(range(len(perc_data)), perc_data.values(), align='center')
-    locs, labels = plt.yticks(range(len(perc_data)), perc_data.keys())
+    locs, labels = plt.yticks(range(len(perc_data)), list(perc_data.keys()))
     plt.xlabel('Failure Percentage')
     plt.tight_layout()
     plt.savefig(CONF.output, dpi=900)
diff --git a/subunit2sql/db/api.py b/subunit2sql/db/api.py
index 6b70d87..19a2eb1 100644
--- a/subunit2sql/db/api.py
+++ b/subunit2sql/db/api.py
@@ -18,6 +18,7 @@ import datetime
 from oslo_config import cfg
 from oslo_db.sqlalchemy import session as db_session
 from oslo_db.sqlalchemy import utils as db_utils
+import six
 import sqlalchemy
 from sqlalchemy.engine.url import make_url
 
@@ -45,7 +46,7 @@ def _create_facade_lazily():
     if facade is None:
         facade = db_session.EngineFacade(
             CONF.database.connection,
-            **dict(CONF.database.iteritems()))
+            **dict(six.iteritems(CONF.database)))
         _facades[db_backend] = facade
     return facade
 
@@ -820,7 +821,7 @@ def get_recent_successful_runs(num_runs=10, session=None):
     session = session or get_session()
     results = db_utils.model_query(models.Run, session).order_by(
         models.Run.run_at.desc()).filter_by(fails=0).limit(num_runs).all()
-    return map(lambda x: x.id, results)
+    return list(map(lambda x: x.id, results))
 
 
 def get_recent_failed_runs(num_runs=10, session=None):
@@ -836,7 +837,7 @@ def get_recent_failed_runs(num_runs=10, session=None):
     results = db_utils.model_query(models.Run, session).order_by(
         models.Run.run_at.desc()).filter(
         models.Run.fails > 0).limit(num_runs).all()
-    return map(lambda x: x.id, results)
+    return list(map(lambda x: x.id, results))
 
 
 def delete_old_runs(expire_age=186, session=None):
@@ -1062,7 +1063,7 @@ def get_all_runs_time_series_by_key(key, start_date=None,
                 'skip': run[3],
             }]}
         else:
-            if run[4] not in runs[run[0]].keys():
+            if run[4] not in list(runs[run[0]].keys()):
                 runs[run[0]][run[4]] = [{
                     'pass': run[1],
                     'fail': run[2],
diff --git a/subunit2sql/db/models.py b/subunit2sql/db/models.py
index a9c0e15..5a5c0a0 100644
--- a/subunit2sql/db/models.py
+++ b/subunit2sql/db/models.py
@@ -32,7 +32,7 @@ class SubunitBase(models.ModelBase):
         super(SubunitBase, self).save(session or db_api.get_session())
 
     def keys(self):
-        return self.__dict__.keys()
+        return list(self.__dict__.keys())
 
     def values(self):
         return self.__dict__.values()
diff --git a/subunit2sql/tests/db/test_api.py b/subunit2sql/tests/db/test_api.py
index 337f15d..1ad44a0 100644
--- a/subunit2sql/tests/db/test_api.py
+++ b/subunit2sql/tests/db/test_api.py
@@ -14,6 +14,8 @@
 
 import datetime
 
+import six
+from six import moves
 import testscenarios
 
 from subunit2sql.db import api
@@ -213,7 +215,7 @@ class TestDatabaseAPI(base.TestCase):
         # 10 with 10 failures
         # 7 in 2010/2011 each, 6 in 2012
         # 10 in projecta/projectb each
-        for i in range(20):
+        for i in moves.range(20):
             if i % 2 == 1:
                 fails = 10
             else:
@@ -250,7 +252,7 @@ class TestDatabaseAPI(base.TestCase):
     def test_get_time_series_runs_by_key_value(self):
         runs = []
         run_at = datetime.datetime.utcnow()
-        for run_num in xrange(15):
+        for run_num in moves.range(15):
             run = api.create_run(run_num, run_num + 1, run_num + 2, 3,
                                  run_at=run_at)
             runs.append(run)
@@ -262,14 +264,14 @@ class TestDatabaseAPI(base.TestCase):
         runs_time_series = api.get_time_series_runs_by_key_value('test_key',
                                                                  'fun')
         self.assertEqual(1, len(runs_time_series))
-        timestamp = runs_time_series.keys()[0]
+        timestamp = list(runs_time_series.keys())[0]
         self.assertEqual(3, len(runs_time_series[timestamp]))
-        for run_num in xrange(3):
+        for run_num in moves.range(3):
             run_dict = {
-                'skip': long(run_num),
-                'fail': long(run_num + 1),
-                'pass': long(run_num + 2),
-                'id': unicode(runs[run_num].id),
+                'skip': run_num,
+                'fail': run_num + 1,
+                'pass': run_num + 2,
+                'id': six.text_type(runs[run_num].id),
                 'run_time': 3.0,
                 'metadata': {
                     u'test_key': u'fun',
@@ -277,12 +279,12 @@ class TestDatabaseAPI(base.TestCase):
                 }
             }
             self.assertIn(run_dict, runs_time_series[timestamp])
-        for run_num in range(3, 14):
+        for run_num in moves.range(3, 14):
             missing_run_dict = {
-                'skip': long(run_num),
-                'fail': long(run_num + 1),
-                'pass': long(run_num + 2),
-                'id': unicode(runs[run_num].id),
+                'skip': run_num,
+                'fail': run_num + 1,
+                'pass': run_num + 2,
+                'id': six.text_type(runs[run_num].id),
                 'run_time': 3.0,
                 'metadata': {
                     u'test_key': u'fun',
diff --git a/subunit2sql/tests/db_test_utils.py b/subunit2sql/tests/db_test_utils.py
index c621f35..81c9b10 100644
--- a/subunit2sql/tests/db_test_utils.py
+++ b/subunit2sql/tests/db_test_utils.py
@@ -39,7 +39,7 @@ def get_connect_string(backend,
     these then we'll run the tests, otherwise they are skipped
     """
     if backend == "mysql":
-        backend = "mysql+mysqldb"
+        backend = "mysql+pymysql"
     elif backend == "postgres":
         backend = "postgresql+psycopg2"
 
diff --git a/subunit2sql/tests/migrations/test_migrations.py b/subunit2sql/tests/migrations/test_migrations.py
index 288fd7a..80cd010 100644
--- a/subunit2sql/tests/migrations/test_migrations.py
+++ b/subunit2sql/tests/migrations/test_migrations.py
@@ -14,13 +14,13 @@
 # License for the specific language governing permissions and limitations
 # under the License.
 
-import ConfigParser
 import datetime
 import os
 
 
 from alembic import config
 from alembic import script
+from six.moves import configparser as ConfigParser
 import sqlalchemy
 
 from subunit2sql import exceptions as exc
@@ -273,7 +273,7 @@ class TestWalkMigrations(base.TestCase):
         runs.insert().values(time_data).execute()
         runs = get_table(engine, 'runs')
         result = runs.select().execute()
-        run_at = map(lambda x: (x['id'], x['run_at']), result)
+        run_at = list(map(lambda x: (x['id'], x['run_at']), result))
         for run in data:
             self.assertIn((run['id'], None), run_at)
         self.assertIn((time_data['id'], now), run_at)
@@ -320,7 +320,7 @@ class TestWalkMigrations(base.TestCase):
         # Query the DB for the tests from the sample dataset above
         where = ' OR '.join(["tests.id='%s'" % x for x in test_ids])
         result = tests.select(where).execute()
-        run_time_pairs = map(lambda x: (x['id'], x['run_time']), result)
+        run_time_pairs = list(map(lambda x: (x['id'], x['run_time']), result))
         # Ensure the test with one failure is None
         self.assertIn(('fake_null_test_id_fails', None), run_time_pairs)
         # Ensure the test with 2 success each taking 4 sec lists the proper
diff --git a/subunit2sql/tests/subunit2sql_fixtures.py b/subunit2sql/tests/subunit2sql_fixtures.py
index 295b3f8..fd7180e 100644
--- a/subunit2sql/tests/subunit2sql_fixtures.py
+++ b/subunit2sql/tests/subunit2sql_fixtures.py
@@ -15,13 +15,13 @@
 import os
 import shutil
 import subprocess
-import urlparse
 
 import fixtures as fix
 from oslo_concurrency.fixture import lockutils as lock_fixture
 from oslo_concurrency import lockutils
 from oslo_config import fixture as config_fixture
 from oslo_db import options
+from six.moves.urllib import parse as urlparse
 
 from subunit2sql.db import api as session
 from subunit2sql.migrations import cli
diff --git a/subunit2sql/tests/test_read_subunit.py b/subunit2sql/tests/test_read_subunit.py
index 4b4e950..60800a3 100644
--- a/subunit2sql/tests/test_read_subunit.py
+++ b/subunit2sql/tests/test_read_subunit.py
@@ -110,7 +110,7 @@ class TestReadSubunit(base.TestCase):
         # assert that the dict root key is the test name - the fake_id stripped
         # of the tags
         fake_test_name = fake_id[:fake_id.find('[')]
-        self.assertEqual(parsed_results.keys(), [fake_test_name])
+        self.assertEqual(list(parsed_results.keys()), [fake_test_name])
 
         self.assertEqual(parsed_results[fake_test_name]['status'],
                          fake_status)
diff --git a/test-requirements.txt b/test-requirements.txt
index 054ff53..a91b7eb 100644
--- a/test-requirements.txt
+++ b/test-requirements.txt
@@ -8,6 +8,6 @@ testscenarios>=0.4
 testrepository>=0.0.18
 testtools>=0.9.34
 oslosphinx
-MySQL-python
+PyMySql
 psycopg2
 os-testr
diff --git a/tox.ini b/tox.ini
index 6ace379..a1679b3 100644
--- a/tox.ini
+++ b/tox.ini
@@ -1,6 +1,6 @@
 [tox]
 minversion = 1.6
-envlist = py27,py34,pep8
+envlist = py34,py27,pep8
 skipsdist = True
 
 [testenv]