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mysql+canal+kafka+elasticsearch构建数据查询平台

热度:36   发布时间:2024-01-27 04:58:14.0

1. 实验环境

CPU:4
内存:8G
ip:192.168.0.187

开启iptables防火墙
关闭selinux
java >=1.5
使用yum方式安装的java,提前配置好JAVA_HOME环境变量

vim /etc/profile.d/java.sh#!/bin/bashexport JAVA_HOME=/usr/lib/jvm/java-1.8.0-openjdk # 路径根据实际情况而定export PATH=$PATH:$JAVA_HOME/bin
source /etc/profile.d/java.sh

2. MySQL信息

mysql账号
root
MySQL密码
liykpntuu9?C

操作

vim /etc/my.cnf
[mysqld]
log-bin=mysql-bin # 开启 binlog
binlog-format=ROW # 选择 ROW 模式
server_id=1 # 配置 MySQL replaction 需要定义,不要和 canal 的 slaveId 重复service mysqld restart

登陆数据库后操作

CREATE USER canal IDENTIFIED BY 'canal!%123AD';  
GRANT SELECT, REPLICATION SLAVE, REPLICATION CLIENT ON *.* TO 'canal'@'%';
FLUSH PRIVILEGES;

3. canal操作

# 下载
wget https://github.com/alibaba/canal/releases/download/canal-1.1.4/canal.deployer-1.1.4.tar.gz
mkdir -p /usr/local/canal
tar -zxv -f canal.deployer-1.1.4.tar.gz -C /usr/local/canal# 修改连接数据库的配置文件
cd /usr/local/canal
vim conf/example/instance.properties## mysql serverIdcanal.instance.mysql.slaveId = 123#position info,需要改成自己的数据库信息canal.instance.master.address = 127.0.0.1:3306 canal.instance.master.journal.name = canal.instance.master.position = canal.instance.master.timestamp = #canal.instance.standby.address = #canal.instance.standby.journal.name =#canal.instance.standby.position = #canal.instance.standby.timestamp = #username/password,需要改成自己的数据库信息canal.instance.dbUsername = canal  canal.instance.dbPassword = canal!%123ADcanal.instance.defaultDatabaseName =canal.instance.connectionCharset = UTF-8#table regexcanal.instance.filter.regex = .\*\\\\..\*# 启动
bash bin/startup.sh# 查看 server 日志
tail -n 30 logs/canal/canal.log2019-09-20 09:48:46.987 [main] INFO  com.alibaba.otter.canal.deployer.CanalLauncher - ## set default uncaught exception handler2019-09-20 09:48:47.019 [main] INFO  com.alibaba.otter.canal.deployer.CanalLauncher - ## load canal configurations2019-09-20 09:48:47.028 [main] INFO  com.alibaba.otter.canal.deployer.CanalStarter - ## start the canal server.2019-09-20 09:48:47.059 [main] INFO  com.alibaba.otter.canal.deployer.CanalController - ## start the canal server[192.168.0.187(192.168.0.187):11111]2019-09-20 09:48:48.228 [main] INFO  com.alibaba.otter.canal.deployer.CanalStarter - ## the canal server is running now ......# 查看 instance 的日志2019-09-20 09:48:47.395 [main] INFO  c.a.o.c.i.spring.support.PropertyPlaceholderConfigurer - Loading properties file from class path resource [canal.properties]2019-09-20 09:48:47.399 [main] INFO  c.a.o.c.i.spring.support.PropertyPlaceholderConfigurer - Loading properties file from class path resource [example/instance.properties]2019-09-20 09:48:47.580 [main] WARN  o.s.beans.GenericTypeAwarePropertyDescriptor - Invalid JavaBean property 'connectionCharset' being accessed! Ambiguous write methods found next to actually used [public void com.alibaba.otter.canal.parse.inbound.mysql.AbstractMysqlEventParser.setConnectionCharset(java.lang.String)]: [public void com.alibaba.otter.canal.parse.inbound.mysql.AbstractMysqlEventParser.setConnectionCharset(java.nio.charset.Charset)]2019-09-20 09:48:47.626 [main] INFO  c.a.o.c.i.spring.support.PropertyPlaceholderConfigurer - Loading properties file from class path resource [canal.properties]2019-09-20 09:48:47.626 [main] INFO  c.a.o.c.i.spring.support.PropertyPlaceholderConfigurer - Loading properties file from class path resource [example/instance.properties]2019-09-20 09:48:48.140 [main] INFO  c.a.otter.canal.instance.spring.CanalInstanceWithSpring - start CannalInstance for 1-example 2019-09-20 09:48:48.147 [main] WARN  c.a.o.canal.parse.inbound.mysql.dbsync.LogEventConvert - --> init table filter : ^.*\..*$2019-09-20 09:48:48.147 [main] WARN  c.a.o.canal.parse.inbound.mysql.dbsync.LogEventConvert - --> init table black filter : 2019-09-20 09:48:48.165 [main] INFO  c.a.otter.canal.instance.core.AbstractCanalInstance - start successful....2019-09-20 09:48:48.288 [destination = example , address = /127.0.0.1:3306 , EventParser] WARN  c.a.o.c.p.inbound.mysql.rds.RdsBinlogEventParserProxy - ---> begin to find start position, it will be long time for reset or first position2019-09-20 09:48:48.288 [destination = example , address = /127.0.0.1:3306 , EventParser] WARN  c.a.o.c.p.inbound.mysql.rds.RdsBinlogEventParserProxy - prepare to find start position just show master status2019-09-20 09:48:49.288 [destination = example , address = /127.0.0.1:3306 , EventParser] WARN  c.a.o.c.p.inbound.mysql.rds.RdsBinlogEventParserProxy - ---> find start position successfully, EntryPosition[included=false,journalName=mysql-bin.000004,position=4,serverId=1,gtid=<null>,timestamp=1568943354000] cost : 989ms , the next step is binlog dump# 关闭
bash bin/stop.sh# 端口使用情况
ss -tlnp
State       Recv-Q Send-Q            Local Address:Port      Peer Address:Port              
LISTEN      0      50                   *:11110                  *:*                   users:(("java",pid=2078,fd=109))
LISTEN      0      50                   *:11111                  *:*                   users:(("java",pid=2078,fd=105))
LISTEN      0      3                    *:11112                  *:*                   users:(("java",pid=2078,fd=87))# 端口号说明
# admin端口:11110
# tcp端口:11111
# metric端口:11112
# canal-admin 使用WEB UI界面查看管理canal# canal-admin的限定依赖:
#    MySQL,用于存储配置和节点等相关数据
#    canal版本,要求>=1.1.4 (需要依赖canal-server提供面向admin的动态运维管理接口)
wget https://github.com/alibaba/canal/releases/download/canal-1.1.4/canal.admin-1.1.4.tar.gz
tar -zxv -f canal-1.1.4/canal.admin-1.1.4.tar.gz -C /usr/local/src/canal_admin
vim conf/application.ymlserver:port: 8089 # 端口号,防火墙放行该端口号spring:jackson:date-format: yyyy-MM-dd HH:mm:sstime-zone: GMT+8spring.datasource:address: 127.0.0.1:3306 # 数据库地址和端口database: canal_manager # 数据库名username: canal_admin   # 数据库账号 ,注意跟一开始创建的canal账号区分开,需要修改一下password: ABC123,.abc@#11  # 数据库密码driver-class-name: com.mysql.jdbc.Driverurl: jdbc:mysql://${spring.datasource.address}/${spring.datasource.database}?useUnicode=true&characterEncoding=UTF-8&useSSL=falsehikari:maximum-pool-size: 30minimum-idle: 1canal:adminUser: admin   # 平台账号adminPasswd: admin # 平台密码# 注意,数据库名,账号和密码需要提前创建好
# 若修改默认的数据库名,则示例sql文件中也需要修改
# 这里只修改默认的数据库账号和密码,其余保持默认# 初始化元数据库
# 初始化SQL脚本里会默认创建canal_manager的数据库,建议使用root等有超级权限的账号进行初始化 b. canal_manager.sql默认会在conf目录下
mysql -hlocalhost -uroot -p
mysql> source /usr/local/canal_admin/conf/canal_manager.sql;# 启动
bash bin/startup.sh# 查看 admin 日志
tail -n 30 logs/admin.log2019-09-20 14:50:54.595 [main] INFO  org.apache.coyote.http11.Http11NioProtocol - Starting ProtocolHandler ["http-nio-8089"]2019-09-20 14:50:54.624 [main] INFO  org.apache.tomcat.util.net.NioSelectorPool - Using a shared selector for servlet write/read2019-09-20 14:50:54.812 [main] INFO  o.s.boot.web.embedded.tomcat.TomcatWebServer - Tomcat started on port(s): 8089 (http) with context path ''2019-09-20 14:50:54.818 [main] INFO  com.alibaba.otter.canal.admin.CanalAdminApplication - Started CanalAdminApplication in 11.057 seconds (JVM running for 12.731)# 浏览器访问,防火墙放行8089端口号
# 地址:http://192.168.0.187:8089/ 访问,默认密码:admin/123456 # 使用
# 创建一个集群,添加已有的canal
# 因为端口的问题,暂时只能添加一个
# 另外canal是否可以组件集群,还有待研究# 停止
bash bin/stop.sh

4. zookeeper

# 设置zookeeper集群
cd /usr/local/src
wget http://mirror.bit.edu.cn/apache/zookeeper/zookeeper-3.5.5/apache-zookeeper-3.5.5-bin.tar.gz
tar -zxvf apache-zookeeper-3.5.5-bin.tar.gz -C /usr/local
cd /usr/local/apache-zookeeper-3.5.5-binmkdir -p /zkdata/{zookeeper-1,zookeeper-2,zookeeper-3}cp conf/zoo_sample.cfg conf/zoo-1.cfg
# vim conf/zoo-1.cfgdataDir=/zkdata/zookeeper-1clientPort=2181server.1=127.0.0.1:2888:3888server.2=127.0.0.1:2889:3889server.3=127.0.0.1:2890:3890cp conf/zoo-1.cfg conf/zoo-2.cfg
cp conf/zoo-1.cfg conf/zoo-3.cfgvim conf/zoo-2.cfgdataDir=/zkdata/zookeeper-2clientPort=2182server.1=127.0.0.1:2888:3888server.2=127.0.0.1:2889:3889server.3=127.0.0.1:2890:3890vim conf/zoo-3.cfgdataDir=/zkdata/zookeeper-3clientPort=2183server.1=127.0.0.1:2888:3888server.2=127.0.0.1:2889:3889server.3=127.0.0.1:2890:3890echo '1' > /zkdata/zookeeper-1/myid
echo '2' > /zkdata/zookeeper-2/myid 
echo '3' > /zkdata/zookeeper-3/myid # 修改启动文件,避免后续出现如下错误
# stat is not executed because it is not in the whitelist.
# envi is not executed because it is not in the whitelist.# nc命令需要安装其他软件
yum install nmap-ncat# envi命令执行报错提示:envi is not executed because it is not in the whitelist.
# 解决办法 修改启动指令 zkServer.sh ,往里面添加 :ZOOMAIN="-Dzookeeper.4lw.commands.whitelist=* ${ZOOMAIN}"elseecho "JMX disabled by user request" >&2ZOOMAIN="org.apache.zookeeper.server.quorum.QuorumPeerMain" # 注意找到这个信息fi# 如果不想添加在这里,注意位置和赋值的顺序
ZOOMAIN="-Dzookeeper.4lw.commands.whitelist=* ${ZOOMAIN}"# 然后重启zookeeper# 集群启动脚本
vim start.shbash bin/zkServer.sh start conf/zoo-1.cfgbash bin/zkServer.sh start conf/zoo-2.cfgbash bin/zkServer.sh start conf/zoo-3.cfg# 集群关闭脚本
vim start.shbash bin/zkServer.sh stop conf/zoo-1.cfgbash bin/zkServer.sh stop conf/zoo-2.cfgbash bin/zkServer.sh stop conf/zoo-3.cfg# 检测集群状态
[root@bogon apache-zookeeper-3.5.5-bin]# bash bin/zkServer.sh status conf/zoo-1.cfg/usr/bin/javaZooKeeper JMX enabled by defaultUsing config: conf/zoo-1.cfgClient port found: 2181. Client address: localhost.Mode: follower[root@bogon apache-zookeeper-3.5.5-bin]# bash bin/zkServer.sh status conf/zoo-2.cfg/usr/bin/javaZooKeeper JMX enabled by defaultUsing config: conf/zoo-2.cfgClient port found: 2182. Client address: localhost.Mode: leader[root@bogon apache-zookeeper-3.5.5-bin]# bash bin/zkServer.sh status conf/zoo-3.cfg/usr/bin/javaZooKeeper JMX enabled by defaultUsing config: conf/zoo-3.cfgClient port found: 2183. Client address: localhost.Mode: follower
# 使用WEB UI查看监控集群-zk ui安装
cd /usr/localgit clone https://github.com/DeemOpen/zkui.gityum install -y maven# 更换使用阿里云maven源
vim /etc/maven/settings.xml <mirrors>  <mirror><id>nexus-aliyun</id><mirrorOf>central</mirrorOf><name>Nexus aliyun</name><url>http://maven.aliyun.com/nexus/content/groups/public</url></mirror></mirrors>cd zkui/mvn clean install# 修改配置文件默认值
vim config.cfgserverPort=9090     #指定端口zkServer=localhost:2181,localhost:2182,localhost:2183 # 不使用127.0.0.1sessionTimeout=300# userSet中是登陆web界面的用户名和密码#管理员#admin:manager#用户#appconfig:appconfig# 启动程序至后台
vim start.sh#!/bin/bashnohup java -jar target/zkui-2.0-SNAPSHOT-jar-with-dependencies.jar &# 浏览器访问
# 防火墙放行9090端口,后期改用nginx代理
http://192.168.0.187:9090/

5. Kafka

# kafka集群,伪集群
cd /usr/local/src
wget http://mirrors.tuna.tsinghua.edu.cn/apache/kafka/2.3.0/kafka_2.12-2.3.0.tgz
tar -zxv -f kafka_2.12-2.3.0.tgz -C /usr/local/
cd /usr/local/kafka_2.12-2.3.0/config
mkdir -p /kafkadata/{kafka-1,kafka-2,kafka-3}
cp server.properties server-1.properties
vim server-1.propertiesbroker.id=1delete.topic.enable=truelisteners=PLAINTEXT://:9092advertised.listeners=PLAINTEXT://localhost:9092log.dirs=/kafkadata/kafka-1zookeeper.connect=localhost:2181,localhost:2182,localhost:2183cp server-1.properties server-2.properties
vim server-2.propertiesbroker.id=2delete.topic.enable=truelisteners=PLAINTEXT://:9093log.dirs=/kafkadata/kafka-2zookeeper.connect=localhost:2181,localhost:2182,localhost:2183cp server-1.properties server-3.properties
vim server-3.propertiesbroker.id=3delete.topic.enable=truelisteners=PLAINTEXT://:9094log.dirs=/kafkadata/kafka-3zookeeper.connect=localhost:2181,localhost:2182,localhost:2183# 启动集群
vim start.sh#!/bin/bashbash bin/kafka-server-start.sh -daemon config/server-1.propertiesbash bin/kafka-server-start.sh -daemon config/server-2.propertiesbash bin/kafka-server-start.sh -daemon config/server-3.properties# 停止集群
vim stop.sh #!/bin/bashbash bin/kafka-server-stop.sh -daemon config/server-1.propertiesbash bin/kafka-server-stop.sh -daemon config/server-2.propertiesbash bin/kafka-server-stop.sh -daemon config/server-3.properties
# 监控kafka集群
# 有一个问题,需要在kafka-server-start.sh文件中配置端口,有如下三种办法
# 第一种:复制并修改kafka目录,比如kafka-1,kafka-2,kafka-3,然后再每个目录下修改kafka-server-start.sh文件
# 第二种:在启动脚本start.sh中添加指定端口
# 第三种:多复制几个kafka-server-start.sh文件,然后进行修改,最后在start.sh中修改一下# 以下三种方法任选其一即可# 第一种方式办法,相应行修改成如下形式,注意端口号不同
# 使用的是不同目录下的不同kafka-server-start.sh文件
# start.sh文件也需要做相应的修改
# kafka-1/bin/kafka-server-start.sh
if [ "x$KAFKA_HEAP_OPTS" = "x" ]; then# export KAFKA_HEAP_OPTS="-Xmx1G -Xms1G"export KAFKA_HEAP_OPTS="-server -Xms2G -Xmx2G -XX:PermSize=128m -XX:+UseG1GC -XX:MaxGCPauseMillis=200 -XX:ParallelGCThreads=8 -XX:ConcGCThreads=5 -XX:InitiatingHeapOccupancyPercent=70"export JMX_PORT="9997"
fi
# kafka-2/bin/kafka-server-start.sh
if [ "x$KAFKA_HEAP_OPTS" = "x" ]; then# export KAFKA_HEAP_OPTS="-Xmx1G -Xms1G"export KAFKA_HEAP_OPTS="-server -Xms2G -Xmx2G -XX:PermSize=128m -XX:+UseG1GC -XX:MaxGCPauseMillis=200 -XX:ParallelGCThreads=8 -XX:ConcGCThreads=5 -XX:InitiatingHeapOccupancyPercent=70"export JMX_PORT="9998"
fi
# kafka-3/bin/kafka-server-start.sh
if [ "x$KAFKA_HEAP_OPTS" = "x" ]; then# export KAFKA_HEAP_OPTS="-Xmx1G -Xms1G"export KAFKA_HEAP_OPTS="-server -Xms2G -Xmx2G -XX:PermSize=128m -XX:+UseG1GC -XX:MaxGCPauseMillis=200 -XX:ParallelGCThreads=8 -XX:ConcGCThreads=5 -XX:InitiatingHeapOccupancyPercent=70"export JMX_PORT="9999"
fi# start.sh#!/bin/bashbash kafka-1/bin/kafka-server-start.sh -daemon config/server-1.propertiesbash kafka-2/bin/kafka-server-start.sh -daemon config/server-2.propertiesbash kafka-3/bin/kafka-server-start.sh -daemon config/server-3.properties# 第二种方法
# 使用的用一个目录下的同一个文件,只是在每个命令前指定端口号
vim start.sh#!/bin/bashJMX_PORT=9997 bash bin/kafka-server-start.sh -daemon config/server-1.propertiesJMX_PORT=9998 bash bin/kafka-server-start.sh -daemon config/server-2.propertiesJMX_PORT=9999 bash bin/kafka-server-start.sh -daemon config/server-3.properties# 第三种方法
# 使用的是同一个目录下的不同kafka-server-start文件
# start.sh文件也需要做相应的修改
cp kafka-server-start.sh kafka-server-start-1.sh
cp kafka-server-start.sh kafka-server-start-2.sh
cp kafka-server-start.sh kafka-server-start-3.shvim kafka-server-start-1.shif [ "x$KAFKA_HEAP_OPTS" = "x" ]; then# export KAFKA_HEAP_OPTS="-Xmx1G -Xms1G"export KAFKA_HEAP_OPTS="-server -Xms2G -Xmx2G -XX:PermSize=128m -XX:+UseG1GC -XX:MaxGCPauseMillis=200 -XX:ParallelGCThreads=8 -XX:ConcGCThreads=5 -XX:InitiatingHeapOccupancyPercent=70"export JMX_PORT="9997"fi
vim kafka-server-start-2.shif [ "x$KAFKA_HEAP_OPTS" = "x" ]; then# export KAFKA_HEAP_OPTS="-Xmx1G -Xms1G"export KAFKA_HEAP_OPTS="-server -Xms2G -Xmx2G -XX:PermSize=128m -XX:+UseG1GC -XX:MaxGCPauseMillis=200 -XX:ParallelGCThreads=8 -XX:ConcGCThreads=5 -XX:InitiatingHeapOccupancyPercent=70"export JMX_PORT="9998"fi
vim kafka-server-start-3.shif [ "x$KAFKA_HEAP_OPTS" = "x" ]; then# export KAFKA_HEAP_OPTS="-Xmx1G -Xms1G"export KAFKA_HEAP_OPTS="-server -Xms2G -Xmx2G -XX:PermSize=128m -XX:+UseG1GC -XX:MaxGCPauseMillis=200 -XX:ParallelGCThreads=8 -XX:ConcGCThreads=5 -XX:InitiatingHeapOccupancyPercent=70"export JMX_PORT="9999"fivim start.sh #!/bin/bashbash bin/kafka-server-start-1.sh -daemon config/server-1.propertiesbash bin/kafka-server-start-2.sh -daemon config/server-2.propertiesbash bin/kafka-server-start-3.sh -daemon config/server-3.properties
cd /usr/local/src
wget https://github.com/smartloli/kafka-eagle-bin/archive/v1.3.9.tar.gz# 多次解压缩后得到kafka-eagle-web-1.3.9目录,然后把该目录复制到/usr/local目录下cd /usr/local/kafka-eagle-web-1.3.9/conf
vim system-config.propertieskafka.eagle.zk.cluster.alias=cluster1cluster1.zk.list=localhost:2181,localhost:2182,localhost:2183kafka.eagle.metrics.charts=true# 其余保持默认,数据库使用sqlite,注意路径需要事先创建好或修改成当前目录# 数据库也可以更换成MySQLkafka.eagle.url=jdbc:sqlite:/usr/local/kafka-eagle-web-1.3.9/db/ke.db# 注意
# kafka.eagle.zk.cluster.alias的值需要跟下面的这个cluster1.zk.list小数点第一个保持一致,比如都是cluster1,否则获取不到数据# 添加环境变量
vim /etc/profile.d/kafka_eagle.sh#!/bin/bashexport KE_HOME=/usr/local/kafka-eagle-web-1.3.9export PATH=$PATH:$KE_HOME/bin
source /etc/profile.d/kafka_eagle.sh# 命令相关
bash bin/ke.sh start|stop|status|stats|restart# 启动
bash bin/ke.sh start******************************************************************** Kafka Eagle system monitor port successful... *******************************************************************[2019-09-20 12:10:32] INFO: Status Code[0][2019-09-20 12:10:32] INFO: [Job done!]Welcome to__ __    ___     ____    __ __    ___            ______    ___    ______    __     ______/ //_/   /   |   / __/   / //_/   /   |          / ____/   /   |  / ____/   / /    / ____// ,<     / /| |  / /_    / ,<     / /| |         / __/     / /| | / / __    / /    / __/   / /| |   / ___ | / __/   / /| |   / ___ |        / /___    / ___ |/ /_/ /   / /___ / /___   /_/ |_|  /_/  |_|/_/     /_/ |_|  /_/  |_|       /_____/   /_/  |_|\____/   /_____//_____/   Version 1.3.9******************************************************************** Kafka Eagle Service has started success.* Welcome, Now you can visit 'http://127.0.0.1:8048/ke'* Account:admin ,Password:123456******************************************************************** <Usage> ke.sh [start|status|stop|restart|stats] </Usage>* <Usage> https://www.kafka-eagle.org/ </Usage>*******************************************************************# 浏览器访问,防火墙放行该端口,后期改用Nginx代理
地址:192.168.0.187:8048/ke
账号:admin,密码:123456

6. 投递数据到Kafka

# 先进行canal配置,改动配置文件canal.properties
# serverMode改为kafka
vim conf/canal.propertiescanal.serverMode = kafkacanal.mq.servers = localhost:9092,localhost:9093,localhost:9094vim conf/example/instance.propties# mq configcanal.mq.topic=canal_manager # 填写数据库库名,表示这个数据库的所有表的操作都在这个topic下# dynamic topic route by schema or table regex# canal.mq.dynamicTopic=.*\\..*canal.mq.partition=0# hash partition config# canal.mq.partitionsNum=10# canal.mq.partitionHash=.*\\..*# 以上具体规则详看官方文档# kafka开启消息队列的自动创建topic模式,相关配置在kafka的server.properties
echo 'auto.create.topics.enable=true' >> config/server-1.properties 
echo 'auto.create.topics.enable=true' >> config/server-2.properties 
echo 'auto.create.topics.enable=true' >> config/server-3.properties # 相关改动完成后重启canal和kafka# 使用canal_admin平台查看canal的状态
# Server管理,操作,日志# 使用zu ui平台查看kafka的topic情况
# 左侧导航Topic-List查看生成的topic,这里显示的是canal_manager,上面设置的那个数据库库名
# 点开Topic Name可以查看具体的数据个数# 使用命令行kafka-console-consumer.sh --topic canal_manager --bootstrap-server localhost:9092 --from-beginning查看canal传递给kafka的数据
# 插入一条数据{"data":[{"id":"13","username":"13","password":"6BB4837EB74329105EE4568DDA7DC67ED2CA2AD9","name":"Canal Manager","roles":"admin","introduction":null,"avatar":null,"creation_date":"2019-07-14 00:05:28"}],"database":"canal_manager","es":1568972329000,"id":10,"isDdl":false,"mysqlType":{"id":"bigint(20)","username":"varchar(31)","password":"varchar(128)","name":"varchar(31)","roles":"varchar(31)","introduction":"varchar(255)","avatar":"varchar(255)","creation_date":"timestamp"},"old":null,"pkNames":["id"],"sql":"","sqlType":{"id":-5,"username":12,"password":12,"name":12,"roles":12,"introduction":12,"avatar":12,"creation_date":93},"table":"canal_user","ts":1568972329456,"type":"INSERT"}
# 删除一条数据{"data":[{"id":"13","username":"13","password":"6BB4837EB74329105EE4568DDA7DC67ED2CA2AD9","name":"Canal Manager","roles":"admin","introduction":null,"avatar":null,"creation_date":"2019-07-14 00:05:28"}],"database":"canal_manager","es":1568972368000,"id":11,"isDdl":false,"mysqlType":{"id":"bigint(20)","username":"varchar(31)","password":"varchar(128)","name":"varchar(31)","roles":"varchar(31)","introduction":"varchar(255)","avatar":"varchar(255)","creation_date":"timestamp"},"old":null,"pkNames":["id"],"sql":"","sqlType":{"id":-5,"username":12,"password":12,"name":12,"roles":12,"introduction":12,"avatar":12,"creation_date":93},"table":"canal_user","ts":1568972369005,"type":"DELETE"}
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