diff --git a/requirements.txt b/requirements.txt
index 51e86f4..bf722f9 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,8 +1,9 @@
 SQLAlchemy
 arrow
 python_debian
 requests
 setuptools
 xmltodict
 iso8601
 beautifulsoup4
+pytz
diff --git a/swh/lister/gnu/lister.py b/swh/lister/gnu/lister.py
index 381c02c..5179462 100644
--- a/swh/lister/gnu/lister.py
+++ b/swh/lister/gnu/lister.py
@@ -1,102 +1,102 @@
 # Copyright (C) 2019 the Software Heritage developers
 # License: GNU General Public License version 3, or any later version
 # See top-level LICENSE file for more information
 
 import logging
 
 from swh.scheduler import utils
 from swh.lister.core.simple_lister import SimpleLister
 
 from swh.lister.gnu.models import GNUModel
 from swh.lister.gnu.tree import GNUTree
 
 
 logger = logging.getLogger(__name__)
 
 
 class GNULister(SimpleLister):
     MODEL = GNUModel
     LISTER_NAME = 'gnu'
     instance = 'gnu'
 
     def __init__(self, *args, **kwargs):
         super().__init__(*args, **kwargs)
         self.gnu_tree = GNUTree('https://ftp.gnu.org/tree.json.gz')
 
     def task_dict(self, origin_type, origin_url, **kwargs):
         """Return task format dict
 
         This is overridden from the lister_base as more information is
         needed for the ingestion task creation.
 
         This creates tasks with args and kwargs set, for example:
 
         .. code-block:: python
 
             args:
             kwargs: {
                 'url': 'https://ftp.gnu.org/gnu/3dldf/',
                 'artifacts': [{
                     'url': 'https://...',
                     'time': 1071002600,
                     'length': 128},
                 ...
             ]}
 
         """
         artifacts = self.gnu_tree.artifacts[origin_url]
         return utils.create_task_dict(
             'load-%s' % origin_type,
             kwargs.get('policy', 'oneshot'),
             url=origin_url,
             artifacts=artifacts)
 
     def safely_issue_request(self, identifier):
         """Bypass the implementation. It's now the GNUTree which deals with
         querying the gnu mirror.
 
         As an implementation detail, we cannot change simply the base
         SimpleLister as other implementation still uses it. This shall be part
         of another refactoring pass.
 
         """
         return None
 
     def list_packages(self, response):
         """List the actual gnu origins (package name) with their name, url and
            associated tarballs.
 
         Args:
             response: Unused
 
         Returns:
             List of packages name, url, last modification time
 
             .. code-block:: python
 
                 [
                     {'name': '3dldf',
                      'url': 'https://ftp.gnu.org/gnu/3dldf/',
                      'time_modified': 1071002600},
                     {'name': '8sync',
                      'url': 'https://ftp.gnu.org/gnu/8sync/',
                      'time_modified': 1480991830},
                     ...
                 ]
 
         """
         return list(self.gnu_tree.projects.values())
 
     def get_model_from_repo(self, repo):
         """Transform from repository representation to model
 
         """
         return {
             'uid': repo['name'],
             'name': repo['name'],
             'full_name': repo['name'],
             'html_url': repo['url'],
             'origin_url': repo['url'],
-            'time_last_updated': int(repo['time_modified']),
+            'time_last_updated': repo['time_modified'],
             'origin_type': 'tar',
         }
diff --git a/swh/lister/gnu/models.py b/swh/lister/gnu/models.py
index 04b4a5e..bb78f85 100644
--- a/swh/lister/gnu/models.py
+++ b/swh/lister/gnu/models.py
@@ -1,17 +1,17 @@
 # Copyright (C) 2019 the Software Heritage developers
 # License: GNU General Public License version 3, or any later version
 # See top-level LICENSE file for more information
 
-from sqlalchemy import Column, String, Integer
+from sqlalchemy import Column, DateTime, Integer, String
 
 from ..core.models import ModelBase
 
 
 class GNUModel(ModelBase):
     """a GNU repository representation
 
     """
     __tablename__ = 'gnu_repo'
 
     uid = Column(String, primary_key=True)
-    time_last_updated = Column(Integer)
+    time_last_updated = Column(DateTime)
diff --git a/swh/lister/gnu/tests/test_tree.py b/swh/lister/gnu/tests/test_tree.py
index 4137a74..0e6193b 100644
--- a/swh/lister/gnu/tests/test_tree.py
+++ b/swh/lister/gnu/tests/test_tree.py
@@ -1,223 +1,223 @@
 # Copyright (C) 2019 The Software Heritage developers
 # See the AUTHORS file at the top-level directory of this distribution
 # License: GNU General Public License version 3, or any later version
 # See top-level LICENSE file for more information
 
 import json
 
 import pytest
 
 from os import path
 from swh.lister.gnu.tree import (
     GNUTree, find_artifacts, check_filename_is_archive, load_raw_data,
     get_version, format_date
 )
 
 
 def test_load_raw_data_from_query(requests_mock_datadir):
     actual_json = load_raw_data('https://ftp.gnu.org/tree.json.gz')
     assert actual_json is not None
     assert isinstance(actual_json, list)
     assert len(actual_json) == 2
 
 
 def test_load_raw_data_from_query_failure(requests_mock_datadir):
     inexistant_url = 'https://ftp2.gnu.org/tree.unknown.gz'
     with pytest.raises(ValueError, match='Error during query'):
         load_raw_data(inexistant_url)
 
 
 def test_load_raw_data_from_file(datadir):
     filepath = path.join(datadir, 'https_ftp.gnu.org', 'tree.json.gz')
     actual_json = load_raw_data(filepath)
     assert actual_json is not None
     assert isinstance(actual_json, list)
     assert len(actual_json) == 2
 
 
 def test_load_raw_data_from_file_failure(datadir):
     unknown_path = path.join(datadir, 'ftp.gnu.org2', 'tree.json.gz')
     with pytest.raises(FileNotFoundError):
         load_raw_data(unknown_path)
 
 
 def test_tree_json(requests_mock_datadir):
     tree_json = GNUTree('https://ftp.gnu.org/tree.json.gz')
 
     assert tree_json.projects['https://ftp.gnu.org/gnu/8sync/'] == {
         'name': '8sync',
-        'time_modified': '1489817408',
+        'time_modified': '2017-03-18T06:10:08+00:00',
         'url': 'https://ftp.gnu.org/gnu/8sync/'
     }
 
     assert tree_json.projects['https://ftp.gnu.org/gnu/3dldf/'] == {
         'name': '3dldf',
-        'time_modified': '1386961236',
+        'time_modified': '2013-12-13T19:00:36+00:00',
         'url': 'https://ftp.gnu.org/gnu/3dldf/'
     }
 
     assert tree_json.projects['https://ftp.gnu.org/gnu/a2ps/'] == {
         'name': 'a2ps',
-        'time_modified': '1198900505',
+        'time_modified': '2007-12-29T03:55:05+00:00',
         'url': 'https://ftp.gnu.org/gnu/a2ps/'
     }
 
     assert tree_json.projects['https://ftp.gnu.org/old-gnu/xshogi/'] == {
         'name': 'xshogi',
-        'time_modified': '1059822922',
+        'time_modified': '2003-08-02T11:15:22+00:00',
         'url': 'https://ftp.gnu.org/old-gnu/xshogi/'
     }
 
     assert tree_json.artifacts['https://ftp.gnu.org/old-gnu/zlibc/'] == [
         {
             'url': 'https://ftp.gnu.org/old-gnu/zlibc/zlibc-0.9b.tar.gz',  # noqa
             'length': 90106,
-            'time': '1997-03-10T09:00:00',
+            'time': '1997-03-10T08:00:00+00:00',
             'filename': 'zlibc-0.9b.tar.gz',
             'version': '0.9b',
         },
         {
             'url': 'https://ftp.gnu.org/old-gnu/zlibc/zlibc-0.9e.tar.gz',  # noqa
             'length': 89625,
-            'time': '1997-04-07T09:00:00',
+            'time': '1997-04-07T07:00:00+00:00',
             'filename': 'zlibc-0.9e.tar.gz',
             'version': '0.9e',
         }
     ]
 
 
 def test_tree_json_failures(requests_mock_datadir):
     url = 'https://unknown/tree.json.gz'
     tree_json = GNUTree(url)
 
     with pytest.raises(ValueError, match='Error during query to %s' % url):
         tree_json.artifacts['https://ftp.gnu.org/gnu/3dldf/']
 
     with pytest.raises(ValueError, match='Error during query to %s' % url):
         tree_json.projects['https://ftp.gnu.org/old-gnu/xshogi/']
 
 
 def test_find_artifacts_small_sample(datadir):
     expected_artifacts = [
         {
             'url': '/root/artanis/artanis-0.2.1.tar.bz2',
-            'time': '2017-05-19T16:59:39',
+            'time': '2017-05-19T14:59:39+00:00',
             'length': 424081,
             'version': '0.2.1',
             'filename': 'artanis-0.2.1.tar.bz2',
         },
         {
             'url': '/root/xboard/winboard/winboard-4_0_0-src.zip',  # noqa
-            'time': '1998-06-21T11:55:00',
+            'time': '1998-06-21T09:55:00+00:00',
             'length': 1514448,
             'version': '4_0_0-src',
             'filename': 'winboard-4_0_0-src.zip',
         },
         {
             'url': '/root/xboard/xboard-3.6.2.tar.gz',  # noqa
-            'time': '1997-07-25T09:00:00',
+            'time': '1997-07-25T07:00:00+00:00',
             'length': 450164,
             'version': '3.6.2',
             'filename': 'xboard-3.6.2.tar.gz',
         },
         {
             'url': '/root/xboard/xboard-4.0.0.tar.gz',  # noqa
-            'time': '1998-06-21T11:55:00',
+            'time': '1998-06-21T09:55:00+00:00',
             'length': 514951,
             'version': '4.0.0',
             'filename': 'xboard-4.0.0.tar.gz',
         },
     ]
 
     file_structure = json.load(open(path.join(datadir, 'tree.min.json')))
     actual_artifacts = find_artifacts(file_structure, '/root/')
     assert actual_artifacts == expected_artifacts
 
 
 def test_find_artifacts(datadir):
     file_structure = json.load(open(path.join(datadir, 'tree.json')))
     actual_artifacts = find_artifacts(file_structure, '/root/')
     assert len(actual_artifacts) == 42 + 3  # tar + zip
 
 
 def test_check_filename_is_archive():
     for ext in ['abc.xy.zip', 'cvb.zip', 'abc.tar.bz2', 'something.tar']:
         assert check_filename_is_archive(ext) is True
 
     for ext in ['abc.tar.gz.sig', 'abc', 'something.zip2', 'foo.tar.']:
         assert check_filename_is_archive(ext) is False
 
 
 def test_get_version():
     """From url to branch name should yield something relevant
 
     """
     for url, expected_branchname in [
             ('https://gnu.org/sthg/info-2.1.0.tar.gz', '2.1.0'),
             ('https://gnu.org/sthg/info-2.1.2.zip', '2.1.2'),
             ('https://sthg.org/gnu/sthg.tar.gz', 'sthg'),
             ('https://sthg.org/gnu/DLDF-1.1.4.tar.gz', '1.1.4'),
             ('https://sthg.org/gnu/anubis-latest.tar.bz2', 'latest'),
             ('https://ftp.org/gnu/aris-w32.zip', 'w32'),
             ('https://ftp.org/gnu/aris-w32-2.2.zip', 'w32-2.2'),
             ('https://ftp.org/gnu/autogen.info.tar.gz', 'autogen.info'),
             ('https://ftp.org/gnu/crypto-build-demo.tar.gz',
              'crypto-build-demo'),
             ('https://ftp.org/gnu/clue+clio+xit.clisp.tar.gz',
              'clue+clio+xit.clisp'),
             ('https://ftp.org/gnu/clue+clio.for-pcl.tar.gz',
              'clue+clio.for-pcl'),
             ('https://ftp.org/gnu/clisp-hppa2.0-hp-hpux10.20.tar.gz',
              'hppa2.0-hp-hpux10.20'),
             ('clisp-i386-solaris2.6.tar.gz', 'i386-solaris2.6'),
             ('clisp-mips-sgi-irix6.5.tar.gz', 'mips-sgi-irix6.5'),
             ('clisp-powerpc-apple-macos.tar.gz', 'powerpc-apple-macos'),
             ('clisp-powerpc-unknown-linuxlibc6.tar.gz',
              'powerpc-unknown-linuxlibc6'),
 
             ('clisp-rs6000-ibm-aix3.2.5.tar.gz', 'rs6000-ibm-aix3.2.5'),
             ('clisp-sparc-redhat51-linux.tar.gz', 'sparc-redhat51-linux'),
             ('clisp-sparc-sun-solaris2.4.tar.gz', 'sparc-sun-solaris2.4'),
             ('clisp-sparc-sun-sunos4.1.3_U1.tar.gz',
              'sparc-sun-sunos4.1.3_U1'),
             ('clisp-2.25.1-powerpc-apple-MacOSX.tar.gz',
              '2.25.1-powerpc-apple-MacOSX'),
             ('clisp-2.27-PowerMacintosh-powerpc-Darwin-1.3.7.tar.gz',
              '2.27-PowerMacintosh-powerpc-Darwin-1.3.7'),
             ('clisp-2.27-i686-unknown-Linux-2.2.19.tar.gz',
              '2.27-i686-unknown-Linux-2.2.19'),
             ('clisp-2.28-i386-i386-freebsd-4.3-RELEASE.tar.gz',
              '2.28-i386-i386-freebsd-4.3-RELEASE'),
             ('clisp-2.28-i686-unknown-cygwin_me-4.90-1.3.10.tar.gz',
              '2.28-i686-unknown-cygwin_me-4.90-1.3.10'),
             ('clisp-2.29-i386-i386-freebsd-4.6-STABLE.tar.gz',
              '2.29-i386-i386-freebsd-4.6-STABLE'),
             ('clisp-2.29-i686-unknown-cygwin_nt-5.0-1.3.12.tar.gz',
              '2.29-i686-unknown-cygwin_nt-5.0-1.3.12'),
             ('gcl-2.5.3-ansi-japi-xdr.20030701_mingw32.zip',
              '2.5.3-ansi-japi-xdr.20030701_mingw32'),
             ('gettext-runtime-0.13.1.bin.woe32.zip', '0.13.1.bin.woe32'),
             ('sather-logo_images.tar.gz', 'sather-logo_images'),
             ('sather-specification-000328.html.tar.gz', '000328.html')
 
     ]:
         actual_branchname = get_version(url)
 
         assert actual_branchname == expected_branchname
 
 
 def test_format_date():
-    for t_str, expected_isoformat_date in [
-            (1489817408, '2017-03-18T07:10:08'),
-            (1386961236, '2013-12-13T20:00:36'),
-            ('1198900505', '2007-12-29T04:55:05'),
-            (1059822922, '2003-08-02T13:15:22'),
-            ('1489817408', '2017-03-18T07:10:08'),
+    for timestamp, expected_isoformat_date in [
+            (1489817408, '2017-03-18T06:10:08+00:00'),
+            (1386961236, '2013-12-13T19:00:36+00:00'),
+            ('1198900505', '2007-12-29T03:55:05+00:00'),
+            (1059822922, '2003-08-02T11:15:22+00:00'),
+            ('1489817408', '2017-03-18T06:10:08+00:00'),
     ]:
-        actual_date = format_date(t_str)
+        actual_date = format_date(timestamp)
         assert actual_date == expected_isoformat_date
 
     with pytest.raises(ValueError):
         format_date('')
     with pytest.raises(TypeError):
         format_date(None)
diff --git a/swh/lister/gnu/tree.py b/swh/lister/gnu/tree.py
index b47e1c5..5a4991f 100644
--- a/swh/lister/gnu/tree.py
+++ b/swh/lister/gnu/tree.py
@@ -1,308 +1,309 @@
 # Copyright (C) 2019 The Software Heritage developers
 # See the AUTHORS file at the top-level directory of this distribution
 # License: GNU General Public License version 3, or any later version
 # See top-level LICENSE file for more information
 
-import datetime
 import gzip
 import json
 import logging
 import requests
 import re
 
+from datetime import datetime
 from os import path
 from pathlib import Path
+from pytz import utc
 from typing import Any, Dict, List, Mapping, Tuple
 from urllib.parse import urlparse
 
 
 logger = logging.getLogger(__name__)
 
 
 class GNUTree:
     """Gnu Tree's representation
 
     """
     def __init__(self, url: str):
         self.url = url  # filepath or uri
         u = urlparse(url)
         self.base_url = '%s://%s' % (u.scheme, u.netloc)
         # Interesting top level directories
         self.top_level_directories = ['gnu', 'old-gnu']
         # internal state
         self._artifacts = {}  # type: Dict
         self._projects = {}  # type: Dict
 
     @property
     def projects(self) -> Dict:
         if not self._projects:
             self._projects, self._artifacts = self._load()
         return self._projects
 
     @property
     def artifacts(self) -> Dict:
         if not self._artifacts:
             self._projects, self._artifacts = self._load()
         return self._artifacts
 
     def _load(self) -> Tuple[Dict, Dict]:
         """Compute projects and artifacts per project
 
         Returns:
             Tuple of dict projects (key project url, value the associated
             information) and a dict artifacts (key project url, value the
             info_file list)
 
         """
         projects = {}
         artifacts = {}
 
         raw_data = load_raw_data(self.url)[0]
         for directory in raw_data['contents']:
             if directory['name'] not in self.top_level_directories:
                 continue
             infos = directory['contents']
             for info in infos:
                 if info['type'] == 'directory':
                     package_url = '%s/%s/%s/' % (
                         self.base_url, directory['name'], info['name'])
                     package_artifacts = find_artifacts(
                         info['contents'], package_url)
                     if package_artifacts != []:
                         repo_details = {
                             'name': info['name'],
                             'url': package_url,
-                            'time_modified': info['time'],
+                            'time_modified': format_date(info['time'])
                         }
                         artifacts[package_url] = package_artifacts
                         projects[package_url] = repo_details
 
         return projects, artifacts
 
 
 def find_artifacts(
         filesystem: List[Dict], url: str) -> List[Mapping[str, Any]]:
     """Recursively list artifacts present in the folder and subfolders for a
     particular package url.
 
     Args:
 
         filesystem: File structure of the package root directory. This is a
             list of Dict representing either file or directory information as
             dict (keys: name, size, time, type).
         url: URL of the corresponding package
 
     Returns
         List of tarball urls and their associated metadata (time, length,
         etc...). For example:
 
         .. code-block:: python
 
             [
                 {
                     'url': 'https://ftp.gnu.org/gnu/3dldf/3DLDF-1.1.3.tar.gz',
                     'time': 1071002600,
                     'filename': '3DLDF-1.1.3.tar.gz',
                     'version': '1.1.3',
                     'length': 543
                 },
                 {
                     'url': 'https://ftp.gnu.org/gnu/3dldf/3DLDF-1.1.4.tar.gz',
                     'time': 1071078759,
                     'filename: '3DLDF-1.1.4.tar.gz',
                     'version': '1.1.4',
                     'length': 456
                 },
                 {
                     'url': 'https://ftp.gnu.org/gnu/3dldf/3DLDF-1.1.5.tar.gz',
                     'time': 1074278633,
                     'filename': '3DLDF-1.1.5.tar.gz',
                     'version': '1.1.5'
                     'length': 251
                 },
                 ...
             ]
 
     """
     artifacts = []
     for info_file in filesystem:
         filetype = info_file['type']
         filename = info_file['name']
         if filetype == 'file':
             if check_filename_is_archive(filename):
                 uri = url + filename
                 artifacts.append({
                     'url': uri,
                     'filename': filename,
                     'time': format_date(info_file['time']),
                     'length': int(info_file['size']),
                     'version': get_version(filename),
                 })
         # It will recursively check for artifacts in all sub-folders
         elif filetype == 'directory':
             tarballs_in_dir = find_artifacts(
                 info_file['contents'],
                 url + filename + '/')
             artifacts.extend(tarballs_in_dir)
 
     return artifacts
 
 
 def check_filename_is_archive(filename: str) -> bool:
     """
     Check for the extension of the file, if the file is of zip format of
     .tar.x format, where x could be anything, then returns true.
 
     Args:
         filename: name of the file for which the extensions is needs to
             be checked.
 
     Returns:
         Whether filename is an archive or not
 
     Example:
 
     >>> check_filename_is_archive('abc.zip')
     True
     >>> check_filename_is_archive('abc.tar.gz')
     True
     >>> check_filename_is_archive('bac.tar')
     True
     >>> check_filename_is_archive('abc.tar.gz.sig')
     False
     >>> check_filename_is_archive('foobar.tar.')
     False
 
     """
     file_suffixes = Path(filename).suffixes
     logger.debug('Path(%s).suffixed: %s' % (filename, file_suffixes))
     if len(file_suffixes) == 1 and file_suffixes[-1] in ('.zip', '.tar'):
         return True
     elif len(file_suffixes) > 1:
         if file_suffixes[-1] == '.zip' or file_suffixes[-2] == '.tar':
             return True
     return False
 
 
 # to recognize existing naming pattern
 extensions = [
     'zip',
     'tar',
     'gz', 'tgz',
     'bz2', 'bzip2',
     'lzma', 'lz',
     'xz',
     'Z',
 ]
 
 version_keywords = [
     'cygwin_me',
     'w32', 'win32', 'nt', 'cygwin', 'mingw',
     'latest', 'alpha', 'beta',
     'release', 'stable',
     'hppa',
     'solaris', 'sunos', 'sun4u', 'sparc', 'sun',
     'aix', 'ibm', 'rs6000',
     'i386', 'i686',
     'linux', 'redhat', 'linuxlibc',
     'mips',
     'powerpc', 'macos', 'apple', 'darwin', 'macosx', 'powermacintosh',
     'unknown',
     'netbsd', 'freebsd',
     'sgi', 'irix',
 ]
 
 # Match a filename into components.
 #
 # We use Debian's release number heuristic: A release number starts
 # with a digit, and is followed by alphanumeric characters or any of
 # ., +, :, ~ and -
 #
 # We hardcode a list of possible extensions, as this release number
 # scheme would match them too... We match on any combination of those.
 #
 # Greedy matching is done right to left (we only match the extension
 # greedily with +, software_name and release_number are matched lazily
 # with +? and *?).
 
 pattern = r'''
 ^
 (?:
     # We have a software name and a release number, separated with a
     # -, _ or dot.
     (?P<software_name1>.+?[-_.])
     (?P<release_number>(%(vkeywords)s|[0-9][0-9a-zA-Z_.+:~-]*?)+)
 |
     # We couldn't match a release number, put everything in the
     # software name.
     (?P<software_name2>.+?)
 )
 (?P<extension>(?:\.(?:%(extensions)s))+)
 $
 ''' % {
     'extensions': '|'.join(extensions),
     'vkeywords': '|'.join('%s[-]?' % k for k in version_keywords),
 }
 
 
 def get_version(uri: str) -> str:
     """Extract branch name from tarball uri
 
     Args:
         uri (str): Tarball URI
 
     Returns:
         Version detected
 
     Example:
         For uri = https://ftp.gnu.org/gnu/8sync/8sync-0.2.0.tar.gz
 
         >>> get_version(uri)
         '0.2.0'
 
         For uri = 8sync-0.3.0.tar.gz
 
         >>> get_version(uri)
         '0.3.0'
 
     """
     filename = path.split(uri)[-1]
     m = re.match(pattern, filename,
                  flags=re.VERBOSE | re.IGNORECASE)
     if m:
         d = m.groupdict()
         if d['software_name1'] and d['release_number']:
             return d['release_number']
         if d['software_name2']:
             return d['software_name2']
 
     return ''
 
 
 def load_raw_data(url: str) -> List[Dict]:
     """Load the raw json from the tree.json.gz
 
     Args:
         url: Tree.json.gz url or path
 
     Returns:
         The raw json list
 
     """
     if url.startswith('http://') or url.startswith('https://'):
         response = requests.get(url, allow_redirects=True)
         if not response.ok:
             raise ValueError('Error during query to %s' % url)
         raw = gzip.decompress(response.content)
     else:
         with gzip.open(url, 'r') as f:
             raw = f.read()
     raw_data = json.loads(raw.decode('utf-8'))
     return raw_data
 
 
 def format_date(timestamp: str) -> str:
     """Format a string timestamp to an isoformat string
 
     """
-    return datetime.datetime.fromtimestamp(int(timestamp)).isoformat()
+    return datetime.fromtimestamp(int(timestamp), tz=utc).isoformat()