diff --git a/swh/loader/git/loader.py b/swh/loader/git/loader.py
--- a/swh/loader/git/loader.py
+++ b/swh/loader/git/loader.py
@@ -19,6 +19,7 @@
 
 from swh.core.config import merge_configs
 from swh.loader.core.loader import DVCSLoader
+from swh.loader.exception import NotFound
 from swh.model import hashutil
 from swh.model.model import (
     BaseContent,
@@ -235,9 +236,12 @@
             sys.stderr.buffer.write(msg)
             sys.stderr.flush()
 
-        fetch_info = self.fetch_pack_from_origin(
-            self.origin.url, self.base_snapshot, do_progress
-        )
+        try:
+            fetch_info = self.fetch_pack_from_origin(
+                self.origin.url, self.base_snapshot, do_progress
+            )
+        except Exception as e:
+            raise NotFound(e)
 
         self.pack_buffer = fetch_info.pack_buffer
         self.pack_size = fetch_info.pack_size
diff --git a/swh/loader/git/tests/test_loader.py b/swh/loader/git/tests/test_loader.py
--- a/swh/loader/git/tests/test_loader.py
+++ b/swh/loader/git/tests/test_loader.py
@@ -1,4 +1,4 @@
-# Copyright (C) 2018-2020  The Software Heritage developers
+# Copyright (C) 2018-2021  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
@@ -11,10 +11,42 @@
 
 from swh.loader.git.loader import GitLoader
 from swh.loader.git.tests.test_from_disk import FullGitLoaderTests
-from swh.loader.tests import prepare_repository_from_archive
+from swh.loader.tests import assert_last_visit_matches, prepare_repository_from_archive
 
 
-class GitLoaderTest(TestCase, FullGitLoaderTests):
+class CommonGitLoaderNotFound:
+    @pytest.fixture(autouse=True)
+    def __inject_fixtures(self, mocker):
+        """Inject required fixtures in unittest.TestCase class
+
+        """
+        self.mocker = mocker
+
+    def test_load_visit_not_found(self):
+        """Ingesting an unknown url result in a visit with not_found status
+
+        """
+        mock = self.mocker.patch(
+            "swh.loader.git.loader.GitLoader.fetch_pack_from_origin"
+        )
+        # fetch communicates with the external world and could raise error, though
+        # self.client.fetch_pack (e.g dulwich.client.HTTPUnauthorized, ...), this
+        # simulates it.
+        mock.side_effect = ValueError
+
+        res = self.loader.load()
+        assert res == {"status": "uneventful"}
+
+        assert_last_visit_matches(
+            self.loader.storage,
+            self.repo_url,
+            status="not_found",
+            type="git",
+            snapshot=None,
+        )
+
+
+class GitLoaderTest(TestCase, FullGitLoaderTests, CommonGitLoaderNotFound):
     """Prepare a git directory repository to be loaded through a GitLoader.
     This tests all git loader scenario.
 
@@ -34,7 +66,7 @@
         self.repo = dulwich.repo.Repo(self.destination_path)
 
 
-class GitLoader2Test(TestCase, FullGitLoaderTests):
+class GitLoader2Test(TestCase, FullGitLoaderTests, CommonGitLoaderNotFound):
     """Mostly the same loading scenario but with a base-url different than the repo-url.
     To walk slightly different paths, the end result should stay the same.