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Redis 集群监控实战:Python + 钉钉机器人实现慢查询 / 大 Key / 全表扫描周度自动报警

  • 2026-06-29 16:56:23
Redis 集群监控实战:Python + 钉钉机器人实现慢查询 / 大 Key / 全表扫描周度自动报警

各位道友,在维护 Redis 集群时,慢查询、大 Key、keys * 全表扫描都是高危隐患!全表扫描会直接阻塞 Redis,大 Key 会导致内存倾斜、网络 IO 飙升,慢查询则会拖慢业务响应,这些问题不及时发现,极易引发线上故障。

今天给大家分享一套实用的自动化监控方案:用 Python 脚本采集 Redis 集群的慢查询、大 Key、全表扫描行为,对接钉钉机器人,每周凌晨自动扫描,发现问题直接触发钉钉报警,第一时间通知开发优化代码,从根源避免 Redis 阻塞影响业务!

一、监控核心痛点

  1. 1.keys * 全表扫描
    Redis 单线程执行,全量遍历键会阻塞所有业务请求,是线上「头号杀手」
  2. 2.慢查询
    执行超时的命令,会堆积请求,导致业务接口响应变慢
  3. 3.大 Key
    占用超大内存的键(如大 Hash、大 List),删除 / 查询耗时极高,还会引发主从同步延迟
  4. 4.人工巡检效率低
    日常手动排查耗时耗力,无法及时发现隐性问题

二、方案优势

  1. 1.自动化运行
    配置定时任务,每周凌晨自动执行,无需人工干预
  2. 2.精准告警
    只上报问题数据,无问题则静默,不产生无效告警
  3. 3.钉钉直达
    问题详情直接推送到钉钉群,开发实时可见,快速定位
  4. 4.轻量无侵入
    无需修改 Redis 配置,不影响业务运行,脚本直接部署即可

三、核心实现代码(Python + 钉钉机器人)

1.依赖安装
pip3 install redispip3 install redis-py-cluster
2.完整监控脚本
#!/usr/bin/env python3# -*- coding: utf-8 -*-"""Redis Cluster 周报扫描脚本(最终修复:遍历所有节点慢查询)- 大 Key: MEMORY USAGE + 服务名前缀截取 + 每个服务最高一条 + TOP 20- 慢查询: 遍历所有节点(不区分 master/slave) + 最近一个月 >10ms + TOP 20- 前台静默,日志完整记录"""import timeimport datetimeimport requestsimport sysfrom collections import defaultdictfrom rediscluster import RedisClusterimport redis  # 用于逐节点连接# ==================== 配置 ====================REDIS_PASSWORD = "xxxxxxxxxx"STARTUP_NODES = [    {"host""192.168.6.40""port"7000},    {"host""192.168.6.41""port"7001},    {"host""192.168.6.42""port"7002},]BIGKEY_THRESHOLD_BYTES = 10 * 1024       # > 10KB (内存占用)SLOW_QUERY_THRESHOLD_US = 10000          # > 10msSLOWLOG_LIMIT = 1000                     # 每节点最多取 1000 条SLOWLOG_RECENT_SECONDS = 30 * 24 * 3600  # 最近一个月#这里需要接入钉钉的机器人 DINGTALK_WEBHOOK = "https://oapi.dingtalk.com/robot/send?access_token=1e4f060ca8f3fdc5466324b460c1d749a95c2255b53836c2c6278b6e16473df8"SCAN_COUNT = 1000SCAN_SLEEP = 0.005DANGEROUS_CMDS = ["KEYS""HGETALL""SMEMBERS""LRANGE""FLUSHDB""FLUSHALL"]LOG_FILE = "redis_weekly_report.log"KEY_DISPLAY_MAX_LEN = 50  # Key 显示最大长度# ==================== 日志重定向 ====================class SilentLogger:    def __init__(self, filename):        self.log = open(filename, "a", encoding="utf-8")    def write(self, message):        self.log.write(message)        self.log.flush()    def flush(self):        self.log.flush()sys.stdout = SilentLogger(LOG_FILE)sys.stderr = SilentLogger(LOG_FILE)# ==================== 钉钉发送 ====================def send_dingtalk_markdown(title, text):    payload = {        "msgtype""markdown",        "markdown": {"title": title, "text": text},        "at": {"isAtAll"False}    }    try:        r = requests.post(DINGTALK_WEBHOOK, json=payload, timeout=10)        result = r.json()        if result.get("errcode") == 0:            print("钉钉周报发送成功")        else:            print("钉钉发送失败:", result)    except Exception as e:        print("钉钉异常:"str(e))# ==================== 危险命令高亮 ====================def highlight_command(cmd_list):    parts = []    for x in cmd_list:        if isinstance(x, bytes):            parts.append(x.decode("utf-8", errors="ignore"))        else:            parts.append(str(x))    cmd = " ".join(parts).upper()    if any(cmd.startswith(d) for d in DANGEROUS_CMDS):        return f"⚠️ {cmd}"    return cmd# ==================== 提取服务名前缀 ====================def get_service_prefix(key):    parts = key.split(":"2)    if len(parts) >= 2:        return ":".join(parts[:2])    return key# ==================== 大key扫描(统一 MEMORY USAGE) ====================def scan_bigkeys(rc):    bigkeys = []    scanned = 0    print(f"开始全集群 BigKey 扫描 {datetime.datetime.now().strftime('%Y-%m-%d %H:%M:%S')}")    try:        for key in rc.scan_iter(count=SCAN_COUNT):            scanned += 1            try:                key_str = key.decode("utf-8", errors="ignore"if isinstance(key, byteselse str(key)                typ = rc.type(key)                typ = typ.decode("utf-8"if isinstance(typ, byteselse typ                size_bytes = rc.memory_usage(key)                if size_bytes is None or size_bytes < BIGKEY_THRESHOLD_BYTES:                    continue                size_kb = round(size_bytes / 10242)                service_prefix = get_service_prefix(key_str)                bigkeys.append({                    "service": service_prefix,                    "key": key_str,                    "type": typ.upper(),                    "size": size_kb,                    "unit""KB"                })                print(f"发现大 {typ.upper()}{key_str} ({size_kb} KB)")            except Exception as e:                print(f"处理 key 异常: {e}")                continue            time.sleep(SCAN_SLEEP)    except Exception as e:        print(f"scan_iter 失败: {str(e)}")    print(f"扫描完成,总计 {scanned} 个 key,发现 {len(bigkeys)} 个大 Key")    # 按服务分组,取每个服务最高的那条    service_max = defaultdict(lambdaNone)    for bk in bigkeys:        service = bk["service"]        if service_max[service] is None or bk["size"] > service_max[service]["size"]:            service_max[service] = bk    grouped_bigkeys = list(service_max.values())    grouped_bigkeys.sort(key=lambda x: x["size"], reverse=True)    return grouped_bigkeys# ==================== 慢查询(遍历所有节点独立连接) ====================def get_cluster_slowlogs(rc):    all_slow = []    month_ago = int(time.time()) - SLOWLOG_RECENT_SECONDS    print("开始获取最近一个月慢查询...")    # 遍历所有节点(不区分 master/slave)    nodes = list(rc.connection_pool.nodes.all_nodes())    print(f"发现 {len(nodes)} 个节点")    for node in nodes:        host = node["host"]        port = node["port"]        node_id = f"{host}:{port}"        try:            r = redis.Redis(                host=host,                port=port,                password=REDIS_PASSWORD,                decode_responses=True,                socket_timeout=5            )            logs = r.slowlog_get(SLOWLOG_LIMIT)            print(f"节点 {node_id} slowlog 条数: {len(logs)}")            for log in logs:                start_time = log.get("start_time"0)                duration = log.get("duration"0)                command = log.get("command", [])                if start_time < month_ago or duration < SLOW_QUERY_THRESHOLD_US:                    continue                cmd = highlight_command(command)                all_slow.append({                    "time": datetime.datetime.fromtimestamp(start_time).strftime("%Y-%m-%d %H:%M:%S"),                    "duration_ms"round(duration / 10002),                    "command": cmd,                    "node": node_id                })        except Exception as e:            print(f"节点 {node_id} 获取慢查询失败: {e}")        finally:            if 'r' in locals():                r.close()    all_slow.sort(key=lambda x: x["duration_ms"], reverse=True)    print(f"最近一个月慢查询总数: {len(all_slow)}(取 TOP20)")    return all_slow[:20]# ==================== Markdown 生成 ====================def generate_report_md(now_str, total_mem_mb, bigkeys, slowlogs, node_count):    md = f"### 📊 Redis Cluster 周报 · {now_str.split()[0]}\n\n"    md += f"**执行时间**:{now_str}  \n"    md += f"**节点数**:{node_count} 个  \n"    md += f"**总内存使用**:{total_mem_mb:.1f} MB  \n\n"    md += "#### 🔴 大 Key 统计(TOP 20)\n"    if not bigkeys:        md += "✅ 未发现超阈值大 Key\n\n"    else:        md += f"⚠️ 共发现 **{len(bigkeys)}** 个服务的大 Key(展示前 20 条)\n\n"        md += "| 类型 | 服务名 | Key (截断) | 大小(KB) |\n"        md += "|------|--------|------------|----------|\n"        for bk in bigkeys[:20]:            key_display = bk['key'][:50] + "..." if len(bk['key']) > 50 else bk['key']            md += f"| {bk['type']} | `{bk['service']}` | `{key_display}` | **{bk['size']}** |\n"        if len(bigkeys) > 20:            md += f"\n... 还有 {len(bigkeys)-20} 个服务的大 Key 未显示\n"    md += "\n#### 🐢 最近一个月慢查询 TOP20 (>10ms)\n"    if not slowlogs:        md += "✅ 未发现慢查询\n"    else:        md += f"⚠️ 共 **{len(slowlogs)}** 条超阈值慢查询\n\n"        md += "| 时间             | 耗时(ms) | 命令 (前60字符) | 节点 |\n"        md += "|------------------|----------|-------------------|------|\n"        for s in slowlogs:            cmd_short = s['command'][:60] + '...' if len(s['command']) > 60 else s['command']            md += f"| {s['time']} | **{s['duration_ms']}** | {cmd_short} | {s['node']} |\n"    md += "\n---\n报告由自动化脚本生成,如需调整阈值请联系管理员。"    return md# ==================== 主流程 ====================def main():    now_str = datetime.datetime.now().strftime("%Y-%m-%d %H:%M:%S")    print(f"开始生成 Redis 集群周报 {now_str}")    rc = RedisCluster(        startup_nodes=STARTUP_NODES,        password=REDIS_PASSWORD,        decode_responses=False,        skip_full_coverage_check=True    )    node_count = len(list(rc.connection_pool.nodes.all_nodes()))    total_mem = 0    try:        infos = rc.info("memory")        for info in infos.values():            if isinstance(info, dict):                total_mem += info.get("used_memory"0)    except Exception as e:        print("内存统计失败:", e)    total_mem_mb = total_mem / (1024 * 1024)    all_bigkeys = scan_bigkeys(rc)    all_slowlogs = get_cluster_slowlogs(rc)    report_md = generate_report_md(now_str, total_mem_mb, all_bigkeys, all_slowlogs, node_count)    print(f"\n{'='*60}")    print(f"Redis Cluster 周报 - {now_str}")    print(f"节点数: {node_count}")    print(f"总内存: {total_mem_mb:.1f} MB")    print(f"大Key 服务数量: {len(all_bigkeys)}")    print(f"慢查询 TOP20: {len(all_slowlogs)}")    print(f"{'='*60}\n")    send_dingtalk_markdown(        title=f"Redis Cluster 周报 {now_str.split()[0]}",        text=report_md    )if __name__ == "__main__":    main()
三、定时任务配
[root@one-tech-prod-redis-node-06-40 pyreport]# crontab -l0 1 * * 1 /usr/bin/python3 /data/pyreport/check_redis_alert.py
四、钉钉告警效果示例
五、关键优化说明
  1. 非阻塞扫描
    使用scan代替keys *扫描大 Key,避免二次阻塞 Redis
  2. 消息精简
    慢查询、大 Key 只展示前 5 条,防止钉钉消息过长
  3. 优先级区分
    keys *全表扫描标为高危红色,优先处理
  4. 日志留存
    定时任务配置日志输出,方便排查脚本执行问题

六、总结

这套 Redis 自动化监控方案,完美解决了集群慢查询、大 Key、全表扫描的巡检痛点,每周自动执行 + 钉钉实时告警,让运维和开发提前发现隐患,避免 Redis 阻塞引发的线上故障,低成本、高实用,大家可以直接部署到自己的集群中使用!

感谢各位道友读到这里,麻烦点个赞+关注哦~余生漫漫,感谢相伴

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  1. CONNECT:[ UseTime:0.000668s ] mysql:host=127.0.0.1;port=3306;dbname=f_mffb;charset=utf8mb4
  2. SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.000740s ]
  3. SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.000332s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.000278s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.000512s ]
  6. SELECT * FROM `set` [ RunTime:0.000227s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.000595s ]
  8. SELECT * FROM `article` WHERE `id` = 492261 LIMIT 1 [ RunTime:0.004597s ]
  9. UPDATE `article` SET `lasttime` = 1783067989 WHERE `id` = 492261 [ RunTime:0.008532s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 66 LIMIT 1 [ RunTime:0.000395s ]
  11. SELECT * FROM `article` WHERE `id` < 492261 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.000556s ]
  12. SELECT * FROM `article` WHERE `id` > 492261 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.000390s ]
  13. SELECT * FROM `article` WHERE `id` < 492261 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.000870s ]
  14. SELECT * FROM `article` WHERE `id` < 492261 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.015107s ]
  15. SELECT * FROM `article` WHERE `id` < 492261 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.008262s ]
0.113399s