diff --git a/cachalot/api.py b/cachalot/api.py
index 7a18273..079a877 100644
--- a/cachalot/api.py
+++ b/cachalot/api.py
@@ -5,7 +5,7 @@ from __future__ import unicode_literals
 from django.apps import apps
 from django.conf import settings
 from django.db import connections
-from django.utils.six import string_types
+from six import string_types
 
 from .cache import cachalot_caches
 from .settings import cachalot_settings
diff --git a/cachalot/monkey_patch.py b/cachalot/monkey_patch.py
index 71ff63c..e09870b 100644
--- a/cachalot/monkey_patch.py
+++ b/cachalot/monkey_patch.py
@@ -11,7 +11,7 @@ from django.db.models.sql.compiler import (
     SQLCompiler, SQLInsertCompiler, SQLUpdateCompiler, SQLDeleteCompiler,
 )
 from django.db.transaction import Atomic, get_connection
-from django.utils.six import binary_type, wraps
+from six import binary_type, wraps
 
 from .api import invalidate
 from .cache import cachalot_caches
diff --git a/cachalot/utils.py b/cachalot/utils.py
index 6aeb85b..1149c0e 100644
--- a/cachalot/utils.py
+++ b/cachalot/utils.py
@@ -13,7 +13,7 @@ from django.db.models import QuerySet, Subquery, Exists
 from django.db.models.functions import Now
 from django.db.models.sql import Query, AggregateQuery
 from django.db.models.sql.where import ExtraWhere, WhereNode, NothingNode
-from django.utils.six import text_type, binary_type, integer_types
+from six import text_type, binary_type, integer_types
 
 from .settings import ITERABLES, cachalot_settings
 from .transaction import AtomicCache