diff --git a/swh/vault/cookers/revision_flat.py b/swh/vault/cookers/revision_flat.py
--- a/swh/vault/cookers/revision_flat.py
+++ b/swh/vault/cookers/revision_flat.py
@@ -1,4 +1,4 @@
-# Copyright (C) 2016-2017  The Software Heritage developers
+# Copyright (C) 2016-2019  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
@@ -9,6 +9,7 @@
 
 from swh.model import hashutil
 from swh.vault.cookers.base import BaseVaultCooker
+from swh.vault.cookers.utils import revision_log
 from swh.vault.to_disk import DirectoryBuilder
 
 
@@ -22,7 +23,7 @@
     def prepare_bundle(self):
         with tempfile.TemporaryDirectory(prefix='tmp-vault-revision-') as td:
             root = Path(td)
-            for revision in self.storage.revision_log([self.obj_id]):
+            for revision in revision_log(self.storage, self.obj_id):
                 revdir = root / hashutil.hash_to_hex(revision['id'])
                 revdir.mkdir()
                 directory_builder = DirectoryBuilder(
diff --git a/swh/vault/cookers/revision_gitfast.py b/swh/vault/cookers/revision_gitfast.py
--- a/swh/vault/cookers/revision_gitfast.py
+++ b/swh/vault/cookers/revision_gitfast.py
@@ -1,4 +1,4 @@
-# Copyright (C) 2017  The Software Heritage developers
+# Copyright (C) 2017-2019  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
@@ -15,6 +15,7 @@
 from swh.model.toposort import toposort
 from swh.model.from_disk import mode_to_perms
 from swh.vault.cookers.base import BaseVaultCooker
+from swh.vault.cookers.utils import revision_log
 from swh.vault.to_disk import get_filtered_files_content
 
 
@@ -26,7 +27,7 @@
         return not list(self.storage.revision_missing([self.obj_id]))
 
     def prepare_bundle(self):
-        self.log = list(toposort(self.storage.revision_log([self.obj_id])))
+        self.log = list(toposort(revision_log(self.storage, self.obj_id)))
         self.gzobj = zlib.compressobj(9, zlib.DEFLATED, zlib.MAX_WBITS | 16)
         self.fastexport()
         self.write(self.gzobj.flush())
diff --git a/swh/vault/cookers/utils.py b/swh/vault/cookers/utils.py
new file mode 100644
--- /dev/null
+++ b/swh/vault/cookers/utils.py
@@ -0,0 +1,47 @@
+# 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
+
+from swh.storage.algos.revisions_walker import get_revisions_walker
+
+
+def revision_log(storage, rev_id, per_page=1000):
+    """Retrieve a revision log in a paginated way in order to avoid storage
+    timeouts when the total number of revisions to fetch is large.
+
+    Args:
+        storage (swh.storage.storage.Storage): instance of swh storage
+            (either local or remote)
+        rev_id (bytes): a revision identifier
+        per_page (Optional[int]): the maximum number of revisions to return
+            in each page
+
+    Yields:
+        dict: Revision information as a dictionary
+    """
+    rw_state = {}
+    nb_revs = 0
+    max_revs = per_page
+    while True:
+        # Get an iterator returning the commits log from rev_id.
+        # At most max_revs visited revisions from rev_id in the commits graph
+        # will be returned.
+        revs_walker = get_revisions_walker('bfs', storage, rev_id,
+                                           max_revs=max_revs,
+                                           state=rw_state)
+        # Iterate on at most per_page revisions in the commits log.
+        for rev in revs_walker:
+            nb_revs += 1
+            yield rev
+        # If the total number of iterated revisions is lesser than the
+        # maximum requested one, it means that we hit the initial revision
+        # in the log.
+        if nb_revs < max_revs:
+            break
+        # Backup iterator state to continue the revisions iteration
+        # from where we left it.
+        rw_state = revs_walker.export_state()
+        # Increment the maximum of revisions to iterate from rev_id
+        # to get next revisions in the log.
+        max_revs += per_page