diff --git a/kinto/core/statsd.py b/kinto/core/statsd.py
index 802663755..5ab226e04 100644
--- a/kinto/core/statsd.py
+++ b/kinto/core/statsd.py
@@ -7,7 +7,7 @@
     statsd_module = None
 
 from pyramid.exceptions import ConfigurationError
-import urlparse
+from urllib.parse import urlparse
 
 from kinto.core import utils
 
@@ -53,7 +53,7 @@ def load_from_config(config):
 
     settings = config.get_settings()
     uri = settings['statsd_url']
-    uri = urlparse.urlparse(uri)
+    uri = urlparse(uri)
 
     if settings['project_name'] != '':
         prefix = settings['project_name']
diff --git a/kinto/core/utils.py b/kinto/core/utils.py
index 4a6be880a..4c94d90c4 100644
--- a/kinto/core/utils.py
+++ b/kinto/core/utils.py
@@ -8,7 +8,7 @@
 import time
 from base64 import b64decode, b64encode
 from binascii import hexlify
-import urlparse
+from urllib.parse import unquote
 from enum import Enum
 
 import ujson as json  # NOQA
@@ -343,7 +343,7 @@ def build_response(response, request):
     :param request: the request that was used to get the response.
     """
     dict_obj = {}
-    dict_obj['path'] = urlparse.unquote(request.path)
+    dict_obj['path'] = unquote(request.path)
     dict_obj['status'] = response.status_code
     dict_obj['headers'] = dict(response.headers)
 
diff --git a/tests/core/resource/test_pagination.py b/tests/core/resource/test_pagination.py
index 3485e715b..da3498c30 100644
--- a/tests/core/resource/test_pagination.py
+++ b/tests/core/resource/test_pagination.py
@@ -2,7 +2,7 @@
 from base64 import b64encode, b64decode
 
 import mock
-from urlparse import parse_qs, urlparse
+from urllib.parse import parse_qs, urlparse
 from pyramid.httpexceptions import HTTPBadRequest
 
 from kinto.core.utils import json