FastAPI+WebSocket+Redis：构建分布式实时告警消息推送平台

在监控系统、运维平台、物联网设备管理、实时大屏等场景中告警消息必须做到秒级推送、多端同步、高可用、支持分布式部署。传统轮询方式效率低、服务器压力大已无法满足现代业务需求。本文将基于FastAPI WebSocket Redis技术栈从零搭建一套轻量、高性能、支持分布式的实时告警推送平台。前端页面可实时接收服务异常、设备离线、业务指标超限等告警后端可横向扩展不丢消息、不延迟、接入简单。整篇代码结构清晰、可直接部署到生产非常适合后端开发者快速实现实时推送能力。一、技术选型为什么是这三个很多同学会问实时推送用 SocketIO、MQTT、Go 不行吗当然可以但对于 Python 技术栈、中小规模平台这套组合性价比最高FastAPI性能接近 Go自动生成接口文档支持异步写接口极快WebSocket全双工长连接浏览器原生支持真正实时无需轮询Redis 发布订阅pub/sub解耦服务实现跨进程、跨机器消息广播支撑分布式架构。三者结合前端 ↔ WebSocket维持长连接后端多实例 ↔ Redis完成消息同步任意服务发送告警 → 所有在线用户实时接收。完美实现分布式、高可用、低延迟的告警推送。二、项目依赖安装pip install fastapi uvicorn websockets redis三、核心架构说明WebSocket 连接管理维护在线用户、设备、前端页面Redis 订阅每台后端服务都订阅 Redis 频道跨实例消息互通告警发送接口HTTP 接口接收告警发布到 Redis消息广播所有连接实例收到 Redis 消息后推送给本机 WebSocket 客户端。四、完整代码实现可直接运行1. 主程序main.pyimport asyncio import json import aioredis from fastapi import FastAPI, WebSocket, WebSocketDisconnect from fastapi.responses import HTMLResponse from pydantic import BaseModel # 初始化 FastAPI app FastAPI(title分布式实时告警推送平台) # ———————————————————————— # 1. WebSocket 连接管理器 # ———————————————————————— class ConnectionManager: def __init__(self): self.active_connections: list[WebSocket] [] async def connect(self, websocket: WebSocket): await websocket.accept() self.active_connections.append(websocket) def disconnect(self, websocket: WebSocket): self.active_connections.remove(websocket) async def broadcast(self, message: str): # 异步广播给所有前端 for conn in self.active_connections: try: await conn.send_text(message) except: self.disconnect(conn) manager ConnectionManager() # ———————————————————————— # 2. Redis 发布订阅 # ———————————————————————— REDIS_URL redis://localhost:6379/0 redis aioredis.from_url(REDIS_URL, decode_responsesTrue) CHANNEL alarm_channel # 后台任务持续订阅 Redis async def redis_subscriber(): pub redis.pubsub() await pub.subscribe(CHANNEL) while True: msg await pub.get_message(ignore_subscribe_messagesTrue) if msg: data msg[data] print(收到Redis广播消息:, data) # 推送给当前实例所有 WebSocket 连接 await manager.broadcast(data) await asyncio.sleep(0.01) # 启动时运行订阅任务 app.on_event(startup) async def start_redis_listener(): asyncio.create_task(redis_subscriber()) # ———————————————————————— # 3. 告警消息结构体 # ———————————————————————— class AlarmMsg(BaseModel): level: str # info/warn/error title: str content: str server: str timestamp: int # ———————————————————————— # 4. 发送告警接口给监控系统/业务调用 # ———————————————————————— app.post(/api/send-alarm) async def send_alarm(alarm: AlarmMsg): msg_json json.dumps(alarm.dict(), ensure_asciiFalse) # 发布到 Redis所有后端实例都能收到 await redis.publish(CHANNEL, msg_json) return {code: 0, msg: 告警已推送} # ———————————————————————— # 5. WebSocket 接入点 # ———————————————————————— app.websocket(/ws/alarm) async def websocket_alarm(websocket: WebSocket): await manager.connect(websocket) try: while True: # 保持连接存活 await websocket.receive_text() except WebSocketDisconnect: manager.disconnect(websocket) # ———————————————————————— # 6. 前端测试页面 # ———————————————————————— html !DOCTYPE html html head meta charsetutf-8 title实时告警大屏/title /head body h2分布式告警实时接收/h2 div idmsg-box styleheight:400px;overflow-y:auto;border:1px solid #ccc;padding:10px;/div script const ws new WebSocket(ws:// location.host /ws/alarm); ws.onmessage function(evt) { const data JSON.parse(evt.data); const color data.level error ? red : data.level warn ? orange : green; const html div stylecolor:${color};margin:5px 0;[${data.level}] ${data.title} — ${data.content}/div; document.getElementById(msg-box).innerHTML html; }; /script /body /html app.get(/) async def get(): return HTMLResponse(html)五、启动与测试uvicorn main:app --host 0.0.0.0 --port 8000访问前端大屏http://127.0.0.1:8000接口文档http://127.0.0.1:8000/docs调用/api/send-alarm发送告警所有打开页面的浏览器都会实时收到消息。六、分布式部署能力核心亮点你可以启动多个端口不同的实例8000、8001、8002它们共用同一个 Redis任意实例收到告警 → 发到 Redis所有实例订阅 → 推送给各自连接的前端负载均衡 高可用直接实现这就是分布式实时推送。七、平台可扩展功能生产可用用户 / 设备身份验证WebSocket 连接时校验 token按分组推送只推给对应业务组、对应设备消息持久化告警存入 MySQL/ES支持历史查询心跳与断线重连前端自动重连保证稳定性告警降噪、合并、升级规则避免风暴刷屏对接语音播报、短信、邮件、企业微信。八、适用场景这套架构非常适合服务器监控告警平台物联网设备状态实时推送运维大屏、实时指挥中心业务异常实时提醒多服务、多机器、跨区域推送轻量、高性能、易扩展、Python 栈最快落地方案。九、总结FastAPI 提供高性能接口WebSocket 实现浏览器实时推送Redis 发布订阅打通分布式服务。三者结合几十行代码就能搭建企业级实时告警平台。相比重型消息队列、复杂推送框架这套方案开发成本极低、运行稳定、可直接上生产。如果你正在做监控系统、运维平台、物联网后台建议直接把这套代码拿去改造很快就能实现专业级告警推送。Mg.cbmmx.cN/Article/details/621843.shtmlMg.cbmmx.cN/Article/details/266590.shtmlMg.cbmmx.cN/Article/details/361304.shtmlMg.cbmmx.cN/Article/details/011841.shtmlMg.cbmmx.cN/Article/details/456957.shtmlMg.cbmmx.cN/Article/details/324418.shtmlMg.cbmmx.cN/Article/details/377598.shtmlMg.cbmmx.cN/Article/details/977243.shtmlMg.cbmmx.cN/Article/details/223336.shtmlMg.cbmmx.cN/Article/details/830623.shtmlMg.cbmmx.cN/Article/details/506408.shtmlMg.cbmmx.cN/Article/details/146922.shtmlMg.cbmmx.cN/Article/details/143252.shtmlMg.cbmmx.cN/Article/details/818740.shtmlMg.cbmmx.cN/Article/details/752174.shtmlMg.cbmmx.cN/Article/details/392452.shtmlMg.cbmmx.cN/Article/details/448636.shtmlMg.cbmmx.cN/Article/details/724666.shtmlMg.cbmmx.cN/Article/details/114226.shtmlMg.cbmmx.cN/Article/details/185027.shtmlMg.cbmmx.cN/Article/details/345538.shtmlMg.cbmmx.cN/Article/details/955409.shtmlMg.cbmmx.cN/Article/details/771173.shtmlMg.cbmmx.cN/Article/details/040324.shtmlMg.cbmmx.cN/Article/details/639203.shtmlMg.cbmmx.cN/Article/details/909615.shtmlMg.cbmmx.cN/Article/details/038825.shtmlMg.cbmmx.cN/Article/details/560548.shtmlMg.cbmmx.cN/Article/details/482497.shtmlMg.cbmmx.cN/Article/details/430159.shtmlMg.cbmmx.cN/Article/details/253977.shtmlMg.cbmmx.cN/Article/details/237042.shtmlMg.cbmmx.cN/Article/details/487806.shtmlMg.cbmmx.cN/Article/details/779661.shtmlMg.cbmmx.cN/Article/details/595098.shtmlMg.cbmmx.cN/Article/details/113191.shtmlMg.cbmmx.cN/Article/details/200170.shtmlMg.cbmmx.cN/Article/details/995680.shtmlMg.cbmmx.cN/Article/details/829644.shtmlMg.cbmmx.cN/Article/details/531419.shtmlMg.cbmmx.cN/Article/details/306601.shtmlMg.cbmmx.cN/Article/details/909716.shtmlMg.cbmmx.cN/Article/details/227296.shtmlMg.cbmmx.cN/Article/details/800586.shtmlMg.cbmmx.cN/Article/details/357607.shtmlMg.cbmmx.cN/Article/details/043102.shtmlMg.cbmmx.cN/Article/details/322118.shtmlMg.cbmmx.cN/Article/details/790919.shtmlMg.cbmmx.cN/Article/details/960908.shtmlMg.cbmmx.cN/Article/details/146397.shtmlMg.cbmmx.cN/Article/details/453846.shtmlMg.cbmmx.cN/Article/details/543503.shtmlMg.cbmmx.cN/Article/details/907517.shtmlMg.cbmmx.cN/Article/details/418513.shtmlMg.cbmmx.cN/Article/details/262439.shtmlMg.cbmmx.cN/Article/details/944796.shtmlMg.cbmmx.cN/Article/details/124656.shtmlMg.cbmmx.cN/Article/details/855821.shtmlMg.cbmmx.cN/Article/details/976997.shtmlMg.cbmmx.cN/Article/details/441341.shtmlMg.cbmmx.cN/Article/details/101864.shtmlMg.cbmmx.cN/Article/details/288830.shtmlMg.cbmmx.cN/Article/details/556397.shtmlMg.cbmmx.cN/Article/details/062945.shtmlMg.cbmmx.cN/Article/details/499274.shtmlMg.cbmmx.cN/Article/details/451332.shtmlMg.cbmmx.cN/Article/details/142554.shtmlMg.cbmmx.cN/Article/details/611614.shtmlMg.cbmmx.cN/Article/details/038135.shtmlMg.cbmmx.cN/Article/details/102041.shtmlMg.cbmmx.cN/Article/details/488885.shtmlMg.cbmmx.cN/Article/details/429159.shtmlMg.cbmmx.cN/Article/details/285202.shtmlMg.cbmmx.cN/Article/details/651556.shtmlMg.cbmmx.cN/Article/details/297522.shtmlMg.cbmmx.cN/Article/details/688206.shtmlMg.cbmmx.cN/Article/details/661980.shtmlMg.cbmmx.cN/Article/details/008442.shtmlMg.cbmmx.cN/Article/details/586404.shtmlMg.cbmmx.cN/Article/details/219418.shtmlMg.cbmmx.cN/Article/details/242006.shtmlMg.cbmmx.cN/Article/details/620394.shtmlMg.cbmmx.cN/Article/details/207061.shtmlMg.cbmmx.cN/Article/details/183667.shtmlMg.cbmmx.cN/Article/details/988405.shtmlMg.cbmmx.cN/Article/details/960603.shtmlMg.cbmmx.cN/Article/details/745017.shtmlMg.cbmmx.cN/Article/details/797611.shtmlMg.cbmmx.cN/Article/details/978502.shtmlMg.cbmmx.cN/Article/details/664184.shtmlMg.cbmmx.cN/Article/details/147760.shtmlMg.cbmmx.cN/Article/details/819918.shtmlMg.cbmmx.cN/Article/details/511929.shtmlMg.cbmmx.cN/Article/details/134564.shtmlMg.cbmmx.cN/Article/details/005241.shtmlMg.cbmmx.cN/Article/details/662392.shtmlMg.cbmmx.cN/Article/details/252208.shtmlMg.cbmmx.cN/Article/details/837699.shtmlMg.cbmmx.cN/Article/details/720879.shtmlMg.cbmmx.cN/Article/details/935228.shtmlMg.cbmmx.cN/Article/details/182327.shtmlMg.cbmmx.cN/Article/details/750233.shtmlMg.cbmmx.cN/Article/details/603033.shtmlMg.cbmmx.cN/Article/details/511625.shtmlMg.cbmmx.cN/Article/details/108661.shtmlMg.cbmmx.cN/Article/details/709683.shtmlMg.cbmmx.cN/Article/details/684942.shtmlMg.cbmmx.cN/Article/details/950963.shtmlMg.cbmmx.cN/Article/details/674628.shtmlMg.cbmmx.cN/Article/details/585489.shtmlMg.cbmmx.cN/Article/details/300809.shtmlMg.cbmmx.cN/Article/details/429461.shtmlMg.cbmmx.cN/Article/details/321051.shtmlMg.cbmmx.cN/Article/details/326150.shtmlMg.cbmmx.cN/Article/details/785214.shtmlMg.cbmmx.cN/Article/details/531024.shtmlMg.cbmmx.cN/Article/details/173816.shtmlMg.cbmmx.cN/Article/details/001326.shtmlMg.cbmmx.cN/Article/details/037599.shtmlMg.cbmmx.cN/Article/details/107892.shtmlMg.cbmmx.cN/Article/details/723901.shtmlMg.cbmmx.cN/Article/details/614464.shtm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