千家信息网

如何解析mysqldump备份原理

发表于:2026-11-03 作者:千家信息网编辑
千家信息网最后更新 2026年11月03日,本篇文章给大家分享的是有关如何解析mysqldump备份原理,小编觉得挺实用的,因此分享给大家学习,希望大家阅读完这篇文章后可以有所收获,话不多说,跟着小编一起来看看吧。这里通过开启general l
千家信息网最后更新 2026年11月03日如何解析mysqldump备份原理

本篇文章给大家分享的是有关如何解析mysqldump备份原理,小编觉得挺实用的,因此分享给大家学习,希望大家阅读完这篇文章后可以有所收获,话不多说,跟着小编一起来看看吧。

这里通过开启general log追踪mysqldump的备份过程,可以动态调整general log的参数设置。

一、不加--single-transaction备份
mysqldump --default-character-set=utf8mb4 -uroot --triggers -R -E -A --master-data=2 |gzip >dbbackup.sql.gz
1、连接数据库
2、调整sql_mode、time_zone
3、刷新tables(关闭所有打开的表并清空缓存数据)
4、FLUSH TABLES WITH READ LOCK(执行全局读锁)
5、记录相关变量、参数、binlog位置等
6、备份数据文件、表空间等
7、备份业务表结构、表数据、触发器
8、备份系统表结构、表数据、触发器
9、备份函数、存储过程
10、备份结束退出,全局锁自动释放
2017-06-24T00:48:48.622170Z 56 Connect root@localhost on using Socket
2017-06-24T00:48:48.622372Z 56 Query /*!40100 SET @@SQL_MODE='' */
2017-06-24T00:48:48.622500Z 56 Query /*!40103 SET TIME_ZONE='+00:00' */
2017-06-24T00:48:48.622654Z 56 Query FLUSH /*!40101 LOCAL */ TABLES
2017-06-24T00:48:48.623539Z 56 Query FLUSH TABLES WITH READ LOCK
2017-06-24T00:48:48.623669Z 56 Query SELECT COUNT(*) FROM INFORMATION_SCHEMA.TABLES WHERE table_schema =
'performance_schema' AND table_name = 'session_variables'
2017-06-24T00:48:48.624191Z 56 Query SELECT COUNT(*) FROM performance_schema.session_variables WHERE VARI
ABLE_NAME LIKE 'rocksdb\_skip\_fill\_cache'
2017-06-24T00:48:48.625417Z 56 Query SHOW VARIABLES LIKE 'gtid\_mode'
2017-06-24T00:48:48.627542Z 56 Query SHOW MASTER STATUS
2017-06-24T00:48:48.627743Z 56 Query SELECT LOGFILE_GROUP_NAME, FILE_NAME, TOTAL_EXTENTS, INITIAL_SIZE, E
NGINE, EXTRA FROM INFORMATION_SCHEMA.FILES WHERE FILE_TYPE = 'UNDO LOG' AND FILE_NAME IS NOT NULL AND LOGFILE_GROUP_
NAME IS NOT NULL GROUP BY LOGFILE_GROUP_NAME, FILE_NAME, ENGINE, TOTAL_EXTENTS, INITIAL_SIZE ORDER BY LOGFILE_GROUP_
NAME
2017-06-24T00:48:48.628321Z 56 Query SELECT DISTINCT TABLESPACE_NAME, FILE_NAME, LOGFILE_GROUP_NAME, EXTE
NT_SIZE, INITIAL_SIZE, ENGINE FROM INFORMATION_SCHEMA.FILES WHERE FILE_TYPE = 'DATAFILE' ORDER BY TABLESPACE_NAME, L
OGFILE_GROUP_NAME
2017-06-24T00:48:48.628778Z 56 Query SHOW DATABASES
2017-06-24T00:48:48.629166Z 56 Query SHOW VARIABLES LIKE 'ndbinfo\_version'
2017-06-24T00:48:48.631175Z 56 Init DB dbtest
2017-06-24T00:48:48.631282Z 56 Query SHOW CREATE DATABASE IF NOT EXISTS `dbtest`
2017-06-24T00:48:48.631415Z 56 Query show tables
2017-06-24T00:48:48.631704Z 56 Query show table status like 't'
2017-06-24T00:48:48.632269Z 56 Query SET SQL_QUOTE_SHOW_CREATE=1
2017-06-24T00:48:48.632372Z 56 Query SET SESSION character_set_results = 'binary'
2017-06-24T00:48:48.632462Z 56 Query show create table `t`
2017-06-24T00:48:48.632642Z 56 Query SET SESSION character_set_results = 'utf8mb4'
2017-06-24T00:48:48.632810Z 56 Query show fields from `t`
2017-06-24T00:48:48.633252Z 56 Query show fields from `t`
2017-06-24T00:48:48.633664Z 56 Query SELECT /*!40001 SQL_NO_CACHE */ * FROM `t`
2017-06-24T00:48:48.633894Z 56 Query SET SESSION character_set_results = 'binary'
2017-06-24T00:48:48.634000Z 56 Query use `dbtest`
2017-06-24T00:48:48.634136Z 56 Query select @@collation_database
2017-06-24T00:48:48.634281Z 56 Query SHOW TRIGGERS LIKE 't'
2017-06-24T00:48:48.634750Z 56 Query SET SESSION character_set_results = 'utf8mb4'
2017-06-24T00:48:48.634887Z 56 Query show table status like 't1'
2017-06-24T00:48:48.635388Z 56 Query SET SQL_QUOTE_SHOW_CREATE=1
2017-06-24T00:48:48.635483Z 56 Query SET SESSION character_set_results = 'binary'
2017-06-24T00:48:48.635575Z 56 Query show create table `t1`
2017-06-24T00:48:48.635719Z 56 Query SET SESSION character_set_results = 'utf8mb4'
2017-06-24T00:48:48.635852Z 56 Query show fields from `t1`
2017-06-24T00:48:48.636268Z 56 Query show fields from `t1`
2017-06-24T00:48:48.636699Z 56 Query SELECT /*!40001 SQL_NO_CACHE */ * FROM `t1`
2017-06-24T00:48:48.636911Z 56 Query SET SESSION character_set_results = 'binary'
2017-06-24T00:48:48.637030Z 56 Query use `dbtest`
2017-06-24T00:48:48.637132Z 56 Query select @@collation_database
2017-06-24T00:48:48.637264Z 56 Query SHOW TRIGGERS LIKE 't1'
2017-06-24T00:48:48.637719Z 56 Query SET SESSION character_set_results = 'utf8mb4'
2017-06-24T00:48:48.637856Z 56 Query show table status like 't2'
2017-06-24T00:48:48.638347Z 56 Query SET SQL_QUOTE_SHOW_CREATE=1
2017-06-24T00:48:48.638441Z 56 Query SET SESSION character_set_results = 'binary'

二、加--single-transaction备份

mysqldump --default-character-set=utf8mb4 -uroot --triggers -R -E -A --master-data=2 --single-transaction |gzip >dbbackup.sql.gz

1、连接数据库
2、调整sql_mode,time_zone
3、调整事务隔离界别为RR(SET SESSION TRANSACTION ISOLATION LEVEL REPEATABLE READ)
4、开启事务一致性快照(START TRANSACTION /*!40100 WITH CONSISTENT SNAPSHOT */)
5、记录gtid_mode、binlog位置等信息
6、释放全局锁
7、备份数据文件、表空间数据
8、备份业务数据库表结构
9、设置savepoint sp(SAVEPOINT sp)
10、备份数据表结构、表数据、触发器、事件(每备份完一个表,做一次rollback to savepoint sp,释放DDL锁)
11、备份系统数据库、表结构、触发器
12、备份存储过程、函数
13、释放savepoint
14、备份事件
15、备份结束会话退出

2017-06-24T00:58:05.650060Z 58 Connect root@localhost on using Socket
2017-06-24T00:58:05.650336Z 58 Query /*!40100 SET @@SQL_MODE='' */
2017-06-24T00:58:05.650491Z 58 Query /*!40103 SET TIME_ZONE='+00:00' */
2017-06-24T00:58:05.650703Z 58 Query SHOW STATUS LIKE 'binlog_snapshot_%'
2017-06-24T00:58:05.660129Z 58 Query SELECT COUNT(*) FROM INFORMATION_SCHEMA.TABLES WHERE table_schema =
'performance_schema' AND table_name = 'session_variables'
2017-06-24T00:58:05.660477Z 58 Query SELECT COUNT(*) FROM performance_schema.session_variables WHERE VARI
ABLE_NAME LIKE 'rocksdb\_skip\_fill\_cache'
2017-06-24T00:58:05.662214Z 58 Query SET SESSION TRANSACTION ISOLATION LEVEL REPEATABLE READ
2017-06-24T00:58:05.662314Z 58 Query START TRANSACTION /*!40100 WITH CONSISTENT SNAPSHOT */
2017-06-24T00:58:05.663369Z 58 Query SHOW VARIABLES LIKE 'gtid\_mode'
2017-06-24T00:58:05.667436Z 58 Query SHOW STATUS LIKE 'binlog_snapshot_%'
2017-06-24T00:58:05.670160Z 58 Query UNLOCK TABLES
2017-06-24T00:58:05.670343Z 58 Query SELECT LOGFILE_GROUP_NAME, FILE_NAME, TOTAL_EXTENTS, INITIAL_SIZE, E
NGINE, EXTRA FROM INFORMATION_SCHEMA.FILES WHERE FILE_TYPE = 'UNDO LOG' AND FILE_NAME IS NOT NULL AND LOGFILE_GROUP_
NAME IS NOT NULL GROUP BY LOGFILE_GROUP_NAME, FILE_NAME, ENGINE, TOTAL_EXTENTS, INITIAL_SIZE ORDER BY LOGFILE_GROUP_
NAME
2017-06-24T00:58:05.671210Z 58 Query SELECT DISTINCT TABLESPACE_NAME, FILE_NAME, LOGFILE_GROUP_NAME, EXTE
NT_SIZE, INITIAL_SIZE, ENGINE FROM INFORMATION_SCHEMA.FILES WHERE FILE_TYPE = 'DATAFILE' ORDER BY TABLESPACE_NAME, L
OGFILE_GROUP_NAME
2017-06-24T00:58:05.671971Z 58 Query SHOW DATABASES
2017-06-24T00:58:05.672341Z 58 Query SHOW VARIABLES LIKE 'ndbinfo\_version'
2017-06-24T00:58:05.675964Z 58 Init DB dbtest
2017-06-24T00:58:05.676080Z 58 Query SHOW CREATE DATABASE IF NOT EXISTS `dbtest`
2017-06-24T00:58:05.676223Z 58 Query SAVEPOINT sp
2017-06-24T00:58:05.676343Z 58 Query show tables
2017-06-24T00:58:05.676641Z 58 Query show table status like 't'
2017-06-24T00:58:05.677297Z 58 Query SET SQL_QUOTE_SHOW_CREATE=1
2017-06-24T00:58:05.677404Z 58 Query SET SESSION character_set_results = 'binary'
2017-06-24T00:58:05.677525Z 58 Query show create table `t`
2017-06-24T00:58:05.677659Z 58 Query SET SESSION character_set_results = 'utf8mb4'
2017-06-24T00:58:05.677821Z 58 Query show fields from `t`
2017-06-24T00:58:05.678319Z 58 Query show fields from `t`
2017-06-24T00:58:05.678746Z 58 Query SELECT /*!40001 SQL_NO_CACHE */ * FROM `t`
2017-06-24T00:58:05.678967Z 58 Query SET SESSION character_set_results = 'binary'
2017-06-24T00:58:05.679059Z 58 Query use `dbtest`
2017-06-24T00:58:05.679211Z 58 Query select @@collation_database
2017-06-24T00:58:05.679357Z 58 Query SHOW TRIGGERS LIKE 't'
2017-06-24T00:58:05.679851Z 58 Query SET SESSION character_set_results = 'utf8mb4'
2017-06-24T00:58:05.679958Z 58 Query ROLLBACK TO SAVEPOINT sp
2017-06-24T00:58:05.680059Z 58 Query show table status like 't1'
2017-06-24T00:58:05.680589Z 58 Query SET SQL_QUOTE_SHOW_CREATE=1
2017-06-24T00:58:05.680702Z 58 Query SET SESSION character_set_results = 'binary'
2017-06-24T00:58:05.680807Z 58 Query show create table `t1`
2017-06-24T00:58:05.680945Z 58 Query SET SESSION character_set_results = 'utf8mb4'
2017-06-24T00:58:05.681071Z 58 Query show fields from `t1`
2017-06-24T00:58:05.681579Z 58 Query show fields from `t1`
2017-06-24T00:58:05.682021Z 58 Query SELECT /*!40001 SQL_NO_CACHE */ * FROM `t1`
2017-06-24T00:58:05.682244Z 58 Query SET SESSION character_set_results = 'binary'
2017-06-24T00:58:05.682369Z 58 Query use `dbtest`
2017-06-24T00:58:05.682477Z 58 Query select @@collation_database
2017-06-24T00:58:05.682609Z 58 Query SHOW TRIGGERS LIKE 't1'
2017-06-24T00:58:05.683147Z 58 Query SET SESSION character_set_results = 'utf8mb4'
2017-06-24T00:58:05.683268Z 58 Query ROLLBACK TO SAVEPOINT sp
2017-06-24T00:58:05.683366Z 58 Query show table status like 't2'
2017-06-24T00:58:05.683899Z 58 Query SET SQL_QUOTE_SHOW_CREATE=1
2017-06-24T00:58:05.684005Z 58 Query SET SESSION character_set_results = 'binary'

三、数据库恢复
gunzip
2017-06-24T01:06:22.926385Z 64 Connect root@localhost on dbtest using Socket
2017-06-24T01:06:22.926645Z 64 Query select @@version_comment limit 1
2017-06-24T01:06:22.927001Z 64 Query /*!40101 SET @OLD_CHARACTER_SET_CLIENT=@@CHARACTER_SET_CLIENT */
2017-06-24T01:06:22.927161Z 64 Query /*!40101 SET @OLD_CHARACTER_SET_RESULTS=@@CHARACTER_SET_RESULTS */
2017-06-24T01:06:22.927286Z 64 Query /*!40101 SET @OLD_COLLATION_CONNECTION=@@COLLATION_CONNECTION */
2017-06-24T01:06:22.927426Z 64 Query /*!40101 SET NAMES utf8mb4 */
2017-06-24T01:06:22.927580Z 64 Query /*!40103 SET @OLD_TIME_ZONE=@@TIME_ZONE */
2017-06-24T01:06:22.927735Z 64 Query /*!40103 SET TIME_ZONE='+00:00' */
2017-06-24T01:06:22.927856Z 64 Query /*!40014 SET @OLD_UNIQUE_CHECKS=@@UNIQUE_CHECKS, UNIQUE_CHECKS=0 */
2017-06-24T01:06:22.927986Z 64 Query /*!40014 SET @OLD_FOREIGN_KEY_CHECKS=@@FOREIGN_KEY_CHECKS, FOREIGN_K
EY_CHECKS=0 */
2017-06-24T01:06:22.928099Z 64 Query /*!40101 SET @OLD_SQL_MODE=@@SQL_MODE, SQL_MODE='NO_AUTO_VALUE_ON_ZE
RO' */
2017-06-24T01:06:22.928234Z 64 Query /*!40111 SET @OLD_SQL_NOTES=@@SQL_NOTES, SQL_NOTES=0 */
2017-06-24T01:06:22.928337Z 64 Query /*!50717 SET @rocksdb_bulk_load_var_name='rocksdb_bulk_load' */
2017-06-24T01:06:22.928527Z 64 Query /*!50717 SELECT COUNT(*) INTO @rocksdb_has_p_s_session_variables FRO
M INFORMATION_SCHEMA.TABLES WHERE TABLE_SCHEMA = 'performance_schema' AND TABLE_NAME = 'session_variables' */
2017-06-24T01:06:22.928995Z 64 Query /*!50717 SET @rocksdb_get_is_supported = IF (@rocksdb_has_p_s_sessio
n_variables, 'SELECT COUNT(*) INTO @rocksdb_is_supported FROM performance_schema.session_variables WHERE VARIABLE_NA
ME=?', 'SELECT 0') */
2017-06-24T01:06:22.929105Z 64 Query /*!50717 PREPARE s FROM @rocksdb_get_is_supported */
2017-06-24T01:06:22.929259Z 64 Prepare SELECT COUNT(*) INTO @rocksdb_is_supported FROM performance_schema.s
ession_variables WHERE VARIABLE_NAME=?
2017-06-24T01:06:22.929346Z 64 Query /*!50717 EXECUTE s USING @rocksdb_bulk_load_var_name */
2017-06-24T01:06:22.929370Z 64 Execute SELECT COUNT(*) INTO @rocksdb_is_supported FROM performance_schema.s
ession_variables WHERE VARIABLE_NAME='rocksdb_bulk_load'
2017-06-24T01:06:22.931165Z 64 Query /*!50717 DEALLOCATE PREPARE s */
2017-06-24T01:06:22.931306Z 64 Query /*!50717 SET @rocksdb_enable_bulk_load = IF (@rocksdb_is_supported,
'SET SESSION rocksdb_bulk_load = 1', 'SET @rocksdb_dummy_bulk_load = 0') */
2017-06-24T01:06:22.931426Z 64 Query /*!50717 PREPARE s FROM @rocksdb_enable_bulk_load */
2017-06-24T01:06:22.931463Z 64 Prepare SET @rocksdb_dummy_bulk_load = 0
2017-06-24T01:06:22.931558Z 64 Query /*!50717 EXECUTE s */
2017-06-24T01:06:22.931573Z 64 Execute SET @rocksdb_dummy_bulk_load = 0
2017-06-24T01:06:22.931666Z 64 Query /*!50717 DEALLOCATE PREPARE s */
2017-06-24T01:06:22.931805Z 64 Query CREATE DATABASE /*!32312 IF NOT EXISTS*/ `dbtest` /*!40100 DEFAULT C
HARACTER SET utf8 */
2017-06-24T01:06:22.932975Z 64 Init DB dbtest
2017-06-24T01:06:22.933111Z 64 Query DROP TABLE IF EXISTS `t`
2017-06-24T01:06:22.933728Z 64 Query /*!40101 SET @saved_cs_client = @@character_set_client */
2017-06-24T01:06:22.933859Z 64 Query /*!40101 SET character_set_client = utf8 */
2017-06-24T01:06:22.934023Z 64 Query CREATE TABLE `t` (
`id` int(11) DEFAULT NULL
) ENGINE=InnoDB DEFAULT CHARSET=utf8
2017-06-24T01:06:22.939020Z 64 Query /*!40101 SET character_set_client = @saved_cs_client */
2017-06-24T01:06:22.939213Z 64 Query LOCK TABLES `t` WRITE
2017-06-24T01:06:22.939616Z 64 Query /*!40000 ALTER TABLE `t` DISABLE KEYS */
2017-06-24T01:06:22.940164Z 64 Query INSERT INTO `t` VALUES (1)
2017-06-24T01:06:22.941111Z 64 Query /*!40000 ALTER TABLE `t` ENABLE KEYS */
2017-06-24T01:06:22.941871Z 64 Query UNLOCK TABLES
2017-06-24T01:06:22.942023Z 64 Query DROP TABLE IF EXISTS `t1`
2017-06-24T01:06:22.942558Z 64 Query /*!40101 SET @saved_cs_client = @@character_set_client */
2017-06-24T01:06:22.942702Z 64 Query /*!40101 SET character_set_client = utf8 */
2017-06-24T01:06:22.942879Z 64 Query CREATE TABLE `t1` (
`id` int(11) DEFAULT NULL,
`name` varchar(30) DEFAULT NULL
) ENGINE=InnoDB DEFAULT CHARSET=utf8
2017-06-24T01:06:22.946848Z 64 Query /*!40101 SET character_set_client = @saved_cs_client */
2017-06-24T01:06:22.946986Z 64 Query LOCK TABLES `t1` WRITE
2017-06-24T01:06:22.947344Z 64 Query /*!40000 ALTER TABLE `t1` DISABLE KEYS */
2017-06-24T01:06:22.947867Z 64 Query INSERT INTO `t1` VALUES (1,'name')
2017-06-24T01:06:22.948877Z 64 Query /*!40000 ALTER TABLE `t1` ENABLE KEYS */
2017-06-24T01:06:22.949727Z 64 Query UNLOCK TABLES
2017-06-24T01:06:22.949847Z 64 Query DROP TABLE IF EXISTS `t2`
2017-06-24T01:06:22.950384Z 64 Query /*!40101 SET @saved_cs_client = @@character_set_client */
2017-06-24T01:06:22.950488Z 64 Query /*!40101 SET character_set_client = utf8 */
2017-06-24T01:06:22.950632Z 64 Query CREATE TABLE `t2` (
`id` int(11) DEFAULT NULL,
`name` varchar(30) DEFAULT NULL
) ENGINE=InnoDB DEFAULT CHARSET=utf8
2017-06-24T01:06:22.954865Z 64 Query /*!40101 SET character_set_client = @saved_cs_client */
2017-06-24T01:06:22.955009Z 64 Query LOCK TABLES `t2` WRITE
2017-06-24T01:06:22.955370Z 64 Query /*!40000 ALTER TABLE `t2` DISABLE KEYS */
2017-06-24T01:06:22.955873Z 64 Query INSERT INTO `t2` VALUES (1,'name'),(1,'name')
2017-06-24T01:06:22.957048Z 64 Query /*!40000 ALTER TABLE `t2` ENABLE KEYS */
2017-06-24T01:06:22.957872Z 64 Query UNLOCK TABLES
2017-06-24T01:06:22.958010Z 64 Query DROP TABLE IF EXISTS `t3`
2017-06-24T01:06:22.958512Z 64 Query /*!40101 SET @saved_cs_client = @@character_set_client */
2017-06-24T01:06:22.958618Z 64 Query /*!40101 SET character_set_client = utf8 */
2017-06-24T01:06:22.958778Z 64 Query CREATE TABLE `t3` (
`id` int(11) DEFAULT NULL,
`name` varchar(30) DEFAULT NULL
) ENGINE=InnoDB DEFAULT CHARSET=utf8
2017-06-24T01:06:22.972610Z 64 Query /*!40101 SET character_set_client = @saved_cs_client */
2017-06-24T01:06:22.972767Z 64 Query LOCK TABLES `t3` WRITE
2017-06-24T01:06:22.973184Z 64 Query /*!40000 ALTER TABLE `t3` DISABLE KEYS */
2017-06-24T01:06:23.001988Z 64 Query INSERT INTO `t3` VALUES (1,'name1'),(2,'name2'),(3,'name3')

四、mysqldump备份恢复总结

1、mysqldump是通过select * from table_name来获取表的数据进而完成备份。
2、START TRANSACTION /*!40100 WITH CONSISTENT SNAPSHOT */必须放到FLUSH TABLES WITH READ LOCK和UNLOCK TABLES之间,放到之前会造成START TRANSACTION /*!40100 WITH CONSISTENT SNAPSHOT */和FLUSH TABLES WITH READ LOCK之间执行的DML语句丢失,放到之后,会造成从库重复插入数据。
3、mysqldump只适合放到业务低峰期做,如果备份的过程中数据操作很频繁,会造成Undo表空间越来越大,undo表空间默认是放到共享表空间中的,而ibdata的特性是一旦增大,就不会收缩。(可重复读的数据会在undo中保存,dml也会产生相关的redo/undo)
4、--single-transaction开启事务一致性快照,开始savepoint,每次备份完执行rollback to savepoint为了防止表的DDL阻塞,而调整事务隔离界别RR为了保障会话的可重复读,从而达到备份数据的一致性。


以上就是如何解析mysqldump备份原理,小编相信有部分知识点可能是我们日常工作会见到或用到的。希望你能通过这篇文章学到更多知识。更多详情敬请关注行业资讯频道。

备份 数据 数据库 空间 结构 调整 事务 触发器 过程 一致 一致性 业务 全局 原理 之间 事件 位置 函数 参数 快照 数据库的安全要保护哪些东西 数据库安全各自的含义是什么 生产安全数据库录入 数据库的安全性及管理 数据库安全策略包含哪些 海淀数据库安全审计系统 建立农村房屋安全信息数据库 易用的数据库客户端支持安全管理 连接数据库失败ssl安全错误 数据库的锁怎样保障安全 互联网是第几次科技革命的成果 蓝思科技飞鸽互联网 深圳恒合互联网络科技有限公司 上海喔噻互联网科技 腾讯科技 互联网女皇 电子科技大学互联网 华中科技有哪些互联网大佬 湖南洣水互联网科技有限公司扣款 济南华为互联网科技产业总部基地 科技互联网的估值 青岛科技大学互联网大赛研究生 崇明区互联网教育科技售后服务 新兴科技互联网创新大赛颁奖典礼 中国科技创新与世界互联网大会 国大互联网教育科技有限公司薪资 城市宝互联网科技有限公司 互联网与数字科技关系 下一代互联网重大应用科技园 互联网科技接地气 互联网的科技体现在哪里 疫情对互联网科技公司影响 腾讯阿里互联网科技 互联网络科技有限公司 狮子座互联网科技培训 中化能源互联网科技招聘 荆州市昕露互联网络科技有限公司 厦门千工互联网科技有限公司 晓花互联网科技有限公司网址 科技互联网的核心竞争力 互联网科技创新方面的资料
0