diff --git a/services/swh-scheduler-api/entrypoint.sh b/services/swh-scheduler-api/entrypoint.sh
index bfd78c4..b0a3381 100755
--- a/services/swh-scheduler-api/entrypoint.sh
+++ b/services/swh-scheduler-api/entrypoint.sh
@@ -1,34 +1,34 @@
 #!/bin/bash
 
 set -e
 
 source /srv/softwareheritage/utils/pyutils.sh
 setup_pip
 
 source /srv/softwareheritage/utils/pgsql.sh
 setup_pgsql
 
 case "$1" in
     "shell")
         exec bash -i
         ;;
     "swh-scheduler")
         exec $@
         ;;
     *)
         wait_pgsql
 
         echo Setup the swh-scheduler API database
         PGPASSWORD=${POSTGRES_PASSWORD} swh db-init \
             --db-name ${POSTGRES_DB} scheduler
 
         echo Starting the swh-scheduler API server
         exec gunicorn --bind 0.0.0.0:5008 \
              --log-level DEBUG \
              --threads 2 \
              --workers 2 \
              --reload \
              --timeout 3600 \
-             swh.scheduler.api.wsgi
+             'swh.scheduler.api.server:make_app_from_configfile()'
 
 esac