diff --git a/Dockerfile b/Dockerfile
index c9d28ead..9371f564 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -49,20 +49,36 @@ RUN mkdir -p /var/log/fba
 
 EXPOSE 8001
 
-CMD ["/usr/local/bin/granian", "main:app", "--interface", "asgi", "--host", "0.0.0.0", "--port","8000"]
+CMD ["supervisord", "-c", "/etc/supervisor/supervisord.conf"]
 
-# === Celery server image ===
-FROM base_server AS fba_celery
+# === Celery Worker image ===
+FROM base_server AS fba_celery_worker
 
-COPY deploy/backend/fba_celery.conf /etc/supervisor/conf.d/
+COPY deploy/backend/fba_celery_worker.conf /etc/supervisor/conf.d/
 
 RUN mkdir -p /var/log/fba
 
-RUN chmod +x celery-start.sh
+CMD ["supervisord", "-c", "/etc/supervisor/supervisord.conf"]
+
+# === Celery Beat image ===
+FROM base_server AS fba_celery_beat
+
+COPY deploy/backend/fba_celery_beat.conf /etc/supervisor/conf.d/
+
+RUN mkdir -p /var/log/fba
+
+CMD ["supervisord", "-c", "/etc/supervisor/supervisord.conf"]
+
+# === Celery Flower image ===
+FROM base_server AS fba_celery_flower
+
+COPY deploy/backend/fba_celery_flower.conf /etc/supervisor/conf.d/
+
+RUN mkdir -p /var/log/fba
 
 EXPOSE 8555
 
-CMD ["./celery-start.sh"]
+CMD ["supervisord", "-c", "/etc/supervisor/supervisord.conf"]
 
 # Build image
 FROM ${SERVER_TYPE}
diff --git a/backend/app/task/README.md b/backend/app/task/README.md
index cfaf8963..d14441f0 100644
--- a/backend/app/task/README.md
+++ b/backend/app/task/README.md
@@ -16,8 +16,7 @@
 如果你想对任务进行目录层级划分，使任务结构更加清晰，你可以新建任意目录，但必须注意的是
 
 1. 在 `backend/app/task/tasks` 目录下新建 python 包目录
-2. 新建目录后，务必更新 `conf.py` 配置中的 `CELERY_TASKS_PACKAGES`，将新建目录模块路径添加到此列表
-3. 在新建目录下，务必添加 `tasks.py` 文件，并在此文件中编写相关任务代码
+2. 在新建目录下，务必添加 `tasks.py` 文件，并在此文件中编写相关任务代码
 
 ## 消息代理
 
diff --git a/backend/celery-start.sh b/backend/celery-start.sh
deleted file mode 100644
index 965c2f4b..00000000
--- a/backend/celery-start.sh
+++ /dev/null
@@ -1,10 +0,0 @@
-#!/usr/bin/env bash
-
-# work && beat
-celery -A backend.app.task.celery worker -l info -P gevent -c 100 &
-
-# beat
-celery -A backend.app.task.celery beat -l info &
-
-# flower
-celery -A backend.app.task.celery flower --port=8555 --basic-auth=admin:123456
diff --git a/deploy/backend/fba_celery.conf b/deploy/backend/fba_celery.conf
deleted file mode 100644
index b15f56c1..00000000
--- a/deploy/backend/fba_celery.conf
+++ /dev/null
@@ -1,35 +0,0 @@
-[program:fba_celery_worker]
-directory=/fba/backend
-command=/usr/local/bin/celery -A app.task.celery worker -P gevent -c 1000 --loglevel=INFO
-user=root
-autostart=true
-autorestart=true
-startretries=5
-redirect_stderr=true
-stdout_logfile=/var/log/fba/fba_celery_worker.log
-stdout_logfile_maxbytes=5MB
-stdout_logfile_backups=5
-
-[program:fba_celery_beat]
-directory=/fba/backend
-command=/usr/local/bin/celery -A app.task.celery beat --loglevel=INFO
-user=root
-autostart=true
-autorestart=true
-startretries=5
-redirect_stderr=true
-stdout_logfile=/var/log/fba/fba_celery_beat.log
-stdout_logfile_maxbytes=5MB
-stdout_logfile_backups=5
-
-[program:fba_celery_flower]
-directory=/fba/backend
-command=/usr/local/bin/celery -A app.task.celery flower --port=8555 --url-prefix=flower --basic-auth=admin:123456
-user=root
-autostart=true
-autorestart=true
-startretries=5
-redirect_stderr=true
-stdout_logfile=/var/log/fba/fba_celery_flower.log
-stdout_logfile_maxbytes=5MB
-stdout_logfile_backups=5
diff --git a/deploy/backend/fba_celery_beat.conf b/deploy/backend/fba_celery_beat.conf
new file mode 100644
index 00000000..dc7e1546
--- /dev/null
+++ b/deploy/backend/fba_celery_beat.conf
@@ -0,0 +1,11 @@
+[program:fba_celery_beat]
+directory=/fba/backend
+command=/usr/local/bin/celery -A app.task.celery beat --loglevel=INFO
+user=root
+autostart=true
+autorestart=true
+startretries=5
+redirect_stderr=true
+stdout_logfile=/var/log/fba/fba_celery_beat.log
+stdout_logfile_maxbytes=5MB
+stdout_logfile_backups=5
diff --git a/deploy/backend/fba_celery_flower.conf b/deploy/backend/fba_celery_flower.conf
new file mode 100644
index 00000000..d0066939
--- /dev/null
+++ b/deploy/backend/fba_celery_flower.conf
@@ -0,0 +1,11 @@
+[program:fba_celery_flower]
+directory=/fba/backend
+command=/usr/local/bin/celery -A app.task.celery flower --port=8555 --url-prefix=flower --basic-auth=admin:123456
+user=root
+autostart=true
+autorestart=true
+startretries=5
+redirect_stderr=true
+stdout_logfile=/var/log/fba/fba_celery_flower.log
+stdout_logfile_maxbytes=5MB
+stdout_logfile_backups=5
diff --git a/deploy/backend/fba_celery_worker.conf b/deploy/backend/fba_celery_worker.conf
new file mode 100644
index 00000000..d4d9292a
--- /dev/null
+++ b/deploy/backend/fba_celery_worker.conf
@@ -0,0 +1,11 @@
+[program:fba_celery_worker]
+directory=/fba/backend
+command=/usr/local/bin/celery -A app.task.celery worker -P gevent -c 1000 --loglevel=INFO
+user=root
+autostart=true
+autorestart=true
+startretries=5
+redirect_stderr=true
+stdout_logfile=/var/log/fba/fba_celery_worker.log
+stdout_logfile_maxbytes=5MB
+stdout_logfile_backups=5
diff --git a/deploy/backend/nginx.conf b/deploy/backend/nginx.conf
index 6474c48b..1635627b 100644
--- a/deploy/backend/nginx.conf
+++ b/deploy/backend/nginx.conf
@@ -31,7 +31,7 @@ server {
     }
 
     location /flower/ {
-        proxy_pass http://fba_server:8555;
+        proxy_pass http://fba_celery_flower:8555;
 
         proxy_set_header Host $http_host;
         proxy_set_header X-Real-IP $remote_addr;
diff --git a/docker-compose.yml b/docker-compose.yml
index 9d1e12ac..bc382358 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -34,7 +34,6 @@ services:
     depends_on:
       - fba_postgres
       - fba_redis
-      - fba_celery
     volumes:
       - ./deploy/backend/docker-compose/.env.server:/fba/backend/.env
       - fba_static:/fba/backend/app/static
@@ -167,16 +166,15 @@ services:
     networks:
       - fba_network
 
-  fba_celery:
+  fba_celery_worker:
     build:
       context: .
       dockerfile: Dockerfile
       args:
-        - SERVER_TYPE=fba_celery
-    image: fba_celery:latest
-    ports:
-      - "8555:8555"
-    container_name: fba_celery
+        - SERVER_TYPE=fba_celery_worker
+    image: fba_celery_worker:latest
+    # 如果你需要分布式部署 Worker，则必须移除此 container_name 配置
+    container_name: fba_celery_worker
     restart: always
     depends_on:
       - fba_rabbitmq
@@ -191,3 +189,53 @@ services:
         wait-for-it -s fba_rabbitmq:5672 -t 300
         supervisord -c /etc/supervisor/supervisord.conf
         supervisorctl restart
+
+  fba_celery_beat:
+    build:
+      context: .
+      dockerfile: Dockerfile
+      args:
+        - SERVER_TYPE=fba_celery_beat
+    image: fba_celery_beat:latest
+    container_name: fba_celery_beat
+    restart: always
+    depends_on:
+      - fba_rabbitmq
+      - fba_celery_worker
+    volumes:
+      - ./deploy/backend/docker-compose/.env.server:/fba/backend/.env
+    networks:
+      - fba_network
+    command:
+      - bash
+      - -c
+      - |
+        wait-for-it -s fba_rabbitmq:5672 -t 300
+        supervisord -c /etc/supervisor/supervisord.conf
+        supervisorctl restart
+
+  fba_celery_flower:
+    build:
+      context: .
+      dockerfile: Dockerfile
+      args:
+        - SERVER_TYPE=fba_celery_flower
+    image: fba_celery_flower:latest
+    ports:
+      - "8555:8555"
+    container_name: fba_celery_flower
+    restart: always
+    depends_on:
+      - fba_rabbitmq
+      - fba_celery_worker
+    volumes:
+      - ./deploy/backend/docker-compose/.env.server:/fba/backend/.env
+    networks:
+      - fba_network
+    command:
+      - bash
+      - -c
+      - |
+        wait-for-it -s fba_rabbitmq:5672 -t 300
+        supervisord -c /etc/supervisor/supervisord.conf
+        supervisorctl restart