diff --git a/libmozdata/clouseau.py b/libmozdata/clouseau.py
index 9fff6f00..cc982b46 100644
--- a/libmozdata/clouseau.py
+++ b/libmozdata/clouseau.py
@@ -2,6 +2,9 @@
 # License, v. 2.0. If a copy of the MPL was not distributed with this file,
 # You can obtain one at http://mozilla.org/MPL/2.0/.
 
+
+from libmozdata.utils import batched
+
 from . import config
 from .connection import Connection, Query
 
@@ -54,14 +57,20 @@ def get_by_signatures(cls, signatures, product=None, channel=None):
             dict: the reports by signatures
         """
         data = {}
-        cls(
-            params={
-                "signatures": signatures,
-                "product": product,
-                "channel": channel,
-            },
-            handler=cls._default_handler,
-            handlerdata=data,
-        ).wait()
+        requests = [
+            cls(
+                params={
+                    "signatures": signatures_batch,
+                    "product": product,
+                    "channel": channel,
+                },
+                handler=cls._default_handler,
+                handlerdata=data,
+            )
+            for signatures_batch in batched(signatures, 20)
+        ]
+
+        for request in requests:
+            request.wait()
 
         return data
diff --git a/libmozdata/utils.py b/libmozdata/utils.py
index e7f77ec3..171c7fd8 100644
--- a/libmozdata/utils.py
+++ b/libmozdata/utils.py
@@ -8,6 +8,7 @@
 import os.path
 import random
 from datetime import date, datetime, timedelta
+from itertools import count
 
 import dateutil.parser
 import pytz
@@ -381,3 +382,39 @@ def get_language(path):
     for lang, names in langs.items():
         if name in names or extension in names:
             return lang
+
+
+# This is roughly equivalent to the itertools.islice which was added in
+# Python 3.10.
+# Copied from https://docs.python.org/3/library/itertools.html#itertools.islice
+def islice(iterable, *args):
+    # islice('ABCDEFG', 2) → A B
+    # islice('ABCDEFG', 2, 4) → C D
+    # islice('ABCDEFG', 2, None) → C D E F G
+    # islice('ABCDEFG', 0, None, 2) → A C E G
+
+    s = slice(*args)
+    start = 0 if s.start is None else s.start
+    stop = s.stop
+    step = 1 if s.step is None else s.step
+    if start < 0 or (stop is not None and stop < 0) or step <= 0:
+        raise ValueError
+
+    indices = count() if stop is None else range(max(start, stop))
+    next_i = start
+    for i, element in zip(indices, iterable):
+        if i == next_i:
+            yield element
+            next_i += step
+
+
+# This is roughly equivalent to the itertools.batched which was added in
+# Python 3.12.
+# Copied from https://docs.python.org/3/library/itertools.html#itertools.batched
+def batched(iterable, n):
+    # batched('ABCDEFG', 3) → ABC DEF G
+    if n < 1:
+        raise ValueError("n must be at least one")
+    iterator = iter(iterable)
+    while batch := tuple(islice(iterator, n)):
+        yield batch