数据同步工具 DataX 的使用

架构设计

 

 

特点:

  • 支持sql-server / oracle / mysql 等jdbc支持的数据库之间互导
  • 支持数据库与solr搜索引擎之间互导
  • 采用http协议传送数据,在网络环境复杂和连接不稳定的情况下能正常工作,也可以扩展成集群、转发、负载均衡等
  • 网络不稳定、数据库连接不稳定的情况下,有重连、重试机制
  • 复杂的数据处理和异构,自定义Query-SQL和Insert/Delete/Update-SQL
  • 分布式事务、数据一致性保护。导入错误的情况下,两边数据都不会发生更改
  • 在工作异常的情况下,可以发送短信或邮件通知
  • 可以通过http网页形式随时查看工作状态和cpu 内存使用情况,方便监控

下面假设一个应用场景:

  1. 在db1上有商品TB_DEMO2_PROD、价格TB_DEMO2_PRICE、库存TB_DEMO2_STORAGE。总共3张表格
  2. 在db2上有商品及价格表TB_MY_DEMO2_PROD,库存TB_MY_DEMO2_STORAGE表2张表格
  3. 有一个solr服务器,集中了商品、价格、库存等所有信息
  4. 当db1中有数据更改时,同步到db2的表中,并从db2同步到solr搜索服务器
  5. db1到solr的同步延迟控制在5秒以内
  6. 当同步过程中有任何异常时,即可发送短信

配置步骤

db1上建立测试表格

create table TB_DEMO2_PROD --商品表
(
  prod_id   VARCHAR2(200) not null, --商品ID
  prod_code VARCHAR2(200), --商品编号
  branchid  VARCHAR2(3),   --分公司编号
  prod_name VARCHAR2(200), --商品名称
  prod_unit VARCHAR2(50)   --计量单位
);

alter table TB_DEMO2_PROD
  add constraint PK_TB_DEMO2_PROD primary key (PROD_ID);

---------------
create table TB_DEMO2_PRICE      --价格表
(
  prod_id   VARCHAR2(200) not null, --商品ID
  price1 NUMBER(20,5),    --价格1
  price2 NUMBER(20,5),     --价格2
  price3 NUMBER(20,5)     --价格3
);

alter table TB_DEMO2_PRICE
  add constraint PK_TB_DEMO2_PRICE primary key (PROD_ID);

---------------  
create table TB_DEMO2_STORAGE      --库存表
(
  prod_id   VARCHAR2(200) not null, --商品ID
  amount NUMBER(18)    --库存量
);

alter table TB_DEMO2_STORAGE
  add constraint PK_TB_DEMO2_STORAGE primary key (PROD_ID);
  

 

db2上建立测试表格

create table TB_MY_DEMO2_PROD  --商品表
(
  prod_id   VARCHAR2(200) not null, --商品ID
  prod_code VARCHAR2(200), --商品编号
  branchid  VARCHAR2(3),   --分公司编号
  prod_name VARCHAR2(200), --商品名称
  prod_unit VARCHAR2(50),   --计量单位
  price1 NUMBER(20,5),    --价格1
  price2 NUMBER(20,5)     --价格2
);

alter table TB_MY_DEMO2_PROD
  add constraint PK_TB_MY_DEMO2_PROD primary key (PROD_ID);

---------------  
create table TB_MY_DEMO2_STORAGE      --库存表
(
  prod_id   VARCHAR2(200) not null, --商品ID
  amount NUMBER(18)    --库存量
);

alter table TB_MY_DEMO2_STORAGE
  add constraint PK_TB_MY_DEMO2_STORAGE primary key (PROD_ID);

 

 

建立DataX的系统事件表

如果db1上还没有DX_DATA_EVENT和DX_DATA_EVENT_STAGE表,就用下面的语句来执行建表操作

create table DX_DATA_EVENT_STAGE
(
  SYNC_NAME VARCHAR2(50) not null,  --同步方案名
  EVENT_ID    NUMBER(22) not null  --事件ID
);

alter table DX_DATA_EVENT_STAGE
  add constraint PK_DX_DATA_EVENT_STAGE primary key (SYNC_NAME);

create table DX_DATA_EVENT
(
  EVENT_ID NUMBER(22) not null,  --事件ID
  SYNC_NAME VARCHAR2(50) not null,  --同步方案名
  ROW_ID VARCHAR2(128),        --数据主键值
  OPT_TYPE VARCHAR2(1) not null,  --操作类型(U;D;I;)
  CREATE_TIME DATE not null    --更新时间
);

alter table DX_DATA_EVENT
  add constraint PK_DX_DATA_EVENT primary key (EVENT_ID);

create bitmap index IDX_DX_DATA_EVENT_SYNC_NAME on DX_DATA_EVENT (SYNC_NAME);
  
create sequence SEQ_DX_DATA_EVENT
minvalue 1
maxvalue 999999999999999999999999999
start with 1
increment by 1
cache 20;

 

 

编写同步方案的SQL语句

现在我们要开始做同步了,首先明确同步的方法,规定一个同步方案名(SyncName)

这是按照目标服务器的表格数来定义的,比如:J44_demo2Prod, J44_demo2Storage

 

编写同步源(source)的查询语句

<?xml version="1.0" encoding="UTF-8" ?>
<!DOCTYPE mapper PUBLIC "-//mybatis.org//DTD Mapper 3.0//EN" "http://mybatis.org/dtd/mybatis-3-mapper.dtd" >
<mapper namespace="demoOrder1_source" >

  <select id="fullQuery" resultType="java.util.HashMap"><![CDATA[
    select t.order_code, c.danw_bh, t.modify_time, t.create_time 
      from TB_ORDER_MAIN_PARTITION t
     inner join TB_CUST_MAIN c
        on t.cust_id = c.cust_id
        where t.branch_id = 'J44'
  ]]></select>

  <select id="deltaQuery" resultType="java.util.HashMap">
    select t.order_id, t.order_code, c.danw_bh, t.modify_time, t.create_time 
      from TB_ORDER_MAIN_PARTITION t
     inner join TB_CUST_MAIN c
        on t.cust_id = c.cust_id
        where t.order_id in 
    <foreach item="item" index="index" collection="list" open="(" separator="," close=")">
        #{item}
    </foreach>
  </select>
  
</mapper>

 

 

编写同步目标(target)的插入语句

<?xml version="1.0" encoding="UTF-8" ?>
<!DOCTYPE mapper PUBLIC "-//mybatis.org//DTD Mapper 3.0//EN" "http://mybatis.org/dtd/mybatis-3-mapper.dtd" >
<mapper namespace="demoOrder1_target" >
  <insert id="insertSum">
      <selectKey resultType="java.lang.Long" keyProperty="T1_ID" order="BEFORE" >
      SELECT SEQ_DX_TABLE1_SUM.NEXTVAL AS id FROM DUAL
    </selectKey>
    insert into dx_table1_sum
      (
      t1_id
      , billid
      , cust_code
      , last_modify
      , create_time
      )
    values
      (
      #{T1_ID, jdbcType=DECIMAL}
      , #{ORDER_CODE, jdbcType=VARCHAR}
      , #{DANW_BH, jdbcType=VARCHAR}
      , #{MODIFY_TIME, jdbcType=DATE}
      , #{CREATE_TIME, jdbcType=DATE}
      )
  </insert>
  
  <update id="updateSum">
    update dx_table1_sum
       set billid = #{BILLID, jdbcType=VARCHAR},
           cust_code = #{CUST_CODE, jdbcType=VARCHAR},
           last_modify = #{LAST_MODIFY, jdbcType=DATE},
           create_time = #{CREATE_TIME, jdbcType=DATE}
     where t1_id = #{entry.rowId, jdbcType=VARCHAR}
  </update>
  
  <delete id="deleteSum">
      delete from dx_table1_sum where t1_id = #{entry.rowId, jdbcType=VARCHAR}
  </delete>
  
  <delete id="clearSum">
      delete from dx_table1_sum
  </delete>
  
  <insert id="insertDet">
      <selectKey resultType="java.lang.Long" keyProperty="custId" order="BEFORE" >
      SELECT SEQ_DX_TABLE1_DET.NEXTVAL AS id FROM DUAL
    </selectKey>
    ...
  </insert>
</mapper>

 

 

在db1上编写触发器

----------- 表格 TB_DEMO2_PROD 对应同步方案是 sync_demo2Prod
create or replace trigger TRG_DX_TB_DEMO2_PROD
  after insert or update or delete on DX_TB_DEMO2_PROD for each row 
begin
  if inserting then 
      insert into DX_DATA_EVENT 
      values(SEQ_DX_DATA_EVENT.NEXTVAL,
              'sync_demo2Prod', :new.prod_id, 'I',  sysdate); 
  elsif updating then 
      insert into DX_DATA_EVENT 
      values(SEQ_DX_DATA_EVENT.NEXTVAL,
              'sync_demo2Prod', :old.prod_id, 'U',  sysdate);   
  elsif deleting then 
      insert into DX_DATA_EVENT 
      values(SEQ_DX_DATA_EVENT.NEXTVAL,
              'sync_demo2Prod', :old.prod_id, 'D',  sysdate);   
  end if;
end TRG_DX_TB_DEMO2_PROD;
----------- 表格 TB_DEMO2_PRICE 对应同步方案是 sync_demo2Prod
create or replace trigger TRG_DX_TB_DEMO2_PRICE
  after insert or update or delete on TB_DEMO2_PRICE for each row 
begin
  if inserting then 
      insert into DX_DATA_EVENT 
      values(SEQ_DX_DATA_EVENT.NEXTVAL,
              'sync_demo2Prod', :new.prod_id, 'I',  sysdate); 
  elsif updating then 
      insert into DX_DATA_EVENT 
      values(SEQ_DX_DATA_EVENT.NEXTVAL,
              'sync_demo2Prod', :old.prod_id, 'U',  sysdate);   
  elsif deleting then 
      insert into DX_DATA_EVENT 
      values(SEQ_DX_DATA_EVENT.NEXTVAL,
              'sync_demo2Prod', :old.prod_id, 'D',  sysdate);   
  end if;
end TRG_DX_TB_DEMO2_PRICE;
----------- 表格 DX_TB_DEMO2_STORAGE 对应同步方案是 sync_demo2Price
create or replace trigger TRG_DX_TB_DEMO2_STORAGE
  after insert or update or delete on TB_DEMO2_STORAGE for each row 
begin
  if inserting then 
      insert into DX_DATA_EVENT 
      values(SEQ_DX_DATA_EVENT.NEXTVAL,
              'sync_demo2Price', :new.prod_id, 'I',  sysdate); 
  elsif updating then 
      insert into DX_DATA_EVENT 
      values(SEQ_DX_DATA_EVENT.NEXTVAL,
              'sync_demo2Price', :old.prod_id, 'U',  sysdate);   
  elsif deleting then 
      insert into DX_DATA_EVENT 
      values(SEQ_DX_DATA_EVENT.NEXTVAL,
              'sync_demo2Price', :old.prod_id, 'D',  sysdate);   
  end if;
end TRG_DX_TB_DEMO2_STORAGE;

 

 

编写spring配置文件

<?xml version="1.0" encoding="UTF-8"?>
<beans xmlns="http://www.springframework.org/schema/beans" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
    xmlns:jee="http://www.springframework.org/schema/jee" xmlns:tx="http://www.springframework.org/schema/tx"
    xmlns:context="http://www.springframework.org/schema/context" xmlns:aop="http://www.springframework.org/schema/aop"
    xsi:schemaLocation="http://www.springframework.org/schema/beans http://www.springframework.org/schema/beans/spring-beans-3.0.xsd 
    http://www.springframework.org/schema/tx http://www.springframework.org/schema/tx/spring-tx-3.0.xsd 
    http://www.springframework.org/schema/jee http://www.springframework.org/schema/jee/spring-jee-3.0.xsd 
    http://www.springframework.org/schema/aop http://www.springframework.org/schema/aop/spring-aop-3.0.xsd 
    http://www.springframework.org/schema/context http://www.springframework.org/schema/context/spring-context-3.0.xsd"
    default-autowire="byName" default-lazy-init="false">
    
    <bean id="syncTarget_J44_demoOrder1" class="com.jzt.datax.core.SyncTargetServiceImpl">
        <property name="targetConfig" ref="syncTarget_J44_demoOrder1_config" />
    </bean>
    
    <bean id="syncSource_J44_demoOrder1" class="com.jzt.datax.core.SyncSourceServiceImpl">
        <property name="sourceConfig" ref="syncSource_J44_demoOrder1_config" />
    </bean>
    
    <bean id="syncTarget_J44_demoOrder1_config" class="com.jzt.datax.core.SyncTargetConfigration">
        <property name="syncName" value="J44_demoOrder1" />
        <property name="ibatisInsertData" value="demoOrder1_target.insertSum" />
        <property name="ibatisUpdateData" value="demoOrder1_target.updateSum" />
        <property name="ibatisDeleteData" value="demoOrder1_target.deleteSum" />
        <property name="ibatisBeforeFullSyncData" value="demoOrder1_target.clearSum" />
    </bean>
    
    <bean id="syncSource_J44_demoOrder1_config" class="com.jzt.datax.core.SyncSourceConfigration" >
        <!-- 名称(必须唯一) -->
        <property name="syncName" value="J44_demoOrder1" />
        <!-- 调度频率(cron表达式) -->
        <property name="tiggerCron" value="0/3 * * * * ?" />
        <!-- 事件检查动作 -->
        <property name="eventLookup" ref="defaultEventCheck" />
        <!-- 全量查询动作 -->
        <property name="ibatisFullQuery" value="demoOrder1_source.fullQuery" />
        <!-- 增量查询动作 -->
        <property name="ibatisDeltaQuery" value="demoOrder1_source.deltaQuery" />
        <!-- 查询结果中的主键字段名 -->
        <property name="identityField" value="ORDER_ID" />
        <!-- 同步管道 -->
        <property name="channel" ref="syncSource_J44_demoOrder1_channel" />
    </bean>
    
    <!-- 这里定义了一个同步管道,用http协议传输数据 -->
    <bean id="syncSource_J44_demoOrder1_channel" class="com.jzt.datax.core.channel.HttpPostChannel">
        <!-- 当上传数据达到某个阀值时开启压缩 -1代表永不压缩 0代表总是压缩 -->
        <property name="zipSize" value="-1" />
        <property name="dataTarget" value="http://127.0.0.1:9280/sync/J44_demoOrder1.json" />
    </bean>

</beans>

 

 转自https://www.cnblogs.com/luoyifan/articles/2953798.html

posted @ 2019-01-31 17:56  Ctrl`  阅读(3570)  评论(0编辑  收藏  举报