diff --git a/docs/journal-clients.rst b/docs/journal-clients.rst
--- a/docs/journal-clients.rst
+++ b/docs/journal-clients.rst
@@ -6,12 +6,16 @@
 Journal client are processes that read data from the |swh| Journal,
 in order to efficiently process all existing objects, and process new objects
 as they come.
+
 Some journal clients, such as :ref:`swh-dataset <swh-dataset>` only read
 existing objects and stop when they are done.
 
-They can run in parallel, and the :mod:`swh.journal.client` module
-provides an abstraction handling all the setup, so actual clients are actually
-a single function that takes :mod:`model objects <swh.model.model>` as parameters.
+Other journal clients, such as the :ref:`mirror <swh-storage>` are expected to
+read constantly from the journal.
+
+They can run in parallel, and the :mod:`swh.journal.client` module provides an
+abstraction handling all the setup, so actual clients only consists in a single
+function that takes :mod:`model objects <swh.model.model>` as parameters.
 
 For example, a very simple journal client that prints all revisions and releases
 to the console can be implemented like this:
diff --git a/swh/journal/client.py b/swh/journal/client.py
--- a/swh/journal/client.py
+++ b/swh/journal/client.py
@@ -7,7 +7,7 @@
 import logging
 import os
 import time
-from typing import Any, Dict, List, Optional, Set, Tuple, Union
+from typing import Any, Callable, Dict, List, Optional, Set, Tuple, Union
 
 from confluent_kafka import Consumer, KafkaError, KafkaException
 
@@ -73,6 +73,15 @@
     Messages are processed by the `worker_fn` callback passed to the `process`
     method, in batches of maximum `batch_size` messages (defaults to 200).
 
+    The objects passed to the `worker_fn` callback are the result of the kafka
+    message converted by the `value_deserializer` function. By default (if this
+    argument is not given), it will produce dicts (using the `kafka_to_value`
+    function). This signature of the function is:
+
+        `value_deserializer(object_type: str, kafka_msg: bytes) -> Any`
+
+    If the value returned by `value_deserializer` i
+
     If set, the processing stops after processing `stop_after_objects` messages
     in total.
 
@@ -99,6 +108,7 @@
         process_timeout: Optional[float] = None,
         auto_offset_reset: str = "earliest",
         stop_on_eof: bool = False,
+        value_deserializer: Optional[Callable[[str, bytes], Any]] = None,
         **kwargs,
     ):
         if prefix is None:
@@ -111,8 +121,10 @@
 
         if batch_size <= 0:
             raise ValueError("Option 'batch_size' needs to be positive")
-
-        self.value_deserializer = kafka_to_value
+        if value_deserializer:
+            self.value_deserializer = value_deserializer
+        else:
+            self.value_deserializer = lambda _, value: kafka_to_value(value)
 
         if isinstance(brokers, str):
             brokers = [brokers]
@@ -286,7 +298,11 @@
                 continue
             nb_processed += 1
             object_type = message.topic().split(".")[-1]
-            objects[object_type].append(self.deserialize_message(message))
+            deserialized_object = self.deserialize_message(
+                message, object_type=object_type
+            )
+            if deserialized_object is not None:
+                objects[object_type].append(deserialized_object)
 
         if objects:
             worker_fn(dict(objects))
@@ -299,8 +315,8 @@
 
         return nb_processed, at_eof
 
-    def deserialize_message(self, message):
-        return self.value_deserializer(message.value())
+    def deserialize_message(self, message, object_type=None):
+        return self.value_deserializer(object_type, message.value())
 
     def close(self):
         self.consumer.close()
diff --git a/swh/journal/tests/test_client.py b/swh/journal/tests/test_client.py
--- a/swh/journal/tests/test_client.py
+++ b/swh/journal/tests/test_client.py
@@ -3,15 +3,16 @@
 # License: GNU General Public License version 3, or any later version
 # See top-level LICENSE file for more information
 
-from typing import Dict, List
+from typing import Dict, List, cast
 from unittest.mock import MagicMock
 
 from confluent_kafka import Producer
 import pytest
 
 from swh.journal.client import JournalClient
-from swh.journal.serializers import key_to_kafka, value_to_kafka
-from swh.model.model import Content
+from swh.journal.serializers import kafka_to_value, key_to_kafka, value_to_kafka
+from swh.model.model import Content, Revision
+from swh.model.tests.swh_model_data import TEST_OBJECTS
 
 REV = {
     "message": b"something cool",
@@ -327,3 +328,45 @@
     # we also only subscribed to the standard prefix, since there is no priviled prefix
     # on the kafka broker
     assert client.subscription == [kafka_prefix + ".revision"]
+
+
+def test_client_with_deserializer(
+    kafka_prefix: str, kafka_consumer_group: str, kafka_server: str
+):
+    producer = Producer(
+        {
+            "bootstrap.servers": kafka_server,
+            "client.id": "test producer",
+            "acks": "all",
+        }
+    )
+
+    # Fill Kafka
+    revisions = cast(List[Revision], TEST_OBJECTS["revision"])
+    for rev in revisions:
+        producer.produce(
+            topic=kafka_prefix + ".revision",
+            key=rev.id,
+            value=value_to_kafka(rev.to_dict()),
+        )
+    producer.flush()
+
+    def custom_deserializer(object_type, msg):
+        assert object_type == "revision"
+        obj = kafka_to_value(msg)
+        # filter the first revision
+        if obj["id"] == revisions[0].id:
+            return None
+        return Revision.from_dict(obj)
+
+    client = JournalClient(
+        brokers=[kafka_server],
+        group_id=kafka_consumer_group,
+        prefix=kafka_prefix,
+        stop_after_objects=1,
+        value_deserializer=custom_deserializer,
+    )
+    worker_fn = MagicMock()
+    client.process(worker_fn)
+    # check that the first Revision has be been passed to worker_fn
+    worker_fn.assert_called_once_with({"revision": revisions[1:]})