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從 MySQL 5.7 到 MySQL 8.0 的數(shù)據(jù)庫升級攻略

原創(chuàng) 精選
數(shù)據(jù)庫 MySQL
在這個月的某個項(xiàng)目中,我們面臨了一項(xiàng)重要任務(wù),即每年一次的等保測評整改。這次測評的重點(diǎn)是MySQL的一些高危漏洞,我們被要求解決這些漏洞。因此,我們決定研究一下MySQL5.7升級到MySQL8.0的過程。在本文的最后,我將分享一些在這次升級過程中遇到的問題。

作者 | 蔡柱梁

審校 | 重樓

1.前言

在這個月的某個項(xiàng)目中,我們面臨了一項(xiàng)重要任務(wù),即每年一次的等保測評整改。這次測評的重點(diǎn)是MySQL的一些高危漏洞,我們被要求解決這些漏洞。因此,我們決定研究一下MySQL5.7升級到MySQL8.0的過程。在本文的最后,我將分享一些在這次升級過程中遇到的問題。

升級需求:將5.7.43升級到8.0.34, 升級方式 in-place升級【關(guān)閉現(xiàn)有版本MySQL,將二進(jìn)制或包替換成新版本并在現(xiàn)有數(shù)據(jù)目錄上啟動MySQL并執(zhí)行升級任務(wù)的方式,稱為in-place升級】

原版本

5.7.43

CentOS Linux release 7.9.2009

新版本

8.0.34

CentOS Linux release 7.9.2009

2.MySQL生命周期

以下MySQL生命周期-內(nèi)容來自于互聯(lián)網(wǎng)

從Oracle發(fā)布的版本生命周期規(guī)劃可以看到,MySQL 5.7已經(jīng)走到了生命周期的終點(diǎn),意味著后續(xù)將不再為MySQL 5.7提供官方更新、錯誤修復(fù)或安全補(bǔ)丁。

3.MySQL 8.0的新特性

  • 默認(rèn)字符集由latin1變?yōu)閡tf8mb4
  • MyISAM系統(tǒng)表全部換成InnoDB表
  • JSON特性增強(qiáng)
  • 支持不可見索引,支持直方圖
  • sql_mode參數(shù)默認(rèn)值變化
  • 默認(rèn)密碼策略變更
  • 新增角色管理
  • 支持窗口函數(shù),支持Hash join

4.升級建議

支持從MySQL 5.7升級到MySQL 8.0,注意僅支持GA版本之間的升級。

不支持跨大版本的升級,如從5.6升級到8.0是不支持的。

建議升級大版本前先升級到當(dāng)前版本的最近小版本,如5.7先升級到5.7.43后再升級到8.0。

做好充足的備份!數(shù)據(jù)無價!

5.升級前準(zhǔn)備

5.1 MySQL-shell 檢查工具兼容性

在執(zhí)行升級操作前需要做一些檢查工作,確認(rèn)準(zhǔn)備工作是否就緒,避免升級過程中出現(xiàn)異常。MySQL Shell使用util.checkForServerUpgrade進(jìn)行檢查,返回內(nèi)容包括不符合遷移要求的問題,error的問題需要遷移前修改。

MySQL-shell 下載地址:https://dev.mysql.com/downloads/shell/

選擇 Archives ,查詢更多版本

選擇當(dāng)前最新的版本8.0.34,x84,64-bit

下載地址:https://downloads.mysql.com/archives/get/p/43/file/mysql-shell-8.0.34-linux-glibc2.12-x86-64bit.tar.gz

#下載包
[root@srebro.cn ~]# wget https://downloads.mysql.com/archives/get/p/43/file/mysql-shell-8.0.34-linux-glibc2.12-x86-64bit.tar.gz -C /root 

[root@srebro.cn ~]# tar -xf mysql-shell-8.0.34-linux-glibc2.12-x86-64bit.tar.gz 

[root@srebro.cn ~]# cd /root/mysql-shell-8.0.34-linux-glibc2.12-x86-64bit/bin 


[root@srebro.cn bin]# ./mysqlsh -uroot -p -S /tmp/mysql.sock -e "util.checkForServerUpgrade()" > util.checkForServerUpgrade.log

輸出報告

The MySQL server at /tmp%2Fmysql.sock, version 5.7.39-log - MySQL Community 
Server (GPL), will now be checked for compatibility issues for upgrade to MySQL 
8.0.34... 

1) Usage of old temporal type 
 No issues found 

2) MySQL 8.0 syntax check for routine-like objects 
 No issues found 

3) Usage of db objects with names conflicting with new reserved keywords 
 No issues found 

4) Usage of utf8mb3 charset 
 Warning: The following objects use the utf8mb3 character set. It is 
 recommended to convert them to use utf8mb4 instead, for improved Unicode 
 support. 
 More information: 
 https://dev.mysql.com/doc/refman/8.0/en/charset-unicode-utf8mb3.html 

 mysql - schema's default character set: utf8 
 test - schema's default character set: utf8 

5) Table names in the mysql schema conflicting with new tables in 8.0 
 No issues found 

6) Partitioned tables using engines with non native partitioning 
 No issues found 

7) Foreign key constraint names longer than 64 characters 
 No issues found 

8) Usage of obsolete MAXDB sql_mode flag 
 No issues found 

9) Usage of obsolete sql_mode flags 
 Notice: The following DB objects have obsolete options persisted for 
 sql_mode, which will be cleared during upgrade to 8.0. 
 More information: 
 https://dev.mysql.com/doc/refman/8.0/en/mysql-nutshell.html#mysql-nutshell-removals 

 global system variable sql_mode - defined using obsolete NO_AUTO_CREATE_USER 
 option 

10) ENUM/SET column definitions containing elements longer than 255 characters 
 No issues found 

11) Usage of partitioned tables in shared tablespaces 
 No issues found 

12) Circular directory references in tablespace data file paths 
 No issues found 

13) Usage of removed functions 
 No issues found 

14) Usage of removed GROUP BY ASC/DESC syntax 
 No issues found 

15) Removed system variables for error logging to the system log configuration 
 To run this check requires full path to MySQL server configuration file to be specified at 'configPath' key of options dictionary 
 More information: 
 https://dev.mysql.com/doc/relnotes/mysql/8.0/en/news-8-0-13.html#mysqld-8-0-13-logging 

16) Removed system variables 
 To run this check requires full path to MySQL server configuration file to be specified at 'configPath' key of options dictionary 
 More information: 
 https://dev.mysql.com/doc/refman/8.0/en/added-deprecated-removed.html#optvars-removed 

17) System variables with new default values 
 To run this check requires full path to MySQL server configuration file to be specified at 'configPath' key of options dictionary 
 More information: 
 https://mysqlserverteam.com/new-defaults-in-mysql-8-0/ 

18) Zero Date, Datetime, and Timestamp values 
 No issues found 


19) Schema inconsistencies resulting from file removal or corruption 
 No issues found 

20) Tables recognized by InnoDB that belong to a different engine 
 No issues found 

21) Issues reported by 'check table x for upgrade' command 
 No issues found 

22) New default authentication plugin considerations 
 Warning: The new default authentication plugin 'caching_sha2_password' offers 
 more secure password hashing than previously used 'mysql_native_password' 
 (and consequent improved client connection authentication). However, it also 
 has compatibility implications that may affect existing MySQL installations. 
 If your MySQL installation must serve pre-8.0 clients and you encounter 
 compatibility issues after upgrading, the simplest way to address those 
 issues is to reconfigure the server to revert to the previous default 
 authentication plugin (mysql_native_password). For example, use these lines 
 in the server option file: 
 
 [mysqld] 
 default_authentication_plugin=mysql_native_password 
 
 However, the setting should be viewed as temporary, not as a long term or 
 permanent solution, because it causes new accounts created with the setting 
 in effect to forego the improved authentication security. 
 If you are using replication please take time to understand how the 
 authentication plugin changes may impact you. 
 More information: 
 https://dev.mysql.com/doc/refman/8.0/en/upgrading-from-previous-series.html#upgrade-caching-sha2-password-compatibility-issues 
 https://dev.mysql.com/doc/refman/8.0/en/upgrading-from-previous-series.html#upgrade-caching-sha2-password-replication 

23) Columns which cannot have default values 
 No issues found 

24) Check for invalid table names and schema names used in 5.7 
 No issues found 

25) Check for orphaned routines in 5.7 
 No issues found 

26) Check for deprecated usage of single dollar signs in object names 
 No issues found 

27) Check for indexes that are too large to work on higher versions of MySQL 
Server than 5.7 
 No issues found 

28) Check for deprecated '.<table>' syntax used in routines. 
 No issues found 

Errors: 0 
Warnings: 3 
Notices: 1 

NOTE: No fatal errors were found that would prevent an upgrade, but some potential issues were detected. Please ensure that the reported issues are not significant before upgrading.

從輸出報告可以看出,升級檢查器在28個方面進(jìn)行了檢查,最終得出3個警告信息和1個提示。

消除警告:

Usage of utf8mb3 charset 在 MySQL 8.0版本之前,默認(rèn)字符集為latin1 ,utf8字符集指向的是utf8mb3 。從MySQL8.0開始,數(shù)據(jù)庫的默認(rèn)編碼將改為utf8mb4 ;為了避免新舊對象字符集不一致的情況,可以在配置文件將字符集和校驗(yàn)規(guī)則設(shè)置為舊版本的字符集和比較規(guī)則。

New default authentication plugin considerations,密碼認(rèn)證插件變更。為了避免連接問題,可以仍采用5.7的mysql_native_password認(rèn)證插件。

消除提示:

Usage of obsolete sql_mode flags:MySQL 8.0 版本sql_mode不支持NO_AUTO_CREATE_USER,要避免配置的sql_mode中帶有NO_AUTO_CREATE_USER。

通過以上的例子,可以發(fā)現(xiàn),MySQL Shell提供的升級檢查工具能夠幫助我們檢測版本兼容性,減輕升級工作負(fù)擔(dān)。

5.2 邏輯備份MySQL數(shù)據(jù)

which mysqldump 
/home/application/mysql/app/bin/mysqldump 

# --routines 備份存儲過程和函數(shù);--set-gtid-purged=OFF: 禁用GTID(全局事務(wù)標(biāo)識);xxx1,XXX2 表示庫名,備份多個庫用空格做為間隔
/home/application/mysql/app/bin/mysqldump -uroot -p --routines --set-gtid-purged=OFF --databases XXX1 XXX2 > /root/all-database-20231026.sql

5.3 優(yōu)雅的停止數(shù)據(jù)庫

# 進(jìn)入原5.7 mysql命令行 正確關(guān)閉數(shù)據(jù)庫
[root@srebro.cn ~]# mysql -uroot -p'srebro' 
mysql> select version(); 
+------------+ 
| version() | 
+------------+ 
| 5.7.43-log | 
+------------+ 
1 row in set (0.00 sec) 

mysql> show variables like 'innodb_fast_shutdown'; 
+----------------------+-------+ 
| Variable_name | Value | 
+----------------------+-------+ 
| innodb_fast_shutdown | 1 | 
+----------------------+-------+ 
1 row in set (0.00 sec) 

# 確保數(shù)據(jù)都刷到硬盤上,更改成0

InnoDB 關(guān)閉模式。

如果值為 0,InnoDB 會在關(guān)閉前進(jìn)行緩慢關(guān)閉、完全清除和更改緩沖區(qū)合并。

如果值為 1(默認(rèn)值),InnoDB 會在關(guān)閉時跳過這些操作,這個過程稱為快速關(guān)閉。

如果值為 2,InnoDB 刷新其日志并冷關(guān)機(jī),就好像 MySQL 崩潰了;沒有提交的事務(wù)丟失,但崩潰恢復(fù)操作使下一次啟動需要更長的時間。在仍然緩沖大量數(shù)據(jù)的極端情況下,緩慢關(guān)閉可能需要幾分鐘甚至幾小時。

mysql> set global innodb_fast_shutdown=0;

Query OK, 0 rows affected (0.00 sec)







mysql> shutdown;

Query OK, 0 rows affected (0.00 sec)



mysql> exit

Bye

[root@cmdb ~]# ps -ef | grep mysql

root     30990 30934  0 16:12 pts/0    00:00:00 grep --color=auto mysql

5.4 備份MySQL 數(shù)據(jù)目錄,安裝目錄和配置文件

--確認(rèn)數(shù)據(jù)庫狀態(tài)為關(guān)閉狀態(tài)
[root@srebro.cn ~]# systemctl status mysqld 

--數(shù)據(jù)目錄備份
[root@srebro.cn ~]# cp -r /home/application/mysql/data /home/application/mysql/data_bak_`date +%F` 

--安裝目錄備份
[root@srebro.cn ~]# cp -r /home/application/mysql/app/ /home/application/mysql/app_bak_`date +%F` 


--配置文件備份
[root@srebro.cn ~]# cp /etc/my.cnf /etc/my.cnf_`date +%F`

5.5 下載并解壓MySQL8.0

https://dev.mysql.com/downloads/

選擇 Archives ,查詢更多版本

下載地址:https://downloads.mysql.com/archives/get/p/23/file/mysql-8.0.34-linux-glibc2.12-x86_64.tar.xz 選擇mysql-8.0.34-linux-glibc2.12-x86_64.tar.xz

#執(zhí)行以下步驟解壓tar包:
# 安裝包上傳至原安裝包目錄下 我的是/home/application/mysql 

[root@srebro.cn ~]# cd /home/application/mysql 
[root@srebro.cn mysql]# wget https://downloads.mysql.com/archives/get/p/23/file/mysql-8.0.34-linux-glibc2.12-x86_64.tar.xz 

[root@srebro.cn mysql]# tar -xf mysql-8.0.34-linux-glibc2.12-x86_64.tar.xz 

# 文件夾重命名為mysql8 
[root@srebro.cn mysql]# mv mysql-8.0.34-linux-glibc2.12-x86_64 mysql8 

# 更改文件夾所屬
[root@srebro.cn mysql]# chown -Rf mysql:mysql /home/application/mysql/mysql8 

# 刪除安裝包
[root@srebro.cn mysql]# rm -rf mysql-8.0.34-linux-glibc2.12-x86_64.tar.xz

6.升級

6.1 修改 my.cnf 配置文件

因5.7版本與8.0版本參數(shù)有所不同,為了能順利升級,我們需要更改部分配置參數(shù)。主要注意sql_mode、basedir、密碼認(rèn)證插件及字符集設(shè)置,其他參數(shù)最好還是按照原5.7的來,不需要做調(diào)整。下面展示5.7和8.0的配置文件,注意備份原來配置文件。

6.1.1 MySQL5.7_my.cnf 配置文件

[mysql]
socket=/tmp/mysql.sock 
default-character-set=utf8 

[mysqld]
user=mysql 
basedir=/home/application/mysql/app 
datadir=/home/application/mysql/data 
character_set_server=utf8 
collation-server=utf8_general_ci 

#日志時間
log_timestamps=SYSTEM 

port=3306
socket=/tmp/mysql.sock 

max_connections=1000
max_allowed_packet=500M 
sql_mode=STRICT_TRANS_TABLES,NO_ZERO_IN_DATE,NO_ZERO_DATE,ERROR_FOR_DIVISION_BY_ZERO,NO_AUTO_CREATE_USER,NO_ENGINE_SUBSTITUTION 


#慢日志
long_query_time=3
slow_query_log=ON 
slow_query_log_file=/home/application/mysql/slow_query.log 
 
#錯誤日志
log-error=/home/application/mysql/mysql-error.log 



#binlog配置
server_id=150
log-bin=mysql-bin 
max_binlog_size = 100M 
binlog_format=row 
log_slave_updates 
expire_logs_days=7
#只能用IP地址檢查客戶端的登錄,不用主機(jī)名
skip-name-resolve=1

6.1.2 MySQL8.0_my.cnf 配置文件

[mysql]
socket=/tmp/mysql.sock 
default-character-set=utf8 

[mysqld]
user=mysql 
#日志時間
log_timestamps=SYSTEM 
port=3306
socket=/tmp/mysql.sock 
max_connections=1000
max_allowed_packet=500M 
#只能用IP地址檢查客戶端的登錄,不用主機(jī)名
skip-name-resolve=1

#binlog配置
server_id=150
log-bin=mysql-bin 
max_binlog_size = 100M 
binlog_format=row 
log_slave_updates 
expire_logs_days=7
#慢日志
long_query_time=3
slow_query_log=ON 
slow_query_log_file=/home/application/mysql/slow_query.log 
 
#錯誤日志
log-error=/home/application/mysql/mysql-error.log 



#for8.0 
sql_mode = STRICT_TRANS_TABLES,NO_ZERO_IN_DATE,NO_ZERO_DATE,ERROR_FOR_DIVISION_BY_ZERO,NO_ENGINE_SUBSTITUTION 
basedir=/home/application/mysql/mysql8 
datadir=/home/application/mysql/data 
character_set_server=utf8 
collation-server=utf8_general_ci 
# 默認(rèn)使用"mysql_native_password"插件認(rèn)證
default_authentication_plugin=mysql_native_password 
# 創(chuàng)建新表時將使用的默認(rèn)存儲引擎
default-storage-engine=INNODB

6.2 執(zhí)行升級程序

在MySQL 5.7升級的時候,MySQL啟動后還需執(zhí)行mysql_upgrade后重啟MySQL。MySQL8.0.16開始,MySQL 不推薦使用mysql_upgrade;直接使用 mysqld_safe 直接啟動。

關(guān)于--upgrade=的一些參數(shù)

--upgrade=AUTO MySQL升級所有過時的內(nèi)容

--upgrade=NONE MySQL跳過升級步驟,可能會導(dǎo)致報錯

--upgrade=MINIMAL MySQL在必要時升級數(shù)據(jù)字典表,information_schema和information_schema。這可能會導(dǎo)致部分功能不能正常使用,例如MGR

--upgrade=FORCE MySQL會升級所有的內(nèi)容,這會檢查所有schema的所有對象,導(dǎo)致MySQL需要更長的時間啟動。此模式下MySQL會重新創(chuàng)建系統(tǒng)表if they are missing。

[root@srebro.cn ~]# /home/application/mysql/mysql8/bin/mysqld_safe --defaults-file=/etc/my.cnf --user=mysql --upgrade=FORCE

2023-10-30T07:33:23.595626Z mysqld_safe Logging to '/home/application/mysql/mysql-error.log'.

2023-10-30T07:33:23.620303Z mysqld_safe Starting mysqld daemon with databases from /home/application/mysql/data

如出現(xiàn)一直卡住不用擔(dān)心

新開一個窗口,可觀察下錯誤日志看是否報錯/home/application/mysql/mysql-error.log 然后登錄數(shù)據(jù)庫測試

[root@srebro.cn ~]# mysql -uroot -p'srebro' 
Enter password: 
Welcome to the MySQL monitor. Commands end with ; or \g. 
Your MySQL connection id is 12 
Server version: 8.0.34 MySQL Community Server - GPL 

Copyright (c) 2000, 2022, Oracle and/or its affiliates. 

Oracle is a registered trademark of Oracle Corporation and/or its 
affiliates. Other names may be trademarks of their respective 
owners. 

Type 'help;' or '\h' for help. Type '\c' to clear the current input statement. 


mysql> select version(); 
+-----------+ 
| version() | 
+-----------+ 
| 8.0.34 | 
+-----------+ 
1 row in set (0.00 sec) 

mysql> 

6.3 修改MySQL環(huán)境變量

由于basedir 從/home/application/mysql/app 變成了 /home/application/mysql/mysql8,需要修改下環(huán)境變量信息:

[root@srebro.cn ~]# vim /etc/profile 
export PATH=$PATH:/home/application/mysql/mysql8/bin 
....... 


#使環(huán)境變量生效
[root@srebro.cn ~]# source /etc/profile 
#驗(yàn)證下mysql環(huán)境變量
#退出當(dāng)前終端
[root@srebro.cn ~]# exit 

[root@srebro.cn ~]# which mysql 
/home/application/mysql/mysql8/bin/mysql 
[root@srebro.cn ~]# mysql -V 
mysql Ver 8.0.34 for Linux on x86_64 (MySQL Community Server - GPL)

6.4 停止mysqld_safe進(jìn)程,使用systemd管理MySQL 8.0

[root@cmdb ~]# kill -9 `ps -ef | grep mysql | awk '{print $2}'` 


#確認(rèn)沒有mysql進(jìn)程
[root@cmdb ~]# ps -ef | grep mysql 


#使用systemd管理mysql8 
#修改原先的ExecStart中,basedir的路徑,改為mysql8 的路徑


[root@cmdb ~]# vim /etc/systemd/system/mysqld.service 


[Unit] 
Descriptinotallow=MySQL Server 
Documentatinotallow=man:mysqld 
Documentatinotallow=http://dev.mysql.com/doc/refman/en/using-systemd.html 
After=network.target 
After=syslog.target 


[Install] 
WantedBy=multi-user.target 
[Service] 
User=mysql 
Group=mysql 
ExecStart=/home/application/mysql/mysql8/bin/mysqld --defaults-file=/etc/my.cnf

6.5 配置MySQL 8.0開機(jī)自啟&啟動MySQL 8.0

#reload下systemd 
[root@cmdb ~]# systemctl daemon-reload 

#加入開機(jī)自啟動
[root@cmdb ~]# systemctl enable mysqld 
Created symlink from /etc/systemd/system/multi-user.target.wants/mysqld.service to /etc/systemd/system/mysqld.service. 
#啟動mysql8數(shù)據(jù)庫
[root@cmdb ~]# systemctl start mysqld 

[root@cmdb ~]# ps -ef | grep mysql 
mysql 9497 1 36 14:59 ? 00:00:01 /home/application/mysql/mysql8/bin/mysqld --defaults-file=/etc/my.cnf 
root 9544 8560 0 14:59 pts/0 00:00:00 grep --color=auto mysql 


#登錄數(shù)據(jù)庫驗(yàn)證
[root@cmdb ~]# mysql -uroot -p'srebro' 
Enter password: 
Welcome to the MySQL monitor. Commands end with ; or \g. 
Your MySQL connection id is 8 
Server version: 8.0.34 MySQL Community Server - GPL 

Copyright (c) 2000, 2023, Oracle and/or its affiliates. 

Oracle is a registered trademark of Oracle Corporation and/or its 
affiliates. Other names may be trademarks of their respective 
owners. 

Type 'help;' or '\h' for help. Type '\c' to clear the current input statement. 

mysql> select version(); 
+-----------+ 
| version() | 
+-----------+ 
| 8.0.34 | 
+-----------+ 
1 row in set (0.00 sec) 

mysql> show databases; 
+--------------------+ 
| Database | 
+--------------------+ 
| information_schema | 
| mysql | 
| performance_schema | 
| srebro | 
| sys | 
| test | 
+--------------------+ 
5 rows in set (0.00 sec) 

mysql> 

7.遇到的問題

7.1 問題一

在升級MySQL8.0后,關(guān)于JDBC中SSL連接的一些報錯信息,如下圖:

經(jīng)排查發(fā)現(xiàn),MySQL 8.0數(shù)據(jù)庫默認(rèn)開啟了SSL認(rèn)證,且之前MySQL 5.7.39 也是默認(rèn)開啟了SSL認(rèn)證代碼和JDBC驅(qū)動版本都沒有變化,那很有可能就是MySQL 8.0 中對于SSL的一個變化咨詢了DBA 朋友,專業(yè)的解釋是,在5.7.31的時候SSL在源碼中貌似沒有真正的起作用,后面版本完善了這塊的內(nèi)容。倘若,不使用SSL去連接,就需要按照如下的方法去處理:

  1. 從數(shù)據(jù)庫面,直接在my.cnf 中 添加skip_ssl 參數(shù),從源頭上關(guān)閉SSL 認(rèn)證的方式
  2. 從代碼層面,在JDBC 連接中,使用 &useSSL=false 參數(shù),表示不使用SSL 認(rèn)證

7.2 問題二

MySQL報錯unblock with ‘mysqladmin flush-hosts’,報錯如下:

JDBC連接報錯,報錯內(nèi)容 ERROR 1129 (HY000): Host '192.168.1.34' is blocked because of many connection errors; unblock with 'mysqladmin flush-hosts'

原因:同一個ip在短時間內(nèi)產(chǎn)生太多,中斷的數(shù)據(jù)庫連接而導(dǎo)致的阻塞;而中斷的原因是有些業(yè)務(wù)使用SSL去連接數(shù)據(jù)庫,導(dǎo)致登錄失敗,登錄被鎖

臨時解決方法使用mysqladmin flush-hosts 命令清理一下hosts文件,mysqladmin -u xxx -p flush-hosts,根本上去解決,就需要排查什么異常的連接導(dǎo)致阻塞,登錄被鎖,比如上面提到的SSL認(rèn)證的問題。

參考資料

  1. https://www.modb.pro/db/1715541568826990592
  2. https://www.modb.pro/db/530848
  3. https://www.modb.pro/db/1716302208709517312

作者介紹

蔡柱梁,51CTO社區(qū)編輯,從事Java后端開發(fā)8年,做過傳統(tǒng)項(xiàng)目廣電BOSS系統(tǒng),后投身互聯(lián)網(wǎng)電商,負(fù)責(zé)過訂單,TMS,中間件等。


責(zé)任編輯:華軒 來源: 51CTO
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