记一次RabbitMQ解决分布式事务问题

本文介绍通过RabbitMQ解决高并发下分布式事务的一致性问题,利用MQ的异步通讯特性,确保订单系统与派单系统数据一致性。采用确认应答机制、手动ACK、补偿机制及幂等性处理,保障消息正确消费。

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案例说明:

经典案例,以目前流行点外卖的案例,用户下单后,调用订单服务,让后订单服务调用派单系统通知送外卖人员送单,这时候订单系统与派单系统采用MQ异步通讯,保证订单表和派单表必须一致!

用传统的HTTP协议不能解决高并发:

RabbitMQ解决分布式事务原理方案

  1. 确保生产者一定要将数据投递到MQ服务器中
    • 生产者采用confirm,确认应答机制
    • 如果失败,生产者进行重试。
  2. MQ消费者消息能够正常消费消息。
    • 采用手动ACK模式,使用补偿机制,注意幂等性问题。
  3. 采用补单机制。
    • 在创建一个补单消费者进行监听,如果订单创建后,又回滚了(数据不一致),此时需要将订单进行补偿。
    • 交换机采用路由键模式,补单队列和派但队列都绑定同一个路由键。

代码

派件表:

create TABLE platoon(
  id INT PRIMARY KEY AUTO_INCREMENT,
  orderId VARCHAR(255),
  takeout_userId int
 
)

订单表:

create TABLE order_info(
  id INT PRIMARY KEY AUTO_INCREMENT,
  name VARCHAR(30),  
  order_money INT,
  orderId VARCHAR(255)
  
);

生产者   

 1.实现接口 implements RabbitTemplate.ConfirmCallback

 2. 重写回调方法 ,成功、失败的调用  

@Override
public void confirm(CorrelationData correlationData, boolean ack, String cause) {

send方法里面调用回调函数:

this.rabbitTemplate.setMandatory(true);
this.rabbitTemplate.setConfirmCallback(this);

yml需要配置回调机制:

###开启消息确认机制 confirms
publisher-confirms: true
publisher-returns: true

 注意:重试也是有一定次数限制的 如果超过一定次数 就需要进行人工补偿了

 下单:

pom:

<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
    xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
    <modelVersion>4.0.0</modelVersion>
    <groupId>com.mayikt</groupId>
    <artifactId>rabbitmq_order</artifactId>
    <version>0.0.1-SNAPSHOT</version>
    <parent>
    <groupId>org.springframework.boot</groupId>
    <artifactId>spring-boot-starter-parent</artifactId>
    <version>2.0.1.RELEASE</version>
</parent>
    <dependencies>

        <dependency>
            <groupId>org.mybatis.spring.boot</groupId>
            <artifactId>mybatis-spring-boot-starter</artifactId>
            <version>1.1.1</version>
        </dependency>
        <!-- mysql 依赖 -->
        <dependency>
            <groupId>mysql</groupId>
            <artifactId>mysql-connector-java</artifactId>
        </dependency>
        <!-- 阿里巴巴数据源 -->
        <dependency>
            <groupId>com.alibaba</groupId>
            <artifactId>druid</artifactId>
            <version>1.0.14</version>
        </dependency>
        <!-- SpringBoot整合Web组件 -->
        <dependency>
            <groupId>org.springframework.boot</groupId>
            <artifactId>spring-boot-starter-web</artifactId>
        </dependency>
        <!-- springboot- 整个 lombok -->
        <dependency>
            <groupId>org.projectlombok</groupId>
            <artifactId>lombok</artifactId>
        </dependency>
        <!-- 添加springboot对amqp的支持 -->
        <dependency>
            <groupId>org.springframework.boot</groupId>
            <artifactId>spring-boot-starter-amqp</artifactId>
        </dependency>
        <dependency>
            <groupId>org.apache.commons</groupId>
            <artifactId>commons-lang3</artifactId>
        </dependency>
        <!--fastjson -->
        <dependency>
            <groupId>com.alibaba</groupId>
            <artifactId>fastjson</artifactId>
            <version>1.2.49</version>
        </dependency>
    </dependencies>
</project>

基础包:

public interface ApiConstants {
    // 响应请求成功
    String HTTP_RES_CODE_200_VALUE = "success";
    // 系统错误
    String HTTP_RES_CODE_500_VALUE = "fial";
    // 响应请求成功code
    Integer HTTP_RES_CODE_200 = 200;
    // 系统错误
    Integer HTTP_RES_CODE_500 = 500;
    // 未关联QQ账号
    Integer HTTP_RES_CODE_201 = 201;

}
import org.springframework.stereotype.Component;

@Component
public class BaseApiService {

    public ResponseBase setResultError(Integer code, String msg) {
        return setResult(code, msg, null);
    }

    // 返回错误,可以传msg
    public ResponseBase setResultError(String msg) {
        return setResult(ApiConstants.HTTP_RES_CODE_500, msg, null);
    }

    // 返回成功,可以传data值
    public ResponseBase setResultSuccess(Object data) {
        return setResult(ApiConstants.HTTP_RES_CODE_200, ApiConstants.HTTP_RES_CODE_200_VALUE, data);
    }

    // 返回成功,沒有data值
    public ResponseBase setResultSuccess() {
        return setResult(ApiConstants.HTTP_RES_CODE_200, ApiConstants.HTTP_RES_CODE_200_VALUE, null);
    }

    // 返回成功,沒有data值
    public ResponseBase setResultSuccess(String msg) {
        return setResult(ApiConstants.HTTP_RES_CODE_200, msg, null);
    }

    // 通用封装
    public ResponseBase setResult(Integer code, String msg, Object data) {
        return new ResponseBase(code, msg, data);
    }

}
import lombok.Data;

@Data
public class ResponseBase {

    private Integer rtnCode;
    private String msg;
    private Object data;

    public ResponseBase() {

    }

    public ResponseBase(Integer rtnCode, String msg, Object data) {
        super();
        this.rtnCode = rtnCode;
        this.msg = msg;
        this.data = data;
    }

    @Override
    public String toString() {
        return "ResponseBase [rtnCode=" + rtnCode + ", msg=" + msg + ", data=" + data + "]";
    }

}

补偿队列:

import lombok.Data;

@Data
public class ResponseBase {

    private Integer rtnCode;
    private String msg;
    private Object data;

    public ResponseBase() {

    }

    public ResponseBase(Integer rtnCode, String msg, Object data) {
        super();
        this.rtnCode = rtnCode;
        this.msg = msg;
        this.data = data;
    }

    @Override
    public String toString() {
        return "ResponseBase [rtnCode=" + rtnCode + ", msg=" + msg + ", data=" + data + "]";
    }

}

entity:

import lombok.Data;

@Data
public class OrderEntity {

    private Long id;
    // 订单名称
    private String name;
    // 下单金额
    private Double orderMoney;
    // 订单id
    private String orderId;
}

mapper:

import org.apache.ibatis.annotations.Insert;
import org.apache.ibatis.annotations.Options;
import org.apache.ibatis.annotations.Param;
import org.apache.ibatis.annotations.Select;

import com.mayikt.entity.OrderEntity;

public interface OrderMapper {

    @Insert(value = "INSERT INTO `order_info` VALUES (#{id}, #{name}, #{orderMoney},#{orderId})")
    @Options(useGeneratedKeys = true, keyProperty = "id", keyColumn = "id")
    public int addOrder(OrderEntity orderEntity);

    @Select("SELECT id as id ,name as name , order_money as orderMoney,orderId as orderId from order_info where orderId=#{orderId};")
    public OrderEntity findOrderId(@Param("orderId") String orderId);

}

MQ的配置:

import org.springframework.amqp.core.Binding;
import org.springframework.amqp.core.BindingBuilder;
import org.springframework.amqp.core.DirectExchange;
import org.springframework.amqp.core.DirectExchange;
import org.springframework.amqp.core.FanoutExchange;
import org.springframework.amqp.core.Queue;
import org.springframework.context.annotation.Bean;
import org.springframework.stereotype.Component;

@Component
public class RabbitmqConfig {

    // 下单并且派单存队列
    public static final String ORDER_DIC_QUEUE = "order_dic_queue";
    // 补单队列,判断订单是否已经被创建
    public static final String ORDER_CREATE_QUEUE = "order_create_queue";
    // 下单并且派单交换机
    private static final String ORDER_EXCHANGE_NAME = "order_exchange_name";

    // 1.定义订单队列
    @Bean
    public Queue directOrderDicQueue() {
        return new Queue(ORDER_DIC_QUEUE);
    }

    // 2.定义补订单队列
    @Bean
    public Queue directCreateOrderQueue() {
        return new Queue(ORDER_CREATE_QUEUE);
    }

    // 2.定义交换机
    @Bean
    DirectExchange directOrderExchange() {
        return new DirectExchange(ORDER_EXCHANGE_NAME);
    }

    // 3.订单队列与交换机绑定
    @Bean
    Binding bindingExchangeOrderDicQueue() {
        return BindingBuilder.bind(directOrderDicQueue()).to(directOrderExchange()).with("orderRoutingKey");
    }

    // 3.补单队列与交换机绑定
    @Bean
    Binding bindingExchangeCreateOrder() {
        return BindingBuilder.bind(directCreateOrderQueue()).to(directOrderExchange()).with("orderRoutingKey");
    }

}

service:

import java.util.UUID;

import org.springframework.amqp.core.Message;
import org.springframework.amqp.core.MessageBuilder;
import org.springframework.amqp.core.MessageProperties;
import org.springframework.amqp.rabbit.core.RabbitTemplate;
import org.springframework.amqp.rabbit.support.CorrelationData;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.stereotype.Service;

import com.alibaba.fastjson.JSONObject;
import com.mayikt.base.BaseApiService;
import com.mayikt.base.ResponseBase;
import com.mayikt.entity.OrderEntity;
import com.mayikt.mapper.OrderMapper;

@Service
public class OrderService extends BaseApiService implements RabbitTemplate.ConfirmCallback {
    @Autowired
    private OrderMapper orderMapper;
    @Autowired
    private RabbitTemplate rabbitTemplate;

    public ResponseBase addOrderAndDispatch() {
        //先下单 订单表插入数据
        OrderEntity orderEntity = new OrderEntity();
        orderEntity.setName("黄焖鸡米饭");
        // 价格是300元
        orderEntity.setOrderMoney(300d);
        // 商品id
        String orderId = UUID.randomUUID().toString();
        orderEntity.setOrderId(orderId);
        // 1.先下单,创建订单 (往订单数据库中插入一条数据)
        int orderResult = orderMapper.addOrder(orderEntity);
        System.out.println("orderResult:" + orderResult);
        if (orderResult <= 0) {
            return setResultError("下单失败!");
        }
        // 2.订单表插插入完数据后 订单表发送 外卖小哥
        send(orderId);
    //    int i = 1/0;   //发生异常
        return setResultSuccess();
    }

    private void send(String orderId) {
        JSONObject jsonObect = new JSONObject();
        jsonObect.put("orderId", orderId);
        String msg = jsonObect.toJSONString();
        System.out.println("msg:" + msg);
        // 封装消息
        Message message = MessageBuilder.withBody(msg.getBytes()).setContentType(MessageProperties.CONTENT_TYPE_JSON)
                .setContentEncoding("utf-8").setMessageId(orderId).build();
        // 构建回调返回的数据
        CorrelationData correlationData = new CorrelationData(orderId);
        // 发送消息
        this.rabbitTemplate.setMandatory(true);
        this.rabbitTemplate.setConfirmCallback(this);
        rabbitTemplate.convertAndSend("order_exchange_name", "orderRoutingKey", message, correlationData);

    }

    // 生产消息确认机制 生产者往服务器端发送消息的时候 采用应答机制
    @Override
    public void confirm(CorrelationData correlationData, boolean ack, String cause) {
        String orderId = correlationData.getId(); //id 都是相同的哦  全局ID
        System.out.println("消息id:" + correlationData.getId()); 
        if (ack) { //消息发送成功
            System.out.println("消息发送确认成功");
        } else {
            //重试机制
            send(orderId); 
            System.out.println("消息发送确认失败:" + cause);
        }

    }

}

controller:

import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.web.bind.annotation.RequestMapping;
import org.springframework.web.bind.annotation.RestController;

import com.mayikt.base.BaseApiService;
import com.mayikt.base.ResponseBase;
import com.mayikt.service.OrderService;

@RestController
public class OrderController extends BaseApiService {
    @Autowired
    private OrderService orderService;

    @RequestMapping("/addOrder")
    public ResponseBase addOrder() {
        return orderService.addOrderAndDispatch();
    }

}

yml:

spring:
  rabbitmq:
  ####连接地址
    host: 192.168.91.6
   ####端口号   
    port: 5672
   ####账号 
    username: admin
   ####密码  
    password: admin
   ### 地址
    virtual-host: /admin_toov5
    ###开启消息确认机制 confirms
    publisher-confirms: true
    publisher-returns: true 
  #数据库连接信息
  datasource: 
        name: test
        url: jdbc:mysql://127.0.0.1:3306/test?useUnicode=true&characterEncoding=utf8&autoReconnect=true&rewriteBatchedStatements=TRUE
        username: root
        password: root
        # 使用druid数据源
        type: com.alibaba.druid.pool.DruidDataSource
        driver-class-name: com.mysql.jdbc.Driver

启动类:

package com.mayikt;

import org.mybatis.spring.annotation.MapperScan;
import org.springframework.boot.SpringApplication;
import org.springframework.boot.autoconfigure.SpringBootApplication;

@MapperScan("com.mayikt.mapper")
@SpringBootApplication
public class AppOrder {

    public static void main(String[] args) {
        SpringApplication.run(AppOrder.class, args);
    }

}

派单:

 

Entity:

package com.mayikt.entity;

import lombok.Data;

@Data
public class DispatchEntity {

    private Long id;
    // 订单号
    private String orderId;
    // 外卖员id
    private Long takeoutUserId;
    
}

Mapper:

package com.mayikt.mapper;

import org.apache.ibatis.annotations.Insert;

import com.mayikt.entity.DispatchEntity;

public interface DispatchMapper {

    /**
     * 新增派单任务
     */
    @Insert("INSERT into platoon values (null,#{orderId},#{takeoutUserId});")
    public int insertDistribute(DispatchEntity distributeEntity);

}

consumer:

 做一些路由器 队列 路由键的绑定 声明工作

package com.mayikt.rabbitmq.consumer;

import org.springframework.amqp.core.Binding;
import org.springframework.amqp.core.BindingBuilder;
import org.springframework.amqp.core.DirectExchange;
import org.springframework.amqp.core.DirectExchange;
import org.springframework.amqp.core.FanoutExchange;
import org.springframework.amqp.core.Queue;
import org.springframework.context.annotation.Bean;
import org.springframework.stereotype.Component;

@Component
public class RabbitmqConfig {

    // 下单并且派单存队列
    public static final String ORDER_DIC_QUEUE = "order_dic_queue";
    // 补单队列,判断订单是否已经被创建
    public static final String ORDER_CREATE_QUEUE = "order_create_queue";
    // 下单并且派单交换机
    private static final String ORDER_EXCHANGE_NAME = "order_exchange_name";

    // 1.定义派单队列
    @Bean
    public Queue OrderDicQueue() {
        return new Queue(ORDER_DIC_QUEUE);
    }
/*
    // 2.定义补订单队列
    @Bean
    public Queue directCreateOrderQueue() {
        return new Queue(ORDER_CREATE_QUEUE);
    }*/

    // 2.定义交换机
    @Bean
    DirectExchange directOrderExchange() {
        return new DirectExchange(ORDER_EXCHANGE_NAME);
    }

    // 3.订单队列与交换机绑定
    @Bean
    Binding bindingExchangeOrderDicQueue() {
        return BindingBuilder.bind(OrderDicQueue()).to(directOrderExchange()).with("orderRoutingKey");
    }

    /*// 3.补单队列与交换机绑定
    @Bean
    Binding bindingExchangeCreateOrder() {
        return BindingBuilder.bind(OrderDicQueue()).to(directOrderExchange()).with("orderRoutingKey");
    }*/

}

派件消费:

package com.mayikt.rabbitmq.consumer;

import java.util.Map;

import org.apache.commons.lang3.StringUtils;
import org.springframework.amqp.core.Message;
import org.springframework.amqp.rabbit.annotation.RabbitListener;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.messaging.handler.annotation.Headers;
import org.springframework.stereotype.Component;

import com.alibaba.fastjson.JSONObject;
import com.mayikt.entity.DispatchEntity;
import com.mayikt.mapper.DispatchMapper;
import com.rabbitmq.client.Channel;

/**
 * 派单服务
 */
@Component
public class DispatchConsumer {
    @Autowired
    private DispatchMapper dispatchMapper;

    @RabbitListener(queues = "order_dic_queue")
    public void process(Message message, @Headers Map<String, Object> headers, Channel channel) throws Exception {
        String messageId = message.getMessageProperties().getMessageId();
        String msg = new String(message.getBody(), "UTF-8");
        System.out.println("派单服务平台" + msg + ",消息id:" + messageId);
        JSONObject jsonObject = JSONObject.parseObject(msg);
        String orderId = jsonObject.getString("orderId");
        if (StringUtils.isEmpty(orderId)) {
            // 日志记录
            return;
        }
        DispatchEntity dispatchEntity = new DispatchEntity();
        // 订单id
        dispatchEntity.setOrderId(orderId);
        // 外卖员id
        dispatchEntity.setTakeoutUserId(12l);
        
        try {
            int insertDistribute = dispatchMapper.insertDistribute(dispatchEntity);
            if (insertDistribute > 0) {
                // 手动签收消息,通知mq服务器端删除该消息
                channel.basicAck(message.getMessageProperties().getDeliveryTag(), false);
            }
        } catch (Exception e) {
            e.printStackTrace();
            // // 丢弃该消息
            channel.basicNack(message.getMessageProperties().getDeliveryTag(), false, false);
        }
    }

}

启动类:

package com.mayikt;

import org.mybatis.spring.annotation.MapperScan;
import org.springframework.boot.SpringApplication;
import org.springframework.boot.autoconfigure.SpringBootApplication;

@MapperScan("com.mayikt.mapper")
@SpringBootApplication
public class AppDispatch {

    public static void main(String[] args) {
        SpringApplication.run(AppDispatch.class, args);
    }

}

yml:

spring:
  rabbitmq:
  ####连接地址
    host: 192.168.91.6
   ####端口号   
    port: 5672
   ####账号 
    username: admin
   ####密码  
    password: admin
   ### 地址
    virtual-host: /admin_toov5
    listener:
      simple:
        retry:
        ####开启消费者(程序出现异常的情况下会)进行重试
          enabled: true
         ####最大重试次数
          max-attempts: 5
        ####重试间隔次数
          initial-interval: 3000
        ####开启手动ack  
        acknowledge-mode: manual
         
  #数据库连接信息
  datasource: 
        name: test
        url: jdbc:mysql://127.0.0.1:3306/test?useUnicode=true&characterEncoding=utf8&autoReconnect=true&rewriteBatchedStatements=TRUE
        username: root
        password: root
        # 使用druid数据源
        type: com.alibaba.druid.pool.DruidDataSource
        driver-class-name: com.mysql.jdbc.Driver
server:
  port: 8081

pom:

<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
    xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
    <modelVersion>4.0.0</modelVersion>
    <groupId>com.itmayiedu</groupId>
    <artifactId>rabbitmq_stock</artifactId>
    <version>0.0.1-SNAPSHOT</version>
    <parent>
        <groupId>org.springframework.boot</groupId>
        <artifactId>spring-boot-starter-parent</artifactId>
        <version>2.0.1.RELEASE</version>
    </parent>
    <dependencies>

        <dependency>
            <groupId>org.mybatis.spring.boot</groupId>
            <artifactId>mybatis-spring-boot-starter</artifactId>
            <version>1.1.1</version>
        </dependency>
        <!-- mysql 依赖 -->
        <dependency>
            <groupId>mysql</groupId>
            <artifactId>mysql-connector-java</artifactId>
        </dependency>
        <!-- 阿里巴巴数据源 -->
        <dependency>
            <groupId>com.alibaba</groupId>
            <artifactId>druid</artifactId>
            <version>1.0.14</version>
        </dependency>
        <!-- SpringBoot整合Web组件 -->
        <dependency>
            <groupId>org.springframework.boot</groupId>
            <artifactId>spring-boot-starter-web</artifactId>
        </dependency>
        <!-- springboot- 整个 lombok -->
        <dependency>
            <groupId>org.projectlombok</groupId>
            <artifactId>lombok</artifactId>
        </dependency>
        <!-- 添加springboot对amqp的支持 -->
        <dependency>
            <groupId>org.springframework.boot</groupId>
            <artifactId>spring-boot-starter-amqp</artifactId>
        </dependency>
        <dependency>
            <groupId>org.apache.commons</groupId>
            <artifactId>commons-lang3</artifactId>
        </dependency>
        <!--fastjson -->
        <dependency>
            <groupId>com.alibaba</groupId>
            <artifactId>fastjson</artifactId>
            <version>1.2.49</version>
        </dependency>
    </dependencies>
</project>
### MQ分布式事务实现方案 在分布式系统中,消息队列(MQ)作为异步通信的核心组件,在解决分布式事务问题方面扮演着重要角色。以下是几种常见的基于MQ的分布式事务解决方案及其技术细节: #### 1. RocketMQ事务消息 RocketMQ提供了原生支持的事务消息功能,允许生产者发送半消息(Half Message),只有当本地事务执行完成后才会确认该消息并将其投递给消费者[^1]。 - **工作流程**:生产者发送一条半消息到Broker;随后,生产者的业务逻辑完成后再向Broker发送Commit或Rollback指令。 - **优点**:能够保证强一致性和高可靠性。 - **缺点**:依赖于特定的消息中间件特性。 ```java // RocketMQ事务消息示例代码 public class TransactionProducer { public static void main(String[] args) throws Exception { TransactionMQProducer producer = new TransactionMQProducer("transaction_producer_group"); producer.setNamesrvAddr("localhost:9876"); producer.start(); String destination = "TopicTest"; Message msg = new Message(destination, ("Hello RocketMQ").getBytes(RemotingHelper.DEFAULT_CHARSET)); SendResult sendResult = producer.sendMessageInTransaction(msg, null); System.out.printf("%s%n", sendResult); producer.shutdown(); } } ``` --- #### 2. 最大努力通知机制 最大努力通知是一种弱一致性保障方式,适用于对实时性要求不高的场景。它通过不断重试来尝试确保消息被消费方接收到[^1]。 - **工作流程**:生产者将消息发送至MQ后,定期轮询目标系统的状态反馈表,直到确认对方已接收消息为止。 - **优点**:简单易用,无需复杂的协调器参与。 - **缺点**:无法完全杜绝丢失风险,可能带来重复处理的风险。 --- #### 3. 可靠消息最终一致性模式 此方法利用数据库存储消息录,并结合定时任务检查未完成的任务状态,从而达到全局的一致性效果[^2]。 - **工作流程**: 1. 生产者先将待发消息存入本地数据库; 2. 成功入库后再推送至MQ; 3. 如果推送失败,则启动补偿机制重新尝试直至成功。 - **优点**:兼容性强,可适配多种主流MQ产品。 - **缺点**:增加了额外的数据持久化开销。 --- #### 4. TCC模式下的分布式事务管理 TCC(Try-Confirm-Cancel)是一种柔性事务框架,特别适合复杂业务场景下的跨服务协作需求[^3]。 - **核心思想**:分为三个阶段——预占资源(Try)、正式提交(Confirm)以及取消操作(Cancel)。每个环节都需要明确定义对应的接口行为。 - **适用范围**:金融支付、库存扣减等领域尤为常见。 ```python # Python伪代码展示TCC模式 class PaymentService: def try_payment(self, order_id): """ 预占资金 """ pass def confirm_payment(self, order_id): """ 正式扣除金额 """ pass def cancel_payment(self, order_id): """ 解冻冻结的资金 """ pass ``` --- #### 5. RabbitMQ与死信队列配合使用 对于某些特殊场景,可以借助RabbitMQ内置的DLX(Dead Letter Exchange)功能构建可靠的错误恢复路径[^4]。一旦正常队列中的消息因多次交付失败而失效时,它们会被自动路由到指定的目标地址供后续分析处理。 --- ### 总结 以上列举了几种典型的基于MQ的分布式事务设计方案,开发者应根据具体的项目背景和技术栈特点灵活选用合适的策略组合。无论是追求高性能还是极致准确性,这些工具都能提供相应的支撑能力。
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