📋 目录统计概览Top10 明细(按单条耗时)高频慢查询模式(指纹聚合,取样 19,773 条触发深度分析的模式(条数>100 或 累计>30逐条优化建议汇总

MySQL 慢查询日报(线上 prod8891)2026-09-20

统计概览

项目值
统计范围2026-09-20 00:00:00 ~ 23:59:59(Asia/Shanghai)
环境prod-8891
慢日志条数(ES mysql-slow_*)19,773 条(指纹聚合取样 19,773 条)
Top10 单条最慢284.36 s(user=t8891,YCJF_t8891_25_3307)
非备份模式最大累计6.04h(4181 次 × 5.20 s)
备份模式(user 含 backup/databasus_backup)1 条、累计 1.5s(单独标注,不触发深析)
深析模式 explain 成功率8/8(100%)
数据来源ES mysql-slow_*(@timestamp)+ MCP 只读 MySQL(describe_schema/explain)
生成时间2026-09-21 09:31(Asia/Shanghai)

Top10 明细(按单条耗时)

#耗时(s)库.表行数 sent/examineduser / server慢因分类
1284.36t8891.t_carinfo_coupon_activity2,041 / 642,666t8891 / YCJF_t8891_25_3307扫描行数远大于返回行数(642,666/2,041)
2280.51t8891.t_carinfo_coupon_activity2,044 / 642,672t8891 / YCJF_t8891_26扫描行数远大于返回行数(642,672/2,044)
3280.46t8891.t_carinfo_coupon_activity2,044 / 642,672t8891 / YCJF_t8891_25扫描行数远大于返回行数(642,672/2,044)
4280.46t8891.t_carinfo_coupon_activity2,044 / 642,672t8891 / YCJF_t8891_25_3307扫描行数远大于返回行数(642,672/2,044)
5274.80t8891.t_carinfo_coupon_activity2,044 / 642,678t8891 / YCJF_t8891_25_3307扫描行数远大于返回行数(642,678/2,044)
6274.37t8891.t_carinfo_coupon_activity2,044 / 643,001t8891 / YCJF_t8891_26扫描行数远大于返回行数(643,001/2,044)
7273.57t8891.t_carinfo_coupon_activity2,044 / 642,672t8891 / YCJF_t8891_25扫描行数远大于返回行数(642,672/2,044)
8273.56t8891.t_carinfo_coupon_activity2,044 / 643,001t8891 / YCJF_t8891_25_3307扫描行数远大于返回行数(643,001/2,044)
9273.55t8891.t_carinfo_coupon_activity2,044 / 642,678t8891 / YCJF_t8891_26扫描行数远大于返回行数(642,678/2,044)
10273.16t8891.t_carinfo_coupon_activity2,044 / 642,672t8891 / YCJF_t8891_26扫描行数远大于返回行数(642,672/2,044)

高频慢查询模式(指纹聚合,取样 19,773 条)

按条数 Top5

#模式(指纹摘要)条数平均(s)累计serveruser
1select * from t_member_devices where (m_id = ? and hash = ?) limit ?;4,1815.206.04hYCJF_t8891_24,YCJF_t8891_25,YCJF_t8891_2t8891
2select f_id, COUNT(*) count from t_carinfo_favorite where m_id IN (?...) and type = ? and exists (select * from t_carinfo_search_base_kind where t_carinfo_favorite.f_id = t_carinfo_search_base_kind.kind_id and sale_stop = ?) group by f_id order by count desc limit ?;3,3115.104.70hYCJF_t8891_24,YCJF_t8891_25,YCJF_t8891_2t8891
3select * from t_carinfo_inquiry_agent where contact_status = ? and expire_status = ?;1,4211.9445.8minYCJF_t8891_24,YCJF_t8891_25,YCJF_t8891_2t8891
4select * from t_carinfo_inquiry_agent where expire_status = ? and expire_time <= ?;1,4211.8443.5minYCJF_t8891_24t8891
5select max(record_time) as aggregate from t_carinfo_inquiry_call_log;1,4151.3431.7minYCJF_t8891_24t8891

按累计耗时 Top5

#模式条数平均(s)累计serveruser
1select * from t_member_devices where (m_id = ? and hash = ?) limit ?;4,1815.206.04hYCJF_t8891_24,YCJF_t8891_25,YCJF_t8891_2t8891
2select f_id, COUNT(*) count from t_carinfo_favorite where m_id IN (?...) and type = ? and exists (select * from t_carinfo_search_base_kind where t_carinfo_favorite.f_id = t_carinfo_search_base_kind.kind_id and sale_stop = ?) group by f_id order by count desc limit ?;3,3115.104.70hYCJF_t8891_24,YCJF_t8891_25,YCJF_t8891_2t8891
3
select t_carinfo_coupon_activity.* from t_carinfo_coupon_activity left join t_carinfo_coupon_activity_callback as b on t_carinfo_coupon_activity.id = b.activity …(点击展开完整 SQL)
select t_carinfo_coupon_activity.* from t_carinfo_coupon_activity left join t_carinfo_coupon_activity_callback as b on t_carinfo_coupon_activity.id = b.activity_item_id left join t_carinfo_agent_call_to_bidding as c on t_carinfo_coupon_activity.m_id = c.m_id and c.type = ? and phase = ? and c.created_at > ? where (t_carinfo_coupon_activity.type = ?) and b.payment_time is null and t_carinfo_coupon_activity.m_id > ? and c.id is null;
24265.491.77hYCJF_t8891_25,YCJF_t8891_25_3307,YCJF_t8t8891
4select * from t_carinfo_inquiry_agent where contact_status = ? and expire_status = ?;1,4211.9445.8minYCJF_t8891_24,YCJF_t8891_25,YCJF_t8891_2t8891
5select * from t_carinfo_inquiry_agent where expire_status = ? and expire_time <= ?;1,4211.8443.5minYCJF_t8891_24t8891
备份模式全天 1 条 / 1.5s,未触发深度分析(如条数环比异常翻倍再人工介入)。

触发深度分析的模式(条数>100 或 累计>30min,非备份,最多 8 个)

1. select * from t_member_devices where (m_id = ? and hash = ?) limit ?; —— 4,181 次 × 5.20s = 6.04h

select * from `t_member_devices` where (`m_id` = 342660 and `hash` = '57800a6c6a81b81af7b8992e3e69ee9e') limit 1;
select * from `t8891`.`t_member_devices` where (`m_id` = 342660 and `hash` = '57800a6c6a81b81af7b8992e3e69ee9e') limit 1;
#表访问类型使用索引候选索引预扫行数过滤后
1t_member_devicesreft_member_devices_m_id_indext_member_devices_m_id_index800,28810.0%

2. select f_id, COUNT(*) count from t_carinfo_favorite where m_id IN (?...) and type = ? and exists (select * from t_carinfo_search_base_kind where t_carinfo_favor —— 3,311 次 × 5.10s = 4.70h

select f_id, COUNT(*) count from `t_carinfo_favorite` where `m_id` in (0, 543815, 695686, 1446294) and `type` = 3 and exists (select * from `t_carinfo_search_base_kind` where `t_carinfo_favorite`.`f_id` = `t_carinfo_search_base_kind`.`kind_id` and `sale_stop` = 0) group by `f_id` order by `count` desc limit 6;
select f_id, COUNT(*) count from `t8891`.`t_carinfo_favorite` where `m_id` in (0, 543815, 695686, 1446294) and `type` = 3 and exists (select * from `t8891`.`t_carinfo_search_base_kind` where `t_carinfo_favorite`.`f_id` = `t_carinfo_search_base_kind`.`kind_id` and `sale_stop` = 0) group by `f_id` order by `count` desc limit 6;
#表访问类型使用索引候选索引预扫行数过滤后
1t_carinfo_favoritereftypem_id,f_id,type,m_id_type571,59650.12%

3. select t_carinfo_coupon_activity.* from t_carinfo_coupon_activity left join t_carinfo_coupon_activity_callback as b on t_carinfo_coupon_activity.id = b.activity —— 24 次 × 265.49s = 1.77h

select t_carinfo_coupon_activity.* from `t_carinfo_coupon_activity` left join `t_carinfo_coupon_activity_callback` as `b` on `t_carinfo_coupon_activity`.`id` = `b`.`activity_item_id` left join `t_carinfo_agent_call_to_bidding` as `c` on `t_carinfo_coupon_activity`.`m_id` = `c`.`m_id` and `c`.`type` = 'callback' and `phase` = 4 and `c`.`created_at` > 't_carinfo_coupon_activity.created_at' where (`t_carinfo_coupon_activity`.`type` = 4) and `b`.`payment_time` is null and `t_carinfo_coupon_activity`.`m_id` > 0 and `c`.`id` is null;
select t_carinfo_coupon_activity.* from `t8891`.`t_carinfo_coupon_activity` left join `t8891`.`t_carinfo_coupon_activity_callback` as `b` on `t_carinfo_coupon_activity`.`id` = `b`.`activity_item_id` left join `t8891`.`t_carinfo_agent_call_to_bidding` as `c` on `t_carinfo_coupon_activity`.`m_id` = `c`.`m_id` and `c`.`type` = 'callback' and `phase` = 4 and `c`.`created_at` > 't_carinfo_coupon_activity.created_at' where (`t_carinfo_coupon_activity`.`type` = 4) and `b`.`payment_time` is null and `t_carinfo_coupon_activity`.`m_id` > 0 and `c`.`id` is null;
#表访问类型使用索引候选索引预扫行数过滤后
1t_carinfo_coupon_activityrefidx_typeidx_m_id,idx_type3,63150.0%
2b❌ 全表扫描——1,21710.0%
3c❌ 全表扫描——474,23310.0%

4. select * from t_carinfo_inquiry_agent where contact_status = ? and expire_status = ?; —— 1,421 次 × 1.94s = 45.8min

select * from `t_carinfo_inquiry_agent` where `contact_status` = 0 and `expire_status` = 0;
select * from `t8891`.`t_carinfo_inquiry_agent` where `contact_status` = 0 and `expire_status` = 0;
#表访问类型使用索引候选索引预扫行数过滤后
1t_carinfo_inquiry_agent❌ 全表扫描——1,898,6471.0%
ALTER TABLE `t8891`.`t_carinfo_inquiry_agent` ADD INDEX `idx_contact_st_expire_sta` (`contact_status`, `expire_status`);

5. select * from t_carinfo_inquiry_agent where expire_status = ? and expire_time <= ?; —— 1,421 次 × 1.84s = 43.5min

select * from `t_carinfo_inquiry_agent` where `expire_status` = 0 and `expire_time` <= '2026-09-20 09:04:14';
select * from `t8891`.`t_carinfo_inquiry_agent` where `expire_status` = 0 and `expire_time` <= '2026-09-20 09:04:14';
#表访问类型使用索引候选索引预扫行数过滤后
1t_carinfo_inquiry_agent❌ 全表扫描——1,898,6473.33%
ALTER TABLE `t8891`.`t_carinfo_inquiry_agent` ADD INDEX `idx_expire_sta_expire_tim` (`expire_status`, `expire_time`);

6. select max(record_time) as aggregate from t_carinfo_inquiry_call_log; —— 1,415 次 × 1.34s = 31.7min

select max(`record_time`) as aggregate from `t_carinfo_inquiry_call_log`;
select max(`record_time`) as aggregate from `t8891`.`t_carinfo_inquiry_call_log`;
#表访问类型使用索引候选索引预扫行数过滤后
1t_carinfo_inquiry_call_log❌ 全表扫描——1,658,596100.0%

7. select count(*) as aggregate from v_items where item_class = ? and item_display_status = ? and new_kind_id = ?; —— 722 次 × 1.61s = 19.4min

select count(*) as aggregate from `v_items` where `item_class` = 1 and `item_display_status` = 1 and `new_kind_id` = 4761;
select count(*) as aggregate from `t8891`.`v_items` where `item_class` = 1 and `item_display_status` = 1 and `new_kind_id` = 4761;
#表访问类型使用索引候选索引预扫行数过滤后
1t_sele_item_infosrefnew_kind_idnew_kind_id,item_id48,654100.0%
2t_sele_item_datarefitem_iditem_id,item_class,idx_display_status_n_item_id15.0%
3t_sele_itemseq_refPRIMARYPRIMARY1100.0%
ALTER TABLE `t8891`.`v_items` ADD INDEX `idx_item_class_item_displ_new_kind_i` (`item_class`, `item_display_status`, `new_kind_id`);

8. select brand_id from t_carinfo_inquiry where is_del = ? group by brand_id; —— 1,067 次 × 1.08s = 19.2min

select `brand_id` from `t_carinfo_inquiry` where `is_del` = 0 group by `brand_id`;
select `brand_id` from `t8891`.`t_carinfo_inquiry` where `is_del` = 0 group by `brand_id`;
#表访问类型使用索引候选索引预扫行数过滤后
1t_carinfo_inquiry⚠️ 全索引扫描brand_idbrand_id705,74510.0%
ALTER TABLE `t8891`.`t_carinfo_inquiry` ADD INDEX `idx_is_del` (`is_del`);

逐条优化建议汇总

P 行 = 深析模式(指纹聚合,按全天累计耗时降序 P1 最大,是优化主战场);T 行 = 单条耗时 Top3 的一次性慢 SQL(多为 bi/导出查询,治理手段通常是限流/降频/移到从库,而非建索引)。
编号对象建议
P1t8891.t_member_devices(4,181×5.2s)补索引(按 WHERE 等值列在前、范围列收尾建复合索引); 用 EXPLAIN 验证 key 命中
P2t8891.t_carinfo_favorite(3,311×5.1s)补索引(按 WHERE 等值列在前、范围列收尾建复合索引); 用 EXPLAIN 验证 key 命中; 缩小聚合/去重范围(补时间等过滤条件), 或预聚合到中间表/定时任务; 把 ORDER BY 列纳入复合索引, 或减小排序前扫描范围
P3t8891.t_carinfo_coupon_activity(24×265.5s)补索引(按 WHERE 等值列在前、范围列收尾建复合索引); 用 EXPLAIN 验证 key 命中
P4t8891.t_carinfo_inquiry_agent(1,421×1.9s)补索引(按 WHERE 等值列在前、范围列收尾建复合索引); 用 EXPLAIN 验证 key 命中; DDL: ALTER TABLE t8891.t_carinfo_inquiry_agent ADD INDEX idx_contact_st_expire_sta (contact_status, expire_status);
P5t8891.t_carinfo_inquiry_agent(1,421×1.8s)补索引(按 WHERE 等值列在前、范围列收尾建复合索引); 用 EXPLAIN 验证 key 命中; DDL: ALTER TABLE t8891.t_carinfo_inquiry_agent ADD INDEX idx_expire_sta_expire_tim (expire_status, expire_time);
P6t8891.t_carinfo_inquiry_call_log(1,415×1.3s)补索引(按 WHERE 等值列在前、范围列收尾建复合索引); 用 EXPLAIN 验证 key 命中
P7t8891.v_items(722×1.6s)补索引(按 WHERE 等值列在前、范围列收尾建复合索引); 用 EXPLAIN 验证 key 命中; DDL: ALTER TABLE t8891.v_items ADD INDEX idx_item_class_item_displ_new_kind_i (item_class, item_display_status, new_kind_id);
P8t8891.t_carinfo_inquiry(1,067×1.1s)补索引(按 WHERE 等值列在前、范围列收尾建复合索引); 用 EXPLAIN 验证 key 命中; 扩复合索引: 把其余 WHERE 等值列追加到现有索引尾部, 避免 10 万+ 行回表; DDL: ALTER TABLE t8891.t_carinfo_inquiry ADD INDEX idx_is_del (is_del);
T1Top1(同 P3 对象) 单条最慢 4.7min,user=t8891 t8891.t_carinfo_coupon_activity补索引(按 WHERE 等值列在前、范围列收尾建复合索引); 用 EXPLAIN 验证 key 命中; bi/导出类: 限流降频、移从库/离线跑, 避免高峰占用主库
T2Top2(同 P3 对象) 单条最慢 4.7min,user=t8891 t8891.t_carinfo_coupon_activity补索引(按 WHERE 等值列在前、范围列收尾建复合索引); 用 EXPLAIN 验证 key 命中; bi/导出类: 限流降频、移从库/离线跑, 避免高峰占用主库
T3Top3(同 P3 对象) 单条最慢 4.7min,user=t8891 t8891.t_carinfo_coupon_activity补索引(按 WHERE 等值列在前、范围列收尾建复合索引); 用 EXPLAIN 验证 key 命中; bi/导出类: 限流降频、移从库/离线跑, 避免高峰占用主库

*采集脚本 .agents/scripts/mysql_slow_prod_report.py,中间数据 outputs/slow_report_prod8891_20260920.json;全程只读。*