diff --git a/swh/scheduler/celery_backend/config.py b/swh/scheduler/celery_backend/config.py
--- a/swh/scheduler/celery_backend/config.py
+++ b/swh/scheduler/celery_backend/config.py
@@ -23,7 +23,6 @@
 from swh.scheduler import CONFIG as SWH_CONFIG
 
 from swh.core.config import load_named_config, merge_configs
-from swh.core.logger import JournalHandler
 
 DEFAULT_CONFIG_NAME = 'worker'
 CONFIG_NAME_ENVVAR = 'SWH_WORKER_INSTANCE'
@@ -75,10 +74,16 @@
         root_logger.addHandler(console)
 
     if log_journal:
-        systemd_journal = JournalHandler()
-        systemd_journal.setLevel(logging.DEBUG)
-        systemd_journal.setFormatter(formatter)
-        root_logger.addHandler(systemd_journal)
+        try:
+            from swh.core.logger import JournalHandler
+        except ImportError:
+            root_logger.warning('JournalHandler is not available, skipping. '
+                                'Please install swh-core[logging].')
+        else:
+            systemd_journal = JournalHandler()
+            systemd_journal.setLevel(logging.DEBUG)
+            systemd_journal.setFormatter(formatter)
+            root_logger.addHandler(systemd_journal)
 
     logging.getLogger('celery').setLevel(logging.INFO)
     # Silence amqp heartbeat_tick messages