diff --git a/stackalytics/processor/launchpad_utils.py b/stackalytics/processor/launchpad_utils.py
index aa3ca5dc4..ad892a6c5 100644
--- a/stackalytics/processor/launchpad_utils.py
+++ b/stackalytics/processor/launchpad_utils.py
@@ -14,9 +14,9 @@
 # limitations under the License.
 
 import httplib
-import urlparse
 
 from stackalytics.openstack.common import log as logging
+from stackalytics.openstack.common.py3kcompat import urlutils
 from stackalytics.processor import utils
 
 
@@ -41,7 +41,7 @@ def lp_profile_by_email(email):
 
 def lp_module_exists(module):
     uri = LP_URI_DEVEL % module
-    parsed_uri = urlparse.urlparse(uri)
+    parsed_uri = urlutils.urlparse(uri)
     conn = httplib.HTTPConnection(parsed_uri.netloc)
     conn.request('GET', parsed_uri.path)
     res = conn.getresponse()
diff --git a/stackalytics/processor/mls.py b/stackalytics/processor/mls.py
index ea80033b6..99a263c44 100644
--- a/stackalytics/processor/mls.py
+++ b/stackalytics/processor/mls.py
@@ -18,11 +18,11 @@ import gzip
 import httplib
 import re
 import StringIO
-import urlparse
 
 import six
 
 from stackalytics.openstack.common import log as logging
+from stackalytics.openstack.common.py3kcompat import urlutils
 from stackalytics.processor import utils
 
 
@@ -59,12 +59,12 @@ def _get_mail_archive_links(uri):
     content = utils.read_uri(uri)
     links = set(re.findall(r'\shref\s*=\s*[\'"]([^\'"]*\.txt\.gz)', content,
                            flags=re.IGNORECASE))
-    return [urlparse.urljoin(uri, link) for link in links]
+    return [urlutils.urljoin(uri, link) for link in links]
 
 
 def _link_content_changed(link, runtime_storage_inst):
     LOG.debug('Check changes for mail archive located at uri: %s', link)
-    parsed_uri = urlparse.urlparse(link)
+    parsed_uri = urlutils.urlparse(link)
     conn = httplib.HTTPConnection(parsed_uri.netloc)
     conn.request('HEAD', parsed_uri.path)
     res = conn.getresponse()