📋 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 23,291 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 prod8591)2026-10-27

统计概览

项目值
统计范围2026-10-27 00:00:00 ~ 23:59:59(Asia/Shanghai)
环境prod-8591
慢日志条数(ES mysql-slow_*)78,941 条(指纹聚合取样 23,291 条,覆盖率 30%,超过 2 万条上限截断)
Top10 单条最慢16,402.19 s(user=bi,ZHDX_t8591_107)
非备份模式最大累计4.30h(4342 次 × 3.56 s)
备份模式(user 含 backup/databasus_backup)677 条、累计 13.32h(单独标注,不触发深析)
监控巡检类(jmysql/proxysql_monitor 或 information_schema)869 条、累计 27.6min(多为 # Schema: 空导致采集端 _grokparsefailure、无库名;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2026-10-28 09:51(Asia/Shanghai)

Top10 明细(按单条耗时)

#耗时(s)库.表行数 sent/examineduser / server慢因分类
116,402.19a8591.t8_mall_stat175,450,625 / 350,901,250bi / ZHDX_t8591_107EXPLAIN 全表扫描/未用索引、排序未走索引(filesort)
26,860.90a8591.t8_mall_stat175,253,185 / 350,506,370bi / ZHDX_t8591_107EXPLAIN 全表扫描/未用索引、排序未走索引(filesort)
35,961.59a8591.t8_ware_item_desc23,600,926 / 23,600,926databasus_backup / ZHDX_t8591_52EXPLAIN 全表扫描/未用索引
45,242.73a8591.t8_ware_order3,372,523 / 38,630,760bi / ZHDX_t8591_107扫描行数远大于返回行数(38,630,760/3,372,523)、索引范围扫描量过大(t8_ware_order: key=order_createtime, rows=6,419,880)
54,516.76a8591.t8_account_sale_focus163,612 / 346,981bi / ZHDX_t8591_107EXPLAIN 全表扫描/未用索引、排序未走索引(filesort)
64,495.98a8591.ware_item_history1,270,931 / 11,568,529bi / ZHDX_t8591_107EXPLAIN 全表扫描/未用索引
74,282.27a8591.ware_item_history107 / 32,017,828bi / ZHDX_t8591_107扫描行数远大于返回行数(32,017,828/107)、EXPLAIN 全表扫描/未用索引
84,278.51a8591.t8_mall_stat175,414,669 / 350,829,338bi / ZHDX_t8591_107EXPLAIN 全表扫描/未用索引、排序未走索引(filesort)
93,807.90a8591.t8_account_sale_focus163,612 / 346,981bi / ZHDX_t8591_107EXPLAIN 全表扫描/未用索引、排序未走索引(filesort)
103,666.61a8591.t8_ware_order_item20,777,392 / 20,777,392bi / ZHDX_t8591_107全索引扫描(t8_ware_order_item: key=user_id, rows=22,988,775,缺更优过滤索引)

高频慢查询模式(指纹聚合,取样 23,291 条)

按条数 Top5

#模式(指纹摘要)条数平均(s)累计serveruser
1SELECT c.* FROM t8_user_id_card_number_list AS c WHERE c.img_type = ? AND c.status = ? AND c.image != ? AND (c.ocr_result = ? or c.ocr_result is null) ORDER BY c.id ASC,c.id LIMIT ?;4,3423.564.30hZHDX_t8591_143,ZHDX_t8591_16,ZHDX_t8591_a8591
2
select t1_design_img.id, t1_design_img.views, t1_design_img.collection, t1_design_img.favor_count, t1_design_img.comment_count, t1_design_img.pin_share_count + …(点击展开完整 SQL)
select t1_design_img.id, t1_design_img.views, t1_design_img.collection, t1_design_img.favor_count, t1_design_img.comment_count, t1_design_img.pin_share_count + t1_design_img.fb_share_count + t1_design_img.line_share_count as share_count, t1_design_img.downs + t1_design_img.save_count + t1_design_img.screenshot_count as download_count from t1_design_img inner join t1_design_work on t1_design_img.w_id = t1_design_work.id where t1_design_work.check_status = ? and t1_design_work.is_show = ? and t1_design_work.is_hide = ? and t1_design_work.publish_time <= ? and t1_design_img.id > ? order by t1_design_img.id asc limit ?;
2,7021.381.04hZHDX_t8591_73a591
3SELECT * FROM t8_files WHERE (path_s3 = ? OR path_s3 IS NULL) ORDER BY id ASC LIMIT ?;2,4991.1447.4minZHDX_t8591_15,ZHDX_t8591_19a8591
4SELECT id FROM ware_item WHERE id > ? AND status > ? AND (actionTime BETWEEN ? AND ? ) ORDER BY id ASC LIMIT ?;9001.7125.6minZHDX_t8591_61a8591
5
SELECT g.id AS game_id, g.name, pg.id AS platform_game_id, pg.platform_app_id FROM t8_platform_games pg INNER JOIN t8_games g ON g.id = pg.game_id WHERE pg.plat …(点击展开完整 SQL)
SELECT g.id AS game_id, g.name, pg.id AS platform_game_id, pg.platform_app_id FROM t8_platform_games pg INNER JOIN t8_games g ON g.id = pg.game_id WHERE pg.platform_id = ? AND pg.enable = ? AND pg.id > ? AND pg.platform_app_id IS NOT NULL AND pg.platform_app_id <> ? AND g.type = ? AND g.enable = ? AND NOT EXISTS ( SELECT ? FROM t8_platform_game_media pgm WHERE pgm.platform_game_id = pg.id AND pgm.scene_type = ? LIMIT ? ) ORDER BY pg.id ASC LIMIT ?;
8122.7336.9minZHDX_t8591_136a8591

按累计耗时 Top5

#模式条数平均(s)累计serveruser
1SELECT c.* FROM t8_user_id_card_number_list AS c WHERE c.img_type = ? AND c.status = ? AND c.image != ? AND (c.ocr_result = ? or c.ocr_result is null) ORDER BY c.id ASC,c.id LIMIT ?;4,3423.564.30hZHDX_t8591_143,ZHDX_t8591_16,ZHDX_t8591_a8591
2SELECT * FROM t8_mall_stat ORDER BY created_at DESC;25071.512.82hZHDX_t8591_107bi
3select wallet, sum(if(type = ?, amount, ?)) - sum(if(type = ?, amount, ?)) as balance from a8591.t8_money_trade_log where account = ? and created_at <= ? group by wallet;13860.082.30hZHDX_t8591_61a8591
4SELECT /*!? SQL_NO_CACHE */ * FROM a8591.t8_ware_item_desc; 🗄备份15961.591.66hZHDX_t8591_52databasus_backup
5
SELECT a.user_id AS buyerId, IFNULL(c.sellUser,IFNULL(d.sellUser,NULL)) AS sellerId, a.order_number AS orderNo, IFNULL(c.id,IFNULL(d.id,NULL)) AS txNo, a.order_ …(点击展开完整 SQL)
SELECT a.user_id AS buyerId, IFNULL(c.sellUser,IFNULL(d.sellUser,NULL)) AS sellerId, a.order_number AS orderNo, IFNULL(c.id,IFNULL(d.id,NULL)) AS txNo, a.order_status AS orderStatus, IFNULL(c.status,IFNULL(d.status,NULL)) AS txStatus, IFNULL(e.type,IFNULL(f.type,NULL)) AS gameType, CONVERT(CAST(IFNULL(e.name,IFNULL(f.name,NULL)) AS BINARY) USING utf8) AS gameName, CONVERT(CAST(IFNULL(g.type_name,IFNULL(h.type_name,NULL)) AS BINARY) USING utf8) AS goodsType, CONVERT(CAST(IFNULL(c.title,IFNULL(d.title,NULL)) AS BINARY) USING utf8) AS goodsTitle, a.pay_by AS payMethod, a.user_agent AS orderClient, IFNULL(c.price,IFNULL(d.price,NULL)) AS price, a.voucher_money AS couponAmount, i.active_id AS activityName, i.coupon_id AS couponId, IF(IFNULL(j.set_type,IFNULL(k.set_type,NULL)) = ?,?,?) AS IF_special, IF(a.order_createtime NOT LIKE ?, a.order_createtime, NULL) AS createTime, IF(a.order_paytime NOT LIKE ?, a.order_paytime, NULL) AS payTime, FROM_UNIXTIME( IFNULL(IF(c.actionTime=?,NULL,c.actionTime),IFNULL(IF(d.actionTime=?,NULL,d.actionTime),NULL)), ? ) AS actionTime, IF(a.order_canceltime NOT LIKE ?, a.order_canceltime, NULL) AS cancelTime FROM t8_ware_order a LEFT JOIN t8_ware_order_item b ON a.id = b.order_id LEFT JOIN ware_item c ON b.ware_id = c.id LEFT JOIN ware_item_history d ON b.ware_id = d.id LEFT JOIN gameList e ON c.gameName = e.id LEFT JOIN gameList f ON d.gameName = f.id LEFT JOIN t8_ware_type g ON c.wareType = g.id LEFT JOIN t8_ware_type h ON d.wareType = h.id LEFT JOIN t8_user_voucher i ON a.voucher_id = i.id LEFT JOIN ( SELECT * FROM ware_set WHERE set_type = ? ) j ON c.id = j.ware_id LEFT JOIN ( SELECT * FROM ware_set WHERE set_type = ? ) k ON d.id = k.ware_id WHERE a.order_createtime >= ? AND a.order_createtime < ? ORDER BY a.order_createtime DESC;
15242.731.46hZHDX_t8591_107bi
备份模式全天 677 条 / 13.32h,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 c.* FROM t8_user_id_card_number_list AS c WHERE c.img_type = ? AND c.status = ? AND c.image != ? AND (c.ocr_result = ? or c.ocr_result is null) ORDER BY —— 4,342 次 × 3.56s = 4.30h

SELECT c.* FROM t8_user_id_card_number_list AS c WHERE c.img_type = 2 AND c.status = 2 AND c.image != '' AND (c.ocr_result = '' or c.ocr_result is null) ORDER BY c.id ASC,`c`.`id` LIMIT 1;
SELECT c.* FROM `a8591`.`t8_user_id_card_number_list` AS c WHERE c.img_type = 2 AND c.status = 2 AND c.image != '' AND (c.ocr_result = '' or c.ocr_result is null) ORDER BY c.id ASC,`c`.`id` LIMIT 1;
#表访问类型使用索引候选索引预扫行数过滤后
1c⚠️ 全索引扫描PRIMARY—15.0%
ALTER TABLE `a8591`.`t8_user_id_card_number_list` ADD INDEX `idx_img_type_status_ocr_result` (`img_type`, `status`, `ocr_result`);

2. SELECT * FROM t8_mall_stat ORDER BY created_at DESC; —— 2 次 × 5071.51s = 2.82h

SELECT *
FROM t8_mall_stat
ORDER BY created_at DESC;
SELECT *
FROM `a8591`.`t8_mall_stat`
ORDER BY created_at DESC;
#表访问类型使用索引候选索引预扫行数过滤后
1t8_mall_stat❌ 全表扫描——21,632,154100.0%
ALTER TABLE `a8591`.`t8_mall_stat` ADD INDEX `idx_created_at` (`created_at`);

3. select wallet, sum(if(type = ?, amount, ?)) - sum(if(type = ?, amount, ?)) as balance from a8591.t8_money_trade_log where account = ? and created_at <= ? group —— 138 次 × 60.08s = 2.30h

select wallet, sum(if(type = 2, amount, 0)) - sum(if(type = 1, amount, 0)) as balance from `a8591`.`t8_money_trade_log` where `account` = 'A0200' and `created_at` <= '2026-10-27 00:36:26' group by `wallet`;
select wallet, sum(if(type = 2, amount, 0)) - sum(if(type = 1, amount, 0)) as balance from `a8591`.`t8_money_trade_log` where `account` = 'A0200' and `created_at` <= '2026-10-27 00:36:26' group by `wallet`;
#表访问类型使用索引候选索引预扫行数过滤后
1t8_money_trade_logrefidx_awidx_created_at,idx_aw33,833,97450.0%
ALTER TABLE `a8591`.`t8_money_trade_log` ADD INDEX `idx_account_created_at` (`account`, `created_at`);

4. SELECT a.user_id AS buyerId, IFNULL(c.sellUser,IFNULL(d.sellUser,NULL)) AS sellerId, a.order_number AS orderNo, IFNULL(c.id,IFNULL(d.id,NULL)) AS txNo, a.order_ —— 1 次 × 5242.73s = 1.46h

SELECT
	a.user_id AS buyerId,
	IFNULL(c.sellUser,IFNULL(d.sellUser,NULL)) AS sellerId,
	a.order_number AS orderNo,
	IFNULL(c.id,IFNULL(d.id,NULL)) AS txNo,
	a.order_status AS orderStatus,
	IFNULL(c.status,IFNULL(d.status,NULL)) AS txStatus,
  IFNULL(e.type,IFNULL(f.type,NULL)) AS gameType,
  CONVERT(CAST(IFNULL(e.name,IFNULL(f.name,NULL)) AS BINARY) USING utf8) AS gameName,
  CONVERT(CAST(IFNULL(g.type_name,IFNULL(h.type_name,NULL)) AS BINARY) USING utf8) AS goodsType,
  CONVERT(CAST(IFNULL(c.title,IFNULL(d.title,NULL)) AS BINARY) USING utf8) AS goodsTitle,
	a.pay_by AS payMethod,
	a.user_agent AS orderClient,
	IFNULL(c.price,IFNULL(d.price,NULL)) AS price,
	a.voucher_money AS couponAmount,
	i.active_id AS activityName,
	i.coupon_id AS couponId,
	IF(IFNULL(j.set_type,IFNULL(k.set_type,NULL)) = 'specifyBuyer','yes','no') AS IF_special,
	IF(a.order_createtime NOT LIKE '0000-00-00 00:00:00', a.order_createtime, NULL) AS createTime,
	IF(a.order_paytime NOT LIKE '0000-00-00 00:00:00', a.order_paytime, NULL) AS payTime,
	FROM_UNIXTIME( IFNULL(IF(c.actionTime=0,NULL,c.actionTime),IFNULL(IF(d.actionTime=0,NULL,d.actionTime),NULL)), '%Y-%m-%d %H:%i:%s' ) AS actionTime,
	IF(a.order_canceltime NOT LIKE '0000-00-00 00:00:00', a.order_canceltime, NULL) AS cancelTime
FROM
	t8_ware_order a
	LEFT JOIN t8_ware_order_item b ON a.id = b.order_id
	LEFT JOIN ware_item c ON b.ware_id = c.id
	LEFT JOIN ware_item_history d ON b.ware_id = d.id
	LEFT JOIN gameList e ON c.gameName = e.id
	LEFT JOIN gameList f ON d.gameName = f.id
	LEFT JOIN t8_ware_type g ON c.wareType = g.id
	LEFT JOIN t8_ware_type h ON d.wareType = h.id
	LEFT JOIN t8_user_voucher i ON a.voucher_id = i.id
	LEFT JOIN ( SELECT * FROM ware_set WHERE set_type = 'specifyBuyer' ) j ON c.id = j.ware_id
	LEFT JOIN ( SELECT * FROM ware_set WHERE set_type = 'specifyBuyer' ) k ON d.id = k.ware_id
WHERE 
	a.order_createtime >= '2026-01-01' AND a.order_createtime < '2027-01-01'
ORDER BY 
	a.order_createtime DESC;
SELECT * FROM `a8591`.`t8_ware_order` WHERE order_createtime >= '2026-01-01' LIMIT 10
#表访问类型使用索引候选索引预扫行数过滤后
1t8_ware_orderrangeorder_createtimeorder_createtime6,420,452100.0%

5. select * from a8591.t8_money_trade where (out_account = ? and out_wallet = ? and tag = ? and sub_tag = ?) and (created_at between ? and ? or checked_at = ?) and —— 175 次 × 28.19s = 1.37h

select * from `a8591`.`t8_money_trade` where (`out_account` = 'A0303' and `out_wallet` = 1 and `tag` = 14 and `sub_tag` = 6) and (`created_at` between '2026-10-20 00:00:00' and '2026-10-20 23:59:59' or `checked_at` = '2026-10-20') and `created_at` >= '2022-09-19' and `checked_at` >= '2022-09-19' and left(created_at, 10) != checked_at order by `id` asc limit 500;
select * from `a8591`.`t8_money_trade` where (`out_account` = 'A0303' and `out_wallet` = 1 and `tag` = 14 and `sub_tag` = 6) and (`created_at` between '2026-10-20 00:00:00' and '2026-10-20 23:59:59' or `checked_at` = '2026-10-20') and `created_at` >= '2022-09-19' and `checked_at` >= '2022-09-19' and left(created_at, 10) != checked_at order by `id` asc limit 500;
#表访问类型使用索引候选索引预扫行数过滤后
1t8_money_tradeindex_mergeintersect(idx_tag,out_aw)idx_created_at,out_aw,idx_tag,idx_checked_at160,7710.0%
ALTER TABLE `a8591`.`t8_money_trade` ADD INDEX `idx_out_accoun_out_wallet_tag_sub_tag_created_at_id` (`out_account`, `out_wallet`, `tag`, `sub_tag`, `created_at`, `id`);

6. SELECT a.buyUser AS buyerId, a.sellUser AS sellerId, c.order_number AS orderNo, a.id AS txNo, c.order_status AS orderStatus, a.status AS txStatus, d.type AS gam —— 1 次 × 4495.98s = 1.25h

SELECT
	a.buyUser AS buyerId,
	a.sellUser AS sellerId,
	c.order_number AS orderNo,
	a.id AS txNo,
	c.order_status AS orderStatus,
	a.status AS txStatus,
	d.type AS gameType,
	CONVERT ( CAST( d.NAME AS BINARY ) USING utf8 ) AS gameName,
	CONVERT ( CAST( e.type_name AS BINARY ) USING utf8 ) AS goodsType,
	CONVERT ( CAST( a.title AS BINARY ) USING utf8 ) AS goodsTitle,
	c.pay_by AS payMethod,
	c.user_agent AS orderClient,
	a.price AS price,
	f.money AS couponAmount,
	f.active_id AS activityName,
	f.coupon_id AS couponId,
	IF ( g.set_type = 'specifyBuyer', 'yes', 'no' ) AS IF_special,
	IF ( c.order_createtime != '0000-00-00 00:00:00', c.order_createtime, NULL ) AS createTime,
	IF ( c.order_paytime != '0000-00-00 00:00:00', c.order_paytime, NULL ) AS payTime,
	FROM_UNIXTIME( IF ( a.actionTime = 0, NULL, a.actionTime ), '%Y-%m-%d %H:%i:%s' ) AS actionTime,
	IF ( c.order_canceltime != '0000-00-00 00:00:00', c.order_canceltime, NULL ) AS cancelTime
FROM
	ware_item a
	LEFT JOIN t8_ware_order_item b ON a.id = b.ware_id 
	LEFT JOIN t8_ware_order c ON b.order_id = c.id
	LEFT JOIN gameList d ON a.gameName = d.id
	LEFT JOIN t8_ware_type e ON a.wareType = e.id
	LEFT JOIN t8_user_voucher f ON b.ware_id = f.id
	LEFT JOIN ( SELECT * FROM ware_set WHERE set_type = 'specifyBuyer' ) g ON a.id = g.ware_id
WHERE
	a.postTime >= 1546272000 
	AND c.order_number IS NULL
ORDER BY 
	actionTime DESC;
SELECT
	a.buyUser AS buyerId,
	a.sellUser AS sellerId,
	c.order_number AS orderNo,
	a.id AS txNo,
	c.order_status AS orderStatus,
	a.status AS txStatus,
	d.type AS gameType,
	CONVERT ( CAST( d.NAME AS BINARY ) USING utf8 ) AS gameName,
	CONVERT ( CAST( e.type_name AS BINARY ) USING utf8 ) AS goodsType,
	CONVERT ( CAST( a.title AS BINARY ) USING utf8 ) AS goodsTitle,
	c.pay_by AS payMethod,
	c.user_agent AS orderClient,
	a.price AS price,
	f.money AS couponAmount,
	f.active_id AS activityName,
	f.coupon_id AS couponId,
	IF ( g.set_type = 'specifyBuyer', 'yes', 'no' ) AS IF_special,
	IF ( c.order_createtime != '0000-00-00 00:00:00', c.order_createtime, NULL ) AS createTime,
	IF ( c.order_paytime != '0000-00-00 00:00:00', c.order_paytime, NULL ) AS payTime,
	FROM_UNIXTIME( IF ( a.actionTime = 0, NULL, a.actionTime ), '%Y-%m-%d %H:%i:%s' ) AS actionTime,
	IF ( c.order_canceltime != '0000-00-00 00:00:00', c.order_canceltime, NULL ) AS cancelTime
FROM
	`a8591`.`ware_item` a
	LEFT JOIN `a8591`.`t8_ware_order_item` b ON a.id = b.ware_id 
	LEFT JOIN `a8591`.`t8_ware_order` c ON b.order_id = c.id
	LEFT JOIN `a8591`.`gameList` d ON a.gameName = d.id
	LEFT JOIN `a8591`.`t8_ware_type` e ON a.wareType = e.id
	LEFT JOIN `a8591`.`t8_user_voucher` f ON b.ware_id = f.id
	LEFT JOIN ( SELECT * FROM `a8591`.`ware_set` WHERE set_type = 'specifyBuyer' ) g ON a.id = g.ware_id
WHERE
	a.postTime >= 1546272000 
	AND c.order_number IS NULL
ORDER BY 
	actionTime DESC;
#表访问类型使用索引候选索引预扫行数过滤后
1a❌ 全表扫描—postTime919,59850.0%
2brefware_idware_id1100.0%
3ceq_refPRIMARYPRIMARY110.0%
4deq_refPRIMARYPRIMARY1100.0%
5eeq_refPRIMARYPRIMARY1100.0%
6feq_refPRIMARYPRIMARY1100.0%
7ware_setrefware_idware_id,set_type6100.0%
ALTER TABLE `a8591`.`ware_item` ADD INDEX `idx_gameName_wareType_set_type_postTime_actionTime` (`gameName`, `wareType`, `set_type`, `postTime`, `actionTime`);
ALTER TABLE `a8591`.`t8_ware_order_item` ADD INDEX `idx_ware_id_order_id` (`ware_id`, `order_id`);

7. SELECT a.buyUser AS buyerId, a.sellUser AS sellerId, c.order_number AS orderNo, a.id AS txNo, c.order_status AS orderStatus, a.status AS txStatus, d.type AS gam —— 1 次 × 4282.27s = 1.19h

SELECT
	a.buyUser AS buyerId,
	a.sellUser AS sellerId,
	c.order_number AS orderNo,
	a.id AS txNo,
	c.order_status AS orderStatus,
	a.status AS txStatus,
	d.type AS gameType,
	CONVERT ( CAST( d.NAME AS BINARY ) USING utf8 ) AS gameName,
	CONVERT ( CAST( e.type_name AS BINARY ) USING utf8 ) AS goodsType,
	CONVERT ( CAST( a.title AS BINARY ) USING utf8 ) AS goodsTitle,
	c.pay_by AS payMethod,
	c.user_agent AS orderClient,
	a.price AS price,
	f.money AS couponAmount,
	f.active_id AS activityName,
	f.coupon_id AS couponId,
	IF ( g.set_type = 'specifyBuyer', 'yes', 'no' ) AS IF_special,
	IF ( c.order_createtime != '0000-00-00 00:00:00', c.order_createtime, NULL ) AS createTime,
	IF ( c.order_paytime != '0000-00-00 00:00:00', c.order_paytime, NULL ) AS payTime,
	FROM_UNIXTIME( IF ( a.actionTime = 0, NULL, a.actionTime ), '%Y-%m-%d %H:%i:%s' ) AS actionTime,
	IF ( c.order_canceltime != '0000-00-00 00:00:00', c.order_canceltime, NULL ) AS cancelTime
FROM
	ware_item_history a
	LEFT JOIN t8_ware_order_item b ON a.id = b.ware_id 
	LEFT JOIN t8_ware_order c ON b.order_id = c.id
	LEFT JOIN gameList d ON a.gameName = d.id
	LEFT JOIN t8_ware_type e ON a.wareType = e.id
	LEFT JOIN t8_user_voucher f ON b.ware_id = f.id
	LEFT JOIN ( SELECT * FROM ware_set WHERE set_type = 'specifyBuyer' ) g ON a.id = g.ware_id
WHERE
	a.postTime >= 1546272000 
	AND c.order_number IS NULL;
SELECT
	a.buyUser AS buyerId,
	a.sellUser AS sellerId,
	c.order_number AS orderNo,
	a.id AS txNo,
	c.order_status AS orderStatus,
	a.status AS txStatus,
	d.type AS gameType,
	CONVERT ( CAST( d.NAME AS BINARY ) USING utf8 ) AS gameName,
	CONVERT ( CAST( e.type_name AS BINARY ) USING utf8 ) AS goodsType,
	CONVERT ( CAST( a.title AS BINARY ) USING utf8 ) AS goodsTitle,
	c.pay_by AS payMethod,
	c.user_agent AS orderClient,
	a.price AS price,
	f.money AS couponAmount,
	f.active_id AS activityName,
	f.coupon_id AS couponId,
	IF ( g.set_type = 'specifyBuyer', 'yes', 'no' ) AS IF_special,
	IF ( c.order_createtime != '0000-00-00 00:00:00', c.order_createtime, NULL ) AS createTime,
	IF ( c.order_paytime != '0000-00-00 00:00:00', c.order_paytime, NULL ) AS payTime,
	FROM_UNIXTIME( IF ( a.actionTime = 0, NULL, a.actionTime ), '%Y-%m-%d %H:%i:%s' ) AS actionTime,
	IF ( c.order_canceltime != '0000-00-00 00:00:00', c.order_canceltime, NULL ) AS cancelTime
FROM
	`a8591`.`ware_item_history` a
	LEFT JOIN `a8591`.`t8_ware_order_item` b ON a.id = b.ware_id 
	LEFT JOIN `a8591`.`t8_ware_order` c ON b.order_id = c.id
	LEFT JOIN `a8591`.`gameList` d ON a.gameName = d.id
	LEFT JOIN `a8591`.`t8_ware_type` e ON a.wareType = e.id
	LEFT JOIN `a8591`.`t8_user_voucher` f ON b.ware_id = f.id
	LEFT JOIN ( SELECT * FROM `a8591`.`ware_set` WHERE set_type = 'specifyBuyer' ) g ON a.id = g.ware_id
WHERE
	a.postTime >= 1546272000 
	AND c.order_number IS NULL;
#表访问类型使用索引候选索引预扫行数过滤后
1a❌ 全表扫描—postTime15,803,708100.0%
2brefware_idware_id1100.0%
3ceq_refPRIMARYPRIMARY110.0%
4deq_refPRIMARYPRIMARY1100.0%
5eeq_refPRIMARYPRIMARY1100.0%
6feq_refPRIMARYPRIMARY1100.0%
7ware_setrefware_idware_id,set_type6100.0%
ALTER TABLE `a8591`.`ware_item_history` ADD INDEX `idx_gameName_wareType_set_type_postTime` (`gameName`, `wareType`, `set_type`, `postTime`);
ALTER TABLE `a8591`.`t8_ware_order_item` ADD INDEX `idx_ware_id_order_id` (`ware_id`, `order_id`);

8. select t1_design_img.id, t1_design_img.views, t1_design_img.collection, t1_design_img.favor_count, t1_design_img.comment_count, t1_design_img.pin_share_count + —— 2,702 次 × 1.38s = 1.04h

select `t1_design_img`.`id`, `t1_design_img`.`views`, `t1_design_img`.`collection`, `t1_design_img`.`favor_count`, `t1_design_img`.`comment_count`, t1_design_img.pin_share_count + t1_design_img.fb_share_count + t1_design_img.line_share_count as share_count, t1_design_img.downs + t1_design_img.save_count + t1_design_img.screenshot_count as download_count from `t1_design_img` inner join `t1_design_work` on `t1_design_img`.`w_id` = `t1_design_work`.`id` where `t1_design_work`.`check_status` = 1 and `t1_design_work`.`is_show` = 1 and `t1_design_work`.`is_hide` = 0 and `t1_design_work`.`publish_time` <= '2026-10-27 00:04:56' and `t1_design_img`.`id` > 9206 order by `t1_design_img`.`id` asc limit 100;
select `t1_design_img`.`id`, `t1_design_img`.`views`, `t1_design_img`.`collection`, `t1_design_img`.`favor_count`, `t1_design_img`.`comment_count`, t1_design_img.pin_share_count + t1_design_img.fb_share_count + t1_design_img.line_share_count as share_count, t1_design_img.downs + t1_design_img.save_count + t1_design_img.screenshot_count as download_count from `t591`.`t1_design_img` inner join `t591`.`t1_design_work` on `t1_design_img`.`w_id` = `t1_design_work`.`id` where `t1_design_work`.`check_status` = 1 and `t1_design_work`.`is_show` = 1 and `t1_design_work`.`is_hide` = 0 and `t1_design_work`.`publish_time` <= '2026-10-27 00:04:56' and `t1_design_img`.`id` > 9206 order by `t1_design_img`.`id` asc limit 100;
#表访问类型使用索引候选索引预扫行数过滤后
1t1_design_workrefis_hidePRIMARY,is_hide,is_show,check_status14,4668.33%
2t1_design_imgrefw_idPRIMARY,w_id2450.0%
ALTER TABLE `t591`.`t1_design_img` ADD INDEX `idx_w_id_id` (`w_id`, `id`);
ALTER TABLE `t591`.`t1_design_work` ADD INDEX `idx_check_stat_is_show_is_hide_publish_ti` (`check_status`, `is_show`, `is_hide`, `publish_time`);

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
P1a8591.t8_user_id_card_number_list(4,342×3.6s)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; 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 a8591.t8_user_id_card_number_list ADD INDEX idx_img_type_status_ocr_result (img_type, status, ocr_result);
P2a8591.t8_mall_stat(2×5071.5s)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; DDL: ALTER TABLE a8591.t8_mall_stat ADD INDEX idx_created_at (created_at);; 把 ORDER BY 列纳入复合索引, 或减小排序前扫描范围; 改分页/按需列, 避免 SELECT * 整表捞取; 大导出走离线通道
P3a8591.t8_money_trade_log(138×60.1s)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; DDL: ALTER TABLE a8591.t8_money_trade_log ADD INDEX idx_account_created_at (account, created_at);
P4a8591.t8_ware_order(1×5242.7s)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
P5a8591.t8_money_trade(175×28.2s)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; 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 a8591.t8_money_trade ADD INDEX idx_out_accoun_out_wallet_tag_sub_tag_created_at_id (out_account, out_wallet, tag, sub_tag, created_at, id);; 把 ORDER BY 列纳入复合索引, 或减小排序前扫描范围
P6a8591.ware_item(1×4496.0s)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 a8591.ware_item ADD INDEX idx_gameName_wareType_set_type_postTime_actionTime (gameName, wareType, set_type, postTime, actionTime); ALTER TABLE a8591.t8_ware_order_item ADD INDEX idx_ware_id_order_id (ware_id, order_id);; 把 ORDER BY 列纳入复合索引, 或减小排序前扫描范围
P7a8591.ware_item_history(1×4282.3s)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; DDL: ALTER TABLE a8591.ware_item_history ADD INDEX idx_gameName_wareType_set_type_postTime (gameName, wareType, set_type, postTime); ALTER TABLE a8591.t8_ware_order_item ADD INDEX idx_ware_id_order_id (ware_id, order_id);
P8t591.t1_design_img(2,702×1.4s)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 t591.t1_design_img ADD INDEX idx_w_id_id (w_id, id); ALTER TABLE t591.t1_design_work ADD INDEX idx_check_stat_is_show_is_hide_publish_ti (check_status, is_show, is_hide, publish_time);; 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
T1Top1(同 P2 对象) 单条最慢 4.56h,user=bi a8591.t8_mall_stat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 a8591.t8_mall_stat ADD INDEX idx_created_at (created_at);; 把 ORDER BY 列纳入复合索引, 或减小排序前扫描范围; bi/导出类: 限流降频、移从库/离线跑, 避免高峰占用主库
T2Top2(同 P2 对象) 单条最慢 1.91h,user=bi a8591.t8_mall_stat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 a8591.t8_mall_stat ADD INDEX idx_created_at (created_at);; 把 ORDER BY 列纳入复合索引, 或减小排序前扫描范围; bi/导出类: 限流降频、移从库/离线跑, 避免高峰占用主库
T3Top3 单条最慢 1.66h,user=databasus_backup a8591.t8_ware_item_desc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_prod8591_20261027.json;全程只读。*