diff --git a/MANIFEST.in b/MANIFEST.in
index 8949635..cf8130d 100644
--- a/MANIFEST.in
+++ b/MANIFEST.in
@@ -1,4 +1,4 @@
 recursive-exclude tests *
 include *.txt
 include *.rst
-include serpextract/search_engines.pickle*
\ No newline at end of file
+include serpextract/search_engines.*
\ No newline at end of file
diff --git a/serpextract/search_engines.pickle2 b/serpextract/search_engines.py2.pickle
similarity index 100%
rename from serpextract/search_engines.pickle2
rename to serpextract/search_engines.py2.pickle
diff --git a/serpextract/search_engines.pickle3 b/serpextract/search_engines.py3.pickle
similarity index 100%
rename from serpextract/search_engines.pickle3
rename to serpextract/search_engines.py3.pickle
diff --git a/serpextract/serpextract.py b/serpextract/serpextract.py
index 05cab0b..4df95a4 100644
--- a/serpextract/serpextract.py
+++ b/serpextract/serpextract.py
@@ -2,8 +2,9 @@
 referrers."""
 from __future__ import absolute_import, division, print_function
 
-import re
 import logging
+import re
+import sys
 from itertools import groupby
 
 import pylru
@@ -210,7 +211,7 @@ def _get_piwik_engines():
     cache this result since it's only supposed to be called once.
     """
     stream = pkg_resources.resource_stream
-    pickle_path = 'search_engines.pickle' + ('3' if PY3 else '2')
+    pickle_path = 'search_engines.py{}.pickle'.format(sys.version_info[0])
     with stream(__name__, pickle_path) as picklestream:
         _piwik_engines = pickle.load(picklestream)
 
diff --git a/update_list.py b/update_list.py
index cb86d3b..dc30c32 100644
--- a/update_list.py
+++ b/update_list.py
@@ -3,6 +3,7 @@
 from __future__ import absolute_import, division, print_function
 
 import os
+import sys
 from collections import OrderedDict
 from subprocess import Popen, PIPE
 
@@ -14,7 +15,6 @@
     import simplejson as json
 except ImportError:
     import json
-from six import PY2
 from six.moves.urllib.request import urlopen
 
 
@@ -23,7 +23,8 @@
 
 
 def main():
-    filename = _here('serpextract', 'search_engines.pickle')
+    py_version = sys.version_info[0]
+    filename = _here('serpextract', 'search_engines.py{}.pickle'.format(py_version))
     print('Updating search engine parser definitions (requires PHP).')
 
     url = urlopen('https://raw.githubusercontent.com/piwik/piwik/2.14.3/core/DataFiles/SearchEngines.php')
@@ -35,7 +36,6 @@ def main():
     # Ordering of the dictionary from PHP matters so we keep it in an
     # OrderedDict
     piwik_engines = json.loads(json_string, object_pairs_hook=OrderedDict)
-    filename += '2' if PY2 else '3'
     with open(filename, 'wb') as pickle_file:
         pickle.dump(piwik_engines, pickle_file)