数据抽取简单的来说,就是将一个表的数据提取到另一个表中。有很多的ETL工具可以帮助我们来进行数据的抽取和转换,ETL工具能进行一次性或者定时作业抽取数据,不过canal作为阿里巴巴提供的开源的数据抽取项目,能够做到实时抽取,原理就是伪装成mysql从节点,读取mysql的binlog,生成消息,客户端订阅这些数据变更消息,处理并存储。下面我们来一起搭建一下canal服务
配置mysql
mysql默认没有开启binlog,修改mysql的my.cnf文件,添加如下配置,注意binlog-format必须为row,因为binlog如果为
STATEMENT或者MIXED,则binlog中记录的是sql语句,不是具体的数据行,canal就无法解析到具体的数据变更了
log-bin=E:/mysql5.5/bin_log/mysql-bin.log
binlog-format=ROW
server-id=123
canal配置
下载并安装canal,在conf目录可以看到canal.properties文件,修改该文件为
#设置要监听的mysql服务器的地址和端口
canal.instance.master.address = 127.0.0.1:3306
#设置一个可访问mysql的用户名和密码并具有相应的权限,本示例用户名、密码都为canal
canal.instance.dbUsername = canal
canal.instance.dbPassword = canal
#连接的数据库
canal.instance.defaultDatabaseName =test
#订阅实例中所有的数据库和表
canal.instance.filter.regex = .*\..*
#连接canal的端口
canal.port= 11111
#监听到的数据变更发送的队列
canal.destinations= example
启动 bin/startup.sh 或bin/startup.bat
客户端代码
添加canal依赖
<dependency> <groupId>com.alibaba.otter</groupId> <artifactId>canal.client</artifactId> <version>1.0.21</version> </dependency>
package com.cw.demo.canal; import com.alibaba.otter.canal.client.CanalConnector; import com.alibaba.otter.canal.client.CanalConnectors; import com.alibaba.otter.canal.common.utils.AddressUtils; import com.alibaba.otter.canal.protocol.CanalEntry; import com.alibaba.otter.canal.protocol.Message; import com.google.protobuf.InvalidProtocolBufferException; import java.net.InetSocketAddress; import java.util.HashMap; import java.util.List; import java.util.Map; /** * Created by chenwei01 on 2017/4/9. */ public class CanalClient { public static void main(String[] args) { while (true) { //连接canal CanalConnector connector = CanalConnectors.newSingleConnector(new InetSocketAddress(AddressUtils.getHostIp(), 11111), "example", "canal", "canal"); connector.connect(); //订阅 监控的 数据库.表 connector.subscribe("demo_db.user_tab"); //一次取5条 Message msg = connector.getWithoutAck(5); long batchId = msg.getId(); int size = msg.getEntries().size(); if (batchId < 0 || size == 0) { System.out.println("没有消息,休眠5秒"); try { Thread.sleep(5000); } catch (InterruptedException e) { e.printStackTrace(); } } else { // CanalEntry.RowChange row = null; for (CanalEntry.Entry entry : msg.getEntries()) { try { row = CanalEntry.RowChange.parseFrom(entry.getStoreValue()); List<CanalEntry.RowData> rowDatasList = row.getRowDatasList(); for (CanalEntry.RowData rowdata : rowDatasList) { List<CanalEntry.Column> afterColumnsList = rowdata.getAfterColumnsList(); Map<String, Object> dataMap = transforListToMap(afterColumnsList); if (row.getEventType() == CanalEntry.EventType.INSERT) { //具体业务操作 System.out.println(dataMap); } else if (row.getEventType() == CanalEntry.EventType.UPDATE) { //具体业务操作 System.out.println(dataMap); } else if (row.getEventType() == CanalEntry.EventType.DELETE) { List<CanalEntry.Column> beforeColumnsList = rowdata.getBeforeColumnsList(); for (CanalEntry.Column column : beforeColumnsList) { if ("id".equals(column.getName())) { //具体业务操作 System.out.println("删除的id:" + column.getValue()); } } } else { System.out.println("其他操作类型不做处理"); } } } catch (InvalidProtocolBufferException e) { e.printStackTrace(); } } //确认消息 connector.ack(batchId); } } } public static Map<String, Object> transforListToMap(List<CanalEntry.Column> afterColumnsList) { Map map = new HashMap(); if (afterColumnsList != null && afterColumnsList.size() > 0) { for (CanalEntry.Column column : afterColumnsList) { map.put(column.getName(), column.getValue()); } } return map; } }