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<a href="http://oopsguy.com" target="_blank" class="custom-link">Oopsguy 的博客</a>
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<a href="https://github.com/oopsguy/microservices-from-design-to-deployment-chinese" target="_blank" class="custom-link">《微服务：从设计到部署》</a>
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Introduction
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0、前言
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<li class="chapter " data-level="1.3" data-path="1-introduction-to-microservices.html">
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1、微服务简介
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1.1、构建单体应用
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<a href="1-introduction-to-microservices.html#marching-toward-monolithic-hell">
1.2、走向单体地狱
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<li class="chapter " data-level="1.3.3" data-path="1-introduction-to-microservices.html">
<a href="1-introduction-to-microservices.html#tackling-the-complexity">
1.3、微服务-解决复杂问题
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<li class="chapter " data-level="1.3.4" data-path="1-introduction-to-microservices.html">
<a href="1-introduction-to-microservices.html#the-benefits-of-microservices">
1.4、微服务的优点
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<li class="chapter " data-level="1.3.5" data-path="1-introduction-to-microservices.html">
<a href="1-introduction-to-microservices.html#the-drawbacks-of-microservices">
1.5、微服务的缺点
</a>
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<li class="chapter " data-level="1.3.6" data-path="1-introduction-to-microservices.html">
<a href="1-introduction-to-microservices.html#summary">
1.6、总结
</a>
</li>
<li class="chapter " data-level="1.3.7" data-path="1-introduction-to-microservices.html">
<a href="1-introduction-to-microservices.html#microservices-in-action">
微服务实战：NGINX Plus 作为反向代理服务器
</a>
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</ul>
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<li class="chapter " data-level="1.4" data-path="2-using-an-api-gateway.html">
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2、使用 API 网关
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<ul class="articles">
<li class="chapter " data-level="1.4.1" data-path="2-using-an-api-gateway.html">
<a href="2-using-an-api-gateway.html#introduction">
2.1、简介
</a>
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<li class="chapter " data-level="1.4.2" data-path="2-using-an-api-gateway.html">
<a href="2-using-an-api-gateway.html#direct-client-to-microservice-communication">
2.2、客户端与微服务直接通信
</a>
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<li class="chapter " data-level="1.4.3" data-path="2-using-an-api-gateway.html">
<a href="2-using-an-api-gateway.html#using-an-api-gateway">
2.3、使用 API 网关
</a>
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<li class="chapter " data-level="1.4.4" data-path="2-using-an-api-gateway.html">
<a href="2-using-an-api-gateway.html#benefits-and-drawbacks-of-an-api-gateway">
2.4、API 网关的优点与缺点
</a>
</li>
<li class="chapter " data-level="1.4.5" data-path="2-using-an-api-gateway.html">
<a href="2-using-an-api-gateway.html#implementing-an-api-gateway">
2.5、实施 API 网关
</a>
<ul class="articles">
<li class="chapter " data-level="1.4.5.1" data-path="2-using-an-api-gateway.html">
<a href="2-using-an-api-gateway.html#performance-and-scalability">
2.5.1、性能与扩展
</a>
</li>
<li class="chapter " data-level="1.4.5.2" data-path="2-using-an-api-gateway.html">
<a href="2-using-an-api-gateway.html#using-a-reactive-programming-model">
2.5.2、使用响应式编程模型
</a>
</li>
<li class="chapter " data-level="1.4.5.3" data-path="2-using-an-api-gateway.html">
<a href="2-using-an-api-gateway.html#service-invocation">
2.5.3、服务调用
</a>
</li>
<li class="chapter " data-level="1.4.5.4" data-path="2-using-an-api-gateway.html">
<a href="2-using-an-api-gateway.html#service-discovery">
2.5.4、服务发现
</a>
</li>
<li class="chapter " data-level="1.4.5.5" data-path="2-using-an-api-gateway.html">
<a href="2-using-an-api-gateway.html#handling-partial-failures">
2.5.5、处理局部故障
</a>
</li>
</ul>
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<li class="chapter " data-level="1.4.6" data-path="2-using-an-api-gateway.html">
<a href="2-using-an-api-gateway.html#summary">
2.6、总结
</a>
</li>
<li class="chapter " data-level="1.4.7" data-path="2-using-an-api-gateway.html">
<a href="2-using-an-api-gateway.html#microservices-in-action">
微服务实战：NGINX Plus 作为 API 网关
</a>
</li>
</ul>
</li>
<li class="chapter " data-level="1.5" data-path="3-inter-process-communication.html">
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3、进程间通信
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<ul class="articles">
<li class="chapter " data-level="1.5.1" data-path="3-inter-process-communication.html">
<a href="3-inter-process-communication.html#introduction">
3.1、简介
</a>
</li>
<li class="chapter " data-level="1.5.2" data-path="3-inter-process-communication.html">
<a href="3-inter-process-communication.html#interaction-styles">
3.2、交互方式
</a>
</li>
<li class="chapter " data-level="1.5.3" data-path="3-inter-process-communication.html">
<a href="3-inter-process-communication.html#defining-apis">
3.3、定义 API
</a>
</li>
<li class="chapter " data-level="1.5.4" data-path="3-inter-process-communication.html">
<a href="3-inter-process-communication.html#evolving-apis">
3.4、演化 API
</a>
</li>
<li class="chapter " data-level="1.5.5" data-path="3-inter-process-communication.html">
<a href="3-inter-process-communication.html#handling-partial-failure">
3.5、处理局部故障
</a>
</li>
<li class="chapter " data-level="1.5.6" data-path="3-inter-process-communication.html">
<a href="3-inter-process-communication.html#ipc-technologies">
3.6、IPC 技术
</a>
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<li class="chapter " data-level="1.5.7" data-path="3-inter-process-communication.html">
<a href="3-inter-process-communication.html#asynchronous-message-based-communication">
3.7、异步、基于消息的通信
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<li class="chapter " data-level="1.5.8" data-path="3-inter-process-communication.html">
<a href="3-inter-process-communication.html#synchronous-request-response-ipc">
3.8、同步的请求/响应 IPC
</a>
<ul class="articles">
<li class="chapter " data-level="1.5.8.1" data-path="3-inter-process-communication.html">
<a href="3-inter-process-communication.html#rest">
3.8.1、REST
</a>
</li>
<li class="chapter " data-level="1.5.8.2" data-path="3-inter-process-communication.html">
<a href="3-inter-process-communication.html#thrift">
3.8.2、Thrift
</a>
</li>
</ul>
</li>
<li class="chapter " data-level="1.5.9" data-path="3-inter-process-communication.html">
<a href="3-inter-process-communication.html#message-formats">
3.9、消息格式
</a>
</li>
<li class="chapter " data-level="1.5.10" data-path="3-inter-process-communication.html">
<a href="3-inter-process-communication.html#summary">
3.10、总结
</a>
</li>
<li class="chapter " data-level="1.5.11" data-path="3-inter-process-communication.html">
<a href="3-inter-process-communication.html#microservices-in-action">
微服务实战：NGINX 与应用程序架构
</a>
</li>
</ul>
</li>
<li class="chapter " data-level="1.6" data-path="4-service-discovery.html">
<a href="4-service-discovery.html">
4、服务发现
</a>
<ul class="articles">
<li class="chapter " data-level="1.6.1" data-path="4-service-discovery.html">
<a href="4-service-discovery.html#why-use-service-discovery">
4.1、为何使用服务发现
</a>
</li>
<li class="chapter " data-level="1.6.2" data-path="4-service-discovery.html">
<a href="4-service-discovery.html#the-client-side-discovery-pattern">
4.2、客户端发现模式
</a>
</li>
<li class="chapter " data-level="1.6.3" data-path="4-service-discovery.html">
<a href="4-service-discovery.html#the-server-side-discovery-pattern">
4.3、服务端发现模式
</a>
</li>
<li class="chapter " data-level="1.6.4" data-path="4-service-discovery.html">
<a href="4-service-discovery.html#the-service-registry">
4.4、服务注册中心
</a>
</li>
<li class="chapter " data-level="1.6.5" data-path="4-service-discovery.html">
<a href="4-service-discovery.html#service-registration-options">
4.5、服务注册方式
</a>
</li>
<li class="chapter " data-level="1.6.6" data-path="4-service-discovery.html">
<a href="4-service-discovery.html#the-self-registration-pattern">
4.6、自注册模式
</a>
</li>
<li class="chapter " data-level="1.6.7" data-path="4-service-discovery.html">
<a href="4-service-discovery.html#the-third-party-registration-pattern">
4.7、第三方注册模式
</a>
</li>
<li class="chapter " data-level="1.6.8" data-path="4-service-discovery.html">
<a href="4-service-discovery.html#summary">
4.8、总结
</a>
</li>
<li class="chapter " data-level="1.6.9" data-path="4-service-discovery.html">
<a href="4-service-discovery.html#microservices-in-action">
微服务实战：灵活的 NGINX
</a>
</li>
</ul>
</li>
<li class="chapter active" data-level="1.7" data-path="5-event-driven-data-management-for-microservices.html">
<a href="5-event-driven-data-management-for-microservices.html">
5、事件驱动数据管理
</a>
<ul class="articles">
<li class="chapter " data-level="1.7.1" data-path="5-event-driven-data-management-for-microservices.html">
<a href="5-event-driven-data-management-for-microservices.html#microservices-and-the-problem-of-distributed-data-management">
5.1、微服务与分布式数据管理问题
</a>
</li>
<li class="chapter " data-level="1.7.2" data-path="5-event-driven-data-management-for-microservices.html">
<a href="5-event-driven-data-management-for-microservices.html#event-driven-architecture">
5.2、事件驱动架构
</a>
</li>
<li class="chapter " data-level="1.7.3" data-path="5-event-driven-data-management-for-microservices.html">
<a href="5-event-driven-data-management-for-microservices.html#achieving-atomicity">
5.3、实现原子性
</a>
</li>
<li class="chapter " data-level="1.7.4" data-path="5-event-driven-data-management-for-microservices.html">
<a href="5-event-driven-data-management-for-microservices.html#publishing-events-using-local-transactions">
5.4、使用本地事务发布事件
</a>
</li>
<li class="chapter " data-level="1.7.5" data-path="5-event-driven-data-management-for-microservices.html">
<a href="5-event-driven-data-management-for-microservices.html#mining-a-database-transaction-log">
5.5、挖掘数据库事务日志
</a>
</li>
<li class="chapter " data-level="1.7.6" data-path="5-event-driven-data-management-for-microservices.html">
<a href="5-event-driven-data-management-for-microservices.html#using-event-sourcing">
5.6、使用事件溯源
</a>
</li>
<li class="chapter " data-level="1.7.7" data-path="5-event-driven-data-management-for-microservices.html">
<a href="5-event-driven-data-management-for-microservices.html#summary">
5.7、总结
</a>
</li>
<li class="chapter " data-level="1.7.8" data-path="5-event-driven-data-management-for-microservices.html">
<a href="5-event-driven-data-management-for-microservices.html#microservices-in-action">
微服务实战：NGINX 与存储优化
</a>
</li>
</ul>
</li>
<li class="chapter " data-level="1.8" data-path="6-choosing-deployment-strategy.html">
<a href="6-choosing-deployment-strategy.html">
6、选择部署策略
</a>
<ul class="articles">
<li class="chapter " data-level="1.8.1" data-path="6-choosing-deployment-strategy.html">
<a href="6-choosing-deployment-strategy.html#motivations">
6.1、动机
</a>
</li>
<li class="chapter " data-level="1.8.2" data-path="6-choosing-deployment-strategy.html">
<a href="6-choosing-deployment-strategy.html#multiple-service-instances-per-host-pattern">
6.2、单主机多服务实例模式
</a>
</li>
<li class="chapter " data-level="1.8.3" data-path="6-choosing-deployment-strategy.html">
<a href="6-choosing-deployment-strategy.html#service-instance-per-host-pattern">
6.3、每个主机一个服务实例模式
</a>
<ul class="articles">
<li class="chapter " data-level="1.8.3.1" data-path="6-choosing-deployment-strategy.html">
<a href="6-choosing-deployment-strategy.html#service-instance-per-virtual-machine-pattern">
6.3.1、每个虚拟机一个服务实例模式
</a>
</li>
<li class="chapter " data-level="1.8.3.2" data-path="6-choosing-deployment-strategy.html">
<a href="6-choosing-deployment-strategy.html#service-instance-per-container-pattern">
6.3.2、每个容器一个服务实例模式
</a>
</li>
</ul>
</li>
<li class="chapter " data-level="1.8.4" data-path="6-choosing-deployment-strategy.html">
<a href="6-choosing-deployment-strategy.html#serverless-deployment">
6.4、Serverless 部署
</a>
</li>
<li class="chapter " data-level="1.8.5" data-path="6-choosing-deployment-strategy.html">
<a href="6-choosing-deployment-strategy.html#summary">
6.5、总结
</a>
</li>
<li class="chapter " data-level="1.8.6" data-path="6-choosing-deployment-strategy.html">
<a href="6-choosing-deployment-strategy.html#microservices-in-action">
微服务实战：使用 NGINX 在不同主机上部署微服务
</a>
</li>
</ul>
</li>
<li class="chapter " data-level="1.9" data-path="7-refactoring-a-monolith-into-microservices.html">
<a href="7-refactoring-a-monolith-into-microservices.html">
7、重构单体应用为微服务
</a>
<ul class="articles">
<li class="chapter " data-level="1.9.1" data-path="7-refactoring-a-monolith-into-microservices.html">
<a href="7-refactoring-a-monolith-into-microservices.html#overview-of-refactoring-to-microservices">
7.1、微服务重构概述
</a>
</li>
<li class="chapter " data-level="1.9.2" data-path="7-refactoring-a-monolith-into-microservices.html">
<a href="7-refactoring-a-monolith-into-microservices.html#strategy-1-Stop-digging">
7.2、策略一：停止挖掘
</a>
</li>
<li class="chapter " data-level="1.9.3" data-path="7-refactoring-a-monolith-into-microservices.html">
<a href="7-refactoring-a-monolith-into-microservices.html#strategy-2-split-frontend-and-backend">
7.3、策略二：前后端分离
</a>
</li>
<li class="chapter " data-level="1.9.4" data-path="7-refactoring-a-monolith-into-microservices.html">
<a href="7-refactoring-a-monolith-into-microservices.html#strategy-3-extract-services">
7.4、策略三：提取服务
</a>
<ul class="articles">
<li class="chapter " data-level="1.9.4.1" data-path="7-refactoring-a-monolith-into-microservices.html">
<a href="7-refactoring-a-monolith-into-microservices.html#prioritizing-which-modules-to-convert-into-services">
7.4.1、优先将哪些模块转换为微服务
</a>
</li>
<li class="chapter " data-level="1.9.4.2" data-path="7-refactoring-a-monolith-into-microservices.html">
<a href="7-refactoring-a-monolith-into-microservices.html#how-to-extract-a-module">
7.4.2、如何提取模块
</a>
</li>
</ul>
</li>
<li class="chapter " data-level="1.9.5" data-path="7-refactoring-a-monolith-into-microservices.html">
<a href="7-refactoring-a-monolith-into-microservices.html#summary">
7.5、总结
</a>
</li>
<li class="chapter " data-level="1.9.6" data-path="7-refactoring-a-monolith-into-microservices.html">
<a href="7-refactoring-a-monolith-into-microservices.html#microservices-in-action">
微服务实战：使用 NGINX 征服单体
</a>
</li>
</ul>
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<section class="normal markdown-section">
<h1 id="5&#x3001;&#x4E8B;&#x4EF6;&#x9A71;&#x52A8;&#x6570;&#x636E;&#x7BA1;&#x7406;">5&#x3001;&#x4E8B;&#x4EF6;&#x9A71;&#x52A8;&#x6570;&#x636E;&#x7BA1;&#x7406;</h1>
<p>&#x672C;&#x4E66;&#x4E3B;&#x8981;&#x4ECB;&#x7ECD;&#x5982;&#x4F55;&#x4F7F;&#x7528;&#x5FAE;&#x670D;&#x52A1;&#x6784;&#x5EFA;&#x5E94;&#x7528;&#xFF0C;&#x8FD9;&#x662F;&#x672C;&#x4E66;&#x7684;&#x7B2C;&#x4E94;&#x7AE0;&#x3002;<a href="1-introduction-to-microservices.html">&#x7B2C;&#x4E00;&#x7AE0;</a>&#x4ECB;&#x7ECD;&#x4E86;&#x5FAE;&#x670D;&#x52A1;&#x67B6;&#x6784;&#x6A21;&#x5F0F;&#xFF0C;&#x8BA8;&#x8BBA;&#x4E86;&#x4F7F;&#x7528;&#x5FAE;&#x670D;&#x52A1;&#x7684;&#x4F18;&#x70B9;&#x4E0E;&#x7F3A;&#x70B9;&#x3002;<a href="2-using-an-api-gateway.html">&#x7B2C;&#x4E8C;</a>&#x548C;<a href="3-inter-process-communication.html">&#x7B2C;&#x4E09;&#x7AE0;</a>&#x63CF;&#x8FF0;&#x4E86;&#x5FAE;&#x670D;&#x52A1;&#x67B6;&#x6784;&#x5185;&#x901A;&#x4FE1;&#x65B9;&#x5F0F;&#x7684;&#x5BF9;&#x6BD4;&#x3002;&#x7B2C;&#x56DB;&#x7AE0;&#x63A2;&#x8BA8;&#x4E86;&#x4E0E;&#x670D;&#x52A1;&#x53D1;&#x73B0;&#x76F8;&#x5173;&#x7684;&#x5185;&#x5BB9;&#x3002;&#x5728;&#x672C;&#x7AE0;&#x4E2D;&#xFF0C;&#x6211;&#x4EEC;&#x7A0D;&#x5FAE;&#x505A;&#x4E86;&#x70B9;&#x8C03;&#x6574;&#xFF0C;&#x7814;&#x7A76;&#x5FAE;&#x670D;&#x52A1;&#x67B6;&#x6784;&#x4E2D;&#x51FA;&#x73B0;&#x7684;&#x5206;&#x5E03;&#x5F0F;&#x6570;&#x636E;&#x7BA1;&#x7406;&#x95EE;&#x9898;&#x3002;</p>
<p><a id="microservices-and-the-problem-of-distributed-data-management"></a></p>
<h2 id="51&#x3001;&#x5FAE;&#x670D;&#x52A1;&#x548C;&#x5206;&#x5E03;&#x5F0F;&#x6570;&#x636E;&#x7BA1;&#x7406;&#x95EE;&#x9898;">5.1&#x3001;&#x5FAE;&#x670D;&#x52A1;&#x548C;&#x5206;&#x5E03;&#x5F0F;&#x6570;&#x636E;&#x7BA1;&#x7406;&#x95EE;&#x9898;</h2>
<p>&#x5355;&#x4F53;&#x5E94;&#x7528;&#x901A;&#x5E38;&#x6709;&#x4E00;&#x4E2A;&#x5355;&#x4E00;&#x7684;&#x5173;&#x7CFB;&#x578B;&#x6570;&#x636E;&#x5E93;&#x3002;&#x4F7F;&#x7528;&#x5173;&#x7CFB;&#x578B;&#x6570;&#x636E;&#x5E93;&#x7684;&#x4E00;&#x4E2A;&#x4E3B;&#x8981;&#x4F18;&#x70B9;&#x662F;&#x4F60;&#x7684;&#x5E94;&#x7528;&#x53EF;&#x4EE5;&#x4F7F;&#x7528; <a href="https://en.wikipedia.org/wiki/ACID" target="_blank">ACID &#x4E8B;&#x52A1;</a>&#xFF0C;&#x8FD9;&#x4E9B;&#x4E8B;&#x52A1;&#x63D0;&#x4F9B;&#x4E86;&#x4EE5;&#x4E0B;&#x91CD;&#x8981;&#x4FDD;&#x969C;&#xFF1A;</p>
<ul>
<li><strong>&#x539F;&#x5B50;&#x6027;&#xFF08;Atomicity&#xFF09;</strong> &#x2014; &#x6240;&#x4F5C;&#x51FA;&#x7684;&#x66F4;&#x6539;&#x662F;&#x539F;&#x5B50;&#x64CD;&#x4F5C;&#xFF0C;&#x4E0D;&#x53EF;&#x5206;&#x5272;</li>
<li><strong>&#x4E00;&#x81F4;&#x6027;&#xFF08;Consistency&#xFF09;</strong> &#x2014; &#x6570;&#x636E;&#x5E93;&#x7684;&#x72B6;&#x6001;&#x59CB;&#x7EC8;&#x4FDD;&#x6301;&#x4E00;&#x81F4;</li>
<li><strong>&#x9694;&#x79BB;&#x6027;&#xFF08;Isolation&#xFF09;</strong> &#x2014; &#x5373;&#x4F7F;&#x4E8B;&#x52A1;&#x5E76;&#x53D1;&#x6267;&#x884C;&#xFF0C;&#x4F46;&#x5B83;&#x4EEC;&#x770B;&#x8D77;&#x6765;&#x66F4;&#x50CF;&#x662F;&#x4E32;&#x884C;&#x6267;&#x884C;</li>
<li><strong>&#x6C38;&#x4E45;&#x6027;&#xFF08;Durable&#xFF09;</strong> &#x2014; &#x4E00;&#x65E6;&#x4E8B;&#x52A1;&#x63D0;&#x4EA4;&#xFF0C;&#x5B83;&#x5C06;&#x4E0D;&#x53EF;&#x64A4;&#x9500;</li>
</ul>
<p>&#x56E0;&#x6B64;&#xFF0C;&#x4F60;&#x7684;&#x5E94;&#x7528;&#x53EF;&#x4EE5;&#x5F88;&#x5BB9;&#x6613;&#x5730;&#x5F00;&#x59CB;&#x4E8B;&#x52A1;&#x3001;&#x66F4;&#x6539;&#xFF08;&#x63D2;&#x5165;&#x3001;&#x66F4;&#x65B0;&#x548C;&#x5220;&#x9664;&#xFF09;&#x591A;&#x884C;&#x8BB0;&#x5F55;&#xFF0C;&#x5E76;&#x63D0;&#x4EA4;&#x4E8B;&#x52A1;&#x3002;</p>
<p>&#x4F7F;&#x7528;&#x5173;&#x7CFB;&#x578B;&#x6570;&#x636E;&#x5E93;&#x7684;&#x53E6;&#x4E00;&#x5927;&#x597D;&#x5904;&#x662F;&#x5B83;&#x63D0;&#x4F9B;&#x4E86; SQL&#xFF0C;&#x8FD9;&#x662F;&#x4E00;&#x79CD;&#x58F0;&#x660E;&#x5F0F;&#x548C;&#x6807;&#x51C6;&#x5316;&#x7684;&#x67E5;&#x8BE2;&#x8BED;&#x8A00;&#x3002;&#x4F60;&#x53EF;&#x4EE5;&#x8F7B;&#x677E;&#x5730;&#x7F16;&#x5199;&#x4E00;&#x4E2A;&#x67E5;&#x8BE2;&#x7EC4;&#x5408;&#x6765;&#x81EA;&#x591A;&#x4E2A;&#x8868;&#x7684;&#x6570;&#x636E;&#xFF0C;&#x4E4B;&#x540E;&#xFF0C;RDBMS &#x67E5;&#x8BE2;&#x8BA1;&#x5212;&#x7A0B;&#x5E8F;&#x5C06;&#x786E;&#x5B9A;&#x6267;&#x884C;&#x67E5;&#x8BE2;&#x7684;&#x6700;&#x4F73;&#x65B9;&#x5F0F;&#x3002;&#x4F60;&#x4E0D;&#x5FC5;&#x62C5;&#x5FC3;&#x5982;&#x4F55;&#x8BBF;&#x95EE;&#x6570;&#x636E;&#x5E93;&#x7B49;&#x5E95;&#x5C42;&#x7EC6;&#x8282;&#x3002;&#x56E0;&#x4E3A;&#x4F60;&#x6240;&#x6709;&#x7684;&#x5E94;&#x7528;&#x6570;&#x636E;&#x90FD;&#x5B58;&#x653E;&#x5728;&#x540C;&#x4E2A;&#x6570;&#x636E;&#x5E93;&#x4E2D;&#xFF0C;&#x56E0;&#x6B64;&#x5F88;&#x5BB9;&#x6613;&#x67E5;&#x8BE2;&#x3002;</p>
<p>&#x5F88;&#x4E0D;&#x5E78;&#x7684;&#x662F;&#xFF0C;&#x5F53;&#x6211;&#x4EEC;&#x8F6C;&#x5411;&#x5FAE;&#x670D;&#x52A1;&#x67B6;&#x6784;&#x65F6;&#xFF0C;&#x6570;&#x636E;&#x8BBF;&#x95EE;&#x5C06;&#x53D8;&#x5F97;&#x975E;&#x5E38;&#x590D;&#x6742;&#x3002;&#x56E0;&#x4E3A;&#x6BCF;&#x4E2A;&#x5FAE;&#x670D;&#x52A1;&#x6240;&#x62E5;&#x6709;&#x7684;&#x6570;&#x636E;<a href="http://microservices.io/patterns/data/database-per-service.html" target="_blank">&#x5BF9;&#x5F53;&#x524D;&#x5FAE;&#x670D;&#x52A1;&#x6765;&#x8BF4;&#x662F;&#x79C1;&#x6709;&#x7684;</a>&#xFF0C;&#x53EA;&#x80FD;&#x901A;&#x8FC7;&#x5176;&#x63D0;&#x4F9B;&#x7684; API &#x8FDB;&#x884C;&#x8BBF;&#x95EE;&#x3002;&#x5C01;&#x88C5;&#x6570;&#x636E;&#x53EF;&#x786E;&#x4FDD;&#x5FAE;&#x670D;&#x52A1;&#x677E;&#x8026;&#x5408;&#x3001;&#x72EC;&#x7ACB;&#x6F14;&#x8FDB;&#x3002;&#x5982;&#x679C;&#x591A;&#x4E2A;&#x670D;&#x52A1;&#x8BBF;&#x95EE;&#x76F8;&#x540C;&#x7684;&#x6570;&#x636E;&#xFF0C;&#x5F53;&#x6A21;&#x5F0F;&#xFF08;schema&#xFF09;&#x66F4;&#x65B0;&#x65F6;&#xFF0C;&#x9700;&#x8981;&#x8017;&#x65F6;&#x534F;&#x8C03;&#x66F4;&#x65B0;&#x6240;&#x6709;&#x670D;&#x52A1;&#x3002;</p>
<p>&#x66F4;&#x7CDF;&#x7CD5;&#x7684;&#x662F;&#xFF0C;&#x4E0D;&#x540C;&#x7684;&#x5FAE;&#x670D;&#x52A1;&#x5E38;&#x5E38;&#x4F7F;&#x7528;&#x4E0D;&#x540C;&#x7C7B;&#x578B;&#x7684;&#x6570;&#x636E;&#x5E93;&#x3002;&#x73B0;&#x4EE3;&#x5E94;&#x7528;&#x5B58;&#x50A8;&#x548C;&#x5904;&#x7406;&#x7740;&#x5404;&#x79CD;&#x6570;&#x636E;&#xFF0C;&#x800C;&#x5173;&#x7CFB;&#x578B;&#x6570;&#x636E;&#x5E93;&#x5E76;&#x4E0D;&#x4E00;&#x5B9A;&#x662F;&#x6700;&#x4F73;&#x9009;&#x62E9;&#x3002;&#x5728;&#x67D0;&#x4E9B;&#x573A;&#x666F;&#xFF0C;&#x67D0;&#x4E9B; NoSQL &#x6570;&#x636E;&#x5E93;&#x53EF;&#x80FD;&#x6709;&#x66F4;&#x65B9;&#x4FBF;&#x7684;&#x6570;&#x636E;&#x6A21;&#x578B;&#xFF0C;&#x63D0;&#x4F9B;&#x4E86;&#x66F4;&#x597D;&#x7684;&#x6027;&#x80FD;&#x548C;&#x53EF;&#x6269;&#x5C55;&#x6027;&#x3002;&#x4F8B;&#x5982;&#xFF0C;&#x5B58;&#x50A8;&#x548C;&#x67E5;&#x8BE2;&#x6587;&#x672C;&#x7684;&#x670D;&#x52A1;&#x9002;&#x5408;&#x4F7F;&#x7528;&#x6587;&#x672C;&#x641C;&#x7D22;&#x5F15;&#x64CE;&#xFF08;&#x5982; Elasticsearch&#xFF09;&#x3002;&#x7C7B;&#x4F3C;&#x5730;&#xFF0C;&#x5B58;&#x50A8;&#x793E;&#x4EA4;&#x56FE;&#x6570;&#x636E;&#x7684;&#x670D;&#x52A1;&#x53EF;&#x4EE5;&#x4F7F;&#x7528;&#x56FE;&#x6570;&#x636E;&#x5E93;&#xFF0C;&#x4F8B;&#x5982; Neo4j&#x3002;&#x56E0;&#x6B64;&#xFF0C;&#x57FA;&#x4E8E;&#x5FAE;&#x670D;&#x52A1;&#x7684;&#x5E94;&#x7528;&#x901A;&#x5E38;&#x6DF7;&#x5408;&#x4F7F;&#x7528; SQL &#x548C; NoSQL &#x6570;&#x636E;&#x5E93;&#xFF0C;&#x5373;&#x6240;&#x8C13;&#x7684;<a href="http://martinfowler.com/bliki/PolyglotPersistence.html" target="_blank">&#x6DF7;&#x5408;&#x6301;&#x4E45;&#x5316;</a>&#xFF08;polyglot persistence&#xFF09;&#x65B9;&#x5F0F;&#x3002;</p>
<p>&#x5206;&#x533A;&#x7684;&#x6570;&#x636E;&#x5B58;&#x50A8;&#x6DF7;&#x5408;&#x6301;&#x4E45;&#x5316;&#x67B6;&#x6784;&#x6709;&#x8BB8;&#x591A;&#x4F18;&#x70B9;&#xFF0C;&#x5305;&#x62EC;&#x4E86;&#x677E;&#x8026;&#x5408;&#x7684;&#x670D;&#x52A1;&#x4EE5;&#x53CA;&#x66F4;&#x597D;&#x7684;&#x6027;&#x80FD;&#x548C;&#x53EF;&#x6269;&#x5C55;&#x6027;&#x3002;&#x7136;&#x800C;&#xFF0C;&#x5B83;&#x4E5F;&#x5F15;&#x5165;&#x4E86;&#x4E00;&#x4E9B;&#x5206;&#x5E03;&#x5F0F;&#x6570;&#x636E;&#x7BA1;&#x7406;&#x65B9;&#x9762;&#x7684;&#x6311;&#x6218;&#x3002;</p>
<p>&#x7B2C;&#x4E00;&#x4E2A;&#x6311;&#x6218;&#x662F;&#x5982;&#x4F55;&#x5B9E;&#x73B0;&#x4E1A;&#x52A1;&#x7684;&#x4E8B;&#x52A1;&#x5728;&#x591A;&#x4E2A;&#x670D;&#x52A1;&#x4E4B;&#x95F4;&#x4FDD;&#x6301;&#x4E00;&#x81F4;&#x6027;&#x3002;&#x8981;&#x4E86;&#x89E3;&#x6B64;&#x95EE;&#x9898;&#xFF0C;&#x8BA9;&#x6211;&#x4EEC;&#x5148;&#x6765;&#x770B;&#x4E00;&#x4E2A;&#x5728;&#x7EBF; B2B &#x5546;&#x5E97;&#x793A;&#x4F8B;&#x3002;Customer Service &#xFF08;&#x987E;&#x5BA2;&#x670D;&#x52A1;&#xFF09;&#x7EF4;&#x62A4;&#x5BA2;&#x6237;&#x76F8;&#x5173;&#x7684;&#x4FE1;&#x606F;&#xFF0C;&#x5305;&#x62EC;&#x4FE1;&#x7528;&#x989D;&#x5EA6;&#x3002;Order Service &#xFF08;&#x8BA2;&#x5355;&#xFF09;&#x8D1F;&#x8D23;&#x7BA1;&#x7406;&#x8BA2;&#x5355;&#xFF0C;&#x5E76;&#x4E14;&#x5FC5;&#x987B;&#x9A8C;&#x8BC1;&#x65B0;&#x8BA2;&#x5355;&#x6CA1;&#x6709;&#x8D85;&#x8FC7;&#x5BA2;&#x6237;&#x7684;&#x4FE1;&#x7528;&#x989D;&#x5EA6;&#x3002;&#x5728;&#x6B64;&#x5E94;&#x7528;&#x7684;&#x5355;&#x4F53;&#x7248;&#x672C;&#x4E2D;&#xFF0C;Order Service &#x53EF;&#x4EE5;&#x7B80;&#x5355;&#x5730;&#x4F7F;&#x7528; ACID &#x4E8B;&#x52A1;&#x6765;&#x68C0;&#x67E5;&#x53EF;&#x7528;&#x4FE1;&#x7528;&#x989D;&#x5EA6;&#x5E76;&#x521B;&#x5EFA;&#x8BA2;&#x5355;&#x3002;</p>
<p>&#x76F8;&#x6BD4;&#x4E4B;&#x4E0B;&#xFF0C;&#x5728;&#x5FAE;&#x670D;&#x52A1;&#x67B6;&#x6784;&#x4E2D;&#xFF0C;ORDER &#xFF08;&#x8BA2;&#x5355;&#xFF09;&#x548C; CUSTOMER &#xFF08;&#x987E;&#x5BA2;&#xFF09;&#x8868;&#x5BF9;&#x5176;&#x5404;&#x81EA;&#x7684;&#x670D;&#x52A1;&#x90FD;&#x662F;&#x79C1;&#x6709;&#x7684;&#xFF0C;&#x5982;&#x56FE; 5-1 &#x6240;&#x793A;&#xFF1A;</p>
<figure id="fig1.7.1"><img src="resources/5-1.png" alt="&#x56FE; 5-1&#x3001;&#x6BCF;&#x4E2A;&#x5FAE;&#x670D;&#x52A1;&#x90FD;&#x6709;&#x5404;&#x81EA;&#x7684;&#x6570;&#x636E;"><figcaption>&#x56FE; 5-1&#x3001;&#x6BCF;&#x4E2A;&#x5FAE;&#x670D;&#x52A1;&#x90FD;&#x6709;&#x5404;&#x81EA;&#x7684;&#x6570;&#x636E;</figcaption></figure>
<p>Order Service &#x65E0;&#x6CD5;&#x76F4;&#x63A5;&#x8BBF;&#x95EE; CUSTOMER &#x8868;&#x3002;&#x5B83;&#x53EA;&#x80FD;&#x4F7F;&#x7528; Customer Service &#x63D0;&#x4F9B;&#x7684; API&#x3002;Order Service &#x53EF;&#x80FD;&#x4F7F;&#x7528;&#x4E86;<a href="https://en.wikipedia.org/wiki/Two-phase_commit_protocol" target="_blank">&#x5206;&#x5E03;&#x5F0F;&#x4E8B;&#x52A1;</a>&#xFF0C;&#x4E5F;&#x79F0;&#x4E3A;&#x4E24;&#x9636;&#x6BB5;&#x63D0;&#x4EA4;&#xFF08;2PC&#xFF09;&#x3002;&#x7136;&#x800C;&#xFF0C;2PC &#x5728;&#x73B0;&#x4EE3;&#x5E94;&#x7528;&#x4E2D;&#x901A;&#x5E38;&#x662F;&#x4E0D;&#x53EF;&#x884C;&#x7684;&#x3002;<a href="https://en.wikipedia.org/wiki/CAP_theorem" target="_blank">CAP &#x5B9A;&#x7406;</a>&#x8981;&#x6C42;&#x4F60;&#x5728;&#x53EF;&#x7528;&#x6027;&#x4E0E; ACID &#x5F0F;&#x4E00;&#x81F4;&#x6027;&#x4E4B;&#x95F4;&#x505A;&#x51FA;&#x9009;&#x62E9;&#xFF0C;&#x53EF;&#x7528;&#x6027;&#x901A;&#x5E38;&#x662F;&#x66F4;&#x597D;&#x7684;&#x9009;&#x62E9;&#x3002;&#x6B64;&#x5916;&#xFF0C;&#x8BB8;&#x591A;&#x73B0;&#x4EE3;&#x6280;&#x672F;&#xFF0C;&#x5982;&#x5927;&#x591A;&#x6570; NoSQL &#x6570;&#x636E;&#x5E93;&#xFF0C;&#x90FD;&#x4E0D;&#x652F;&#x6301; 2PC&#x3002;&#x7EF4;&#x62A4;&#x670D;&#x52A1;&#x548C;&#x6570;&#x636E;&#x5E93;&#x4E4B;&#x95F4;&#x7684;&#x6570;&#x636E;&#x4E00;&#x81F4;&#x6027;&#x81F3;&#x5173;&#x91CD;&#x8981;&#xFF0C;&#x56E0;&#x6B64;&#x6211;&#x4EEC;&#x9700;&#x8981;&#x53E6;&#x4E00;&#x5957;&#x89E3;&#x51B3;&#x65B9;&#x6848;&#x3002;</p>
<p>&#x7B2C;&#x4E8C;&#x4E2A;&#x6311;&#x6218;&#x662F;&#x5982;&#x4F55;&#x5B9E;&#x73B0;&#x4ECE;&#x591A;&#x4E2A;&#x670D;&#x52A1;&#x4E2D;&#x68C0;&#x7D22;&#x6570;&#x636E;&#x3002;&#x4F8B;&#x5982;&#xFF0C;&#x6211;&#x4EEC;&#x5047;&#x8BBE;&#x5E94;&#x7528;&#x9700;&#x8981;&#x663E;&#x793A;&#x4E00;&#x4E2A;&#x987E;&#x5BA2;&#x548C;&#x4ED6;&#x6700;&#x8FD1;&#x7684;&#x8BA2;&#x5355;&#x3002;&#x5982;&#x679C; Order Service &#x63D0;&#x4F9B;&#x4E86;&#x68C0;&#x7D22;&#x5BA2;&#x6237;&#x8BA2;&#x5355;&#x7684; API&#xFF0C;&#x90A3;&#x4E48;&#x4F60;&#x53EF;&#x4EE5;&#x4F7F;&#x7528;&#x5E94;&#x7528;&#x7AEF;&#x8FDE;&#x63A5;&#xFF08;join&#xFF09;&#x6765;&#x68C0;&#x7D22;&#x6570;&#x636E;&#x3002;&#x5E94;&#x7528;&#x4ECE; Customer Service &#x4E2D;&#x68C0;&#x7D22;&#x5BA2;&#x6237;&#xFF0C;&#x5E76;&#x4ECE; Order Service &#x4E2D;&#x68C0;&#x7D22;&#x5BA2;&#x6237;&#x7684;&#x8BA2;&#x5355;&#x3002;&#x4F46;&#x662F;&#xFF0C;&#x5047;&#x8BBE; Order Service &#x4EC5;&#x652F;&#x6301;&#x901A;&#x8FC7;&#x4E3B;&#x952E;&#x67E5;&#x627E;&#x8BA2;&#x5355;&#xFF08;&#x4E5F;&#x8BB8;&#x5B83;&#x4F7F;&#x7528;&#x4E86;&#x4EC5;&#x652F;&#x6301;&#x57FA;&#x4E8E;&#x4E3B;&#x952E;&#x68C0;&#x7D22;&#x7684; NoSQL &#x6570;&#x636E;&#x5E93;&#xFF09;&#x3002;&#x8FD9;&#x79CD;&#x60C5;&#x51B5;&#x4E0B;&#xFF0C;&#x6CA1;&#x6709;&#x6709;&#x6548;&#x7684;&#x65B9;&#x6CD5;&#x6765;&#x68C0;&#x7D22;&#x6240;&#x9700;&#x7684;&#x6570;&#x636E;&#x3002;</p>
<p><a id="event-driven-architecture"></a></p>
<h2 id="52&#x3001;&#x4E8B;&#x4EF6;&#x9A71;&#x52A8;&#x67B6;&#x6784;">5.2&#x3001;&#x4E8B;&#x4EF6;&#x9A71;&#x52A8;&#x67B6;&#x6784;</h2>
<p>&#x8BB8;&#x591A;&#x5E94;&#x7528;&#x4F7F;&#x7528;&#x4E86;<a href="https://martinfowler.com/eaaDev/EventNarrative.html" target="_blank">&#x4E8B;&#x4EF6;&#x9A71;&#x52A8;&#x67B6;&#x6784;</a>&#x4F5C;&#x4E3A;&#x89E3;&#x51B3;&#x65B9;&#x6848;&#x3002;&#x5728;&#x6B64;&#x67B6;&#x6784;&#x4E2D;&#xFF0C;&#x5FAE;&#x670D;&#x52A1;&#x5728;&#x53D1;&#x751F;&#x67D0;&#x4E9B;&#x91CD;&#x8981;&#x4E8B;&#x4EF6;&#x65F6;&#x53D1;&#x5E03;&#x4E00;&#x4E2A;&#x4E8B;&#x4EF6;&#xFF0C;&#x6BD4;&#x5982;&#x66F4;&#x65B0;&#x4E1A;&#x52A1;&#x5B9E;&#x4F53;&#x65F6;&#x3002;&#x5176;&#x4ED6;&#x5FAE;&#x670D;&#x52A1;&#x8BA2;&#x9605;&#x4E86;&#x8FD9;&#x4E9B;&#x4E8B;&#x4EF6;&#xFF0C;&#x5F53;&#x63A5;&#x6536;&#x5230;&#x4E00;&#x4E2A;&#x4E8B;&#x4EF6;&#x65F6;&#xFF0C;&#x5B83;&#x53EF;&#x4EE5;&#x66F4;&#x65B0;&#x81EA;&#x5DF1;&#x7684;&#x4E1A;&#x52A1;&#x5B9E;&#x4F53;&#xFF0C;&#x53EF;&#x80FD;&#x4F1A;&#x89E6;&#x53D1;&#x66F4;&#x591A;&#x7684;&#x4E8B;&#x4EF6;&#x88AB;&#x53D1;&#x5E03;&#x3002;</p>
<p>&#x4F60;&#x53EF;&#x4EE5;&#x4F7F;&#x7528;&#x4E8B;&#x4EF6;&#x6765;&#x5B9E;&#x73B0;&#x8DE8;&#x591A;&#x670D;&#x52A1;&#x4E1A;&#x52A1;&#x7684;&#x4E8B;&#x52A1;&#x3002;&#x4E00;&#x4E2A;&#x4E8B;&#x52A1;&#x7531;&#x4E00;&#x7CFB;&#x5217;&#x7684;&#x6B65;&#x9AA4;&#x7EC4;&#x6210;&#x3002;&#x6BCF;&#x4E2A;&#x6B65;&#x9AA4;&#x5305;&#x62EC;&#x4E86;&#x5FAE;&#x670D;&#x52A1;&#x66F4;&#x65B0;&#x4E1A;&#x52A1;&#x5B9E;&#x4F53;&#x548C;&#x53D1;&#x5E03;&#x4E00;&#x4E2A;&#x4E0B;&#x4E00;&#x6B65;&#x9700;&#x8981;&#x89E6;&#x53D1;&#x7684;&#x4E8B;&#x4EF6;&#x3002;&#x4E0B;&#x56FE;&#x4F9D;&#x6B21;&#x5C55;&#x793A;&#x4E86;&#x5982;&#x4F55;&#x5728;&#x521B;&#x5EFA;&#x8BA2;&#x5355;&#x65F6;&#x4F7F;&#x7528;&#x4E8B;&#x4EF6;&#x9A71;&#x52A8;&#x65B9;&#x6CD5;&#x6765;&#x68C0;&#x67E5;&#x53EF;&#x7528;&#x4FE1;&#x7528;&#x989D;&#x5EA6;&#x3002;</p>
<p>&#x5FAE;&#x670D;&#x52A1;&#x901A;&#x8FC7; Message Broker &#xFF08;&#x6D88;&#x606F;&#x4EE3;&#x7406;&#xFF09;&#x8FDB;&#x884C;&#x4EA4;&#x6362;&#x4E8B;&#x4EF6;&#xFF1A;</p>
<ul>
<li>Order Service &#xFF08;&#x8BA2;&#x5355;&#x670D;&#x52A1;&#xFF09;&#x521B;&#x5EFA;&#x4E00;&#x4E2A;&#x72B6;&#x6001;&#x4E3A; NEW &#x7684;&#x8BA2;&#x5355;&#xFF0C;&#x5E76;&#x53D1;&#x5E03;&#x4E00;&#x4E2A; Order Created &#xFF08;&#x8BA2;&#x5355;&#x521B;&#x5EFA;&#xFF09;&#x4E8B;&#x4EF6;&#x3002;</li>
</ul>
<figure id="fig1.7.2"><img src="resources/5-2.png" alt="&#x56FE; 5-2&#x3001;Order Service &#x53D1;&#x5E03;&#x4E00;&#x4E2A;&#x4E8B;&#x4EF6;"><figcaption>&#x56FE; 5-2&#x3001;Order Service &#x53D1;&#x5E03;&#x4E00;&#x4E2A;&#x4E8B;&#x4EF6;</figcaption></figure>
<ul>
<li>Customer Service &#xFF08;&#x5BA2;&#x6237;&#x670D;&#x52A1;&#xFF09;&#x6D88;&#x8D39;&#x4E86; Order Created &#x4E8B;&#x4EF6;&#xFF0C;&#x4E3A;&#x8BA2;&#x5355;&#x9884;&#x7559;&#x4FE1;&#x7528;&#x989D;&#x5EA6;&#xFF0C;&#x5E76;&#x53D1;&#x5E03; Credit Reserved &#x4E8B;&#x4EF6;&#x3002;</li>
</ul>
<figure id="fig1.7.3"><img src="resources/5-3.png" alt="&#x56FE; 5.3&#x3001;Customer Service &#x54CD;&#x5E94;"><figcaption>&#x56FE; 5.3&#x3001;Customer Service &#x54CD;&#x5E94;</figcaption></figure>
<ul>
<li>Order Service &#x6D88;&#x8D39;&#x4E86; Credit Reserved &#xFF08;&#x4FE1;&#x7528;&#x9884;&#x7559;&#xFF09;&#x4E8B;&#x4EF6;&#x5E76;&#x5C06;&#x8BA2;&#x5355;&#x7684;&#x72B6;&#x6001;&#x66F4;&#x6539;&#x4E3A; OPEN&#x3002;</li>
</ul>
<figure id="fig1.7.4"><img src="resources/5-4.png" alt="&#x56FE; 5-4&#x3001;Order Service &#x4F5C;&#x7528;&#x4E8E;&#x54CD;&#x5E94;"><figcaption>&#x56FE; 5-4&#x3001;Order Service &#x4F5C;&#x7528;&#x4E8E;&#x54CD;&#x5E94;</figcaption></figure>
<p>&#x66F4;&#x590D;&#x6742;&#x7684;&#x573A;&#x666F;&#x53EF;&#x80FD;&#x4F1A;&#x6D89;&#x53CA;&#x989D;&#x5916;&#x7684;&#x6B65;&#x9AA4;&#xFF0C;&#x4F8B;&#x5982;&#x5728;&#x68C0;&#x67E5;&#x5BA2;&#x6237;&#x4FE1;&#x7528;&#x7684;&#x540C;&#x65F6;&#x4FDD;&#x7559;&#x5E93;&#x5B58;&#x3002;</p>
<p>&#x5047;&#x8BBE;&#xFF08;a&#xFF09;&#x6BCF;&#x4E2A;&#x670D;&#x52A1;&#x539F;&#x5B50;&#x5730;&#x66F4;&#x65B0;&#x6570;&#x636E;&#x5E93;&#x5E76;&#x53D1;&#x5E03;&#x4E00;&#x4E2A;&#x4E8B;&#x4EF6; &#xFF08;&#x7A0D;&#x540E;&#x518D;&#x8BE6;&#x7EC6;&#x8BF4;&#x660E;&#xFF09;&#xFF0C;&#xFF08;b&#xFF09;Message Broker &#x4FDD;&#x8BC1;&#x4E8B;&#x4EF6;&#x81F3;&#x5C11;&#x88AB;&#x9001;&#x8FBE;&#x4E00;&#x6B21;&#xFF0C;&#x7136;&#x540E;&#x4F60;&#x5C31;&#x5B9E;&#x73B0;&#x4E86;&#x8DE8;&#x591A;&#x670D;&#x52A1;&#x7684;&#x4E1A;&#x52A1;&#x4E8B;&#x52A1;&#x3002;&#x9700;&#x8981;&#x6CE8;&#x610F;&#x7684;&#x662F;&#xFF0C;&#x8FD9;&#x4E9B;&#x5E76;&#x4E0D;&#x662F; ACID &#x4E8B;&#x52A1;&#x3002;&#x5B83;&#x4EEC;&#x53EA;&#x63D0;&#x4F9B;&#x4E86;&#x66F4;&#x5F31;&#x7684;&#x4FDD;&#x8BC1;&#xFF0C;&#x5982;<a href="https://en.wikipedia.org/wiki/Eventual_consistency" target="_blank">&#x6700;&#x7EC8;&#x4E00;&#x81F4;&#x6027;</a>&#x3002;&#x8BE5;&#x4E8B;&#x52A1;&#x6A21;&#x578B;&#x79F0;&#x4E3A; <a href="http://queue.acm.org/detail.cfm?id=1394128" target="_blank">BASE &#x6A21;&#x578B;</a>&#x3002;</p>
<p>&#x4F60;&#x4E5F;&#x53EF;&#x4EE5;&#x7528;&#x4E8B;&#x4EF6;&#x6765;&#x7EF4;&#x62A4;&#x7531;&#x591A;&#x4E2A;&#x5FAE;&#x670D;&#x52A1;&#x6570;&#x636E;&#x6784;&#x6210;&#x7684;&#x7269;&#x5316;&#x89C6;&#x56FE;&#x3002;&#x7EF4;&#x62A4;&#x89C6;&#x56FE;&#x7684;&#x670D;&#x52A1;&#x8BA2;&#x9605;&#x4E86;&#x76F8;&#x5173;&#x4E8B;&#x4EF6;&#x5E76;&#x66F4;&#x65B0;&#x89C6;&#x56FE;&#x3002;&#x56FE; 5-5 &#x5C55;&#x793A;&#x4E86; Customer Order View Updater Service &#xFF08;&#x5BA2;&#x6237;&#x8BA2;&#x5355;&#x89C6;&#x56FE;&#x66F4;&#x65B0;&#x670D;&#x52A1;&#xFF09;&#x6839;&#x636E; Customer
Service &#x548C; Order Service &#x53D1;&#x5E03;&#x7684;&#x4E8B;&#x4EF6;&#x66F4;&#x65B0; Customer Order View &#xFF08;&#x5BA2;&#x6237;&#x8BA2;&#x5355;&#x89C6;&#x56FE;&#xFF09;&#x3002;</p>
<figure id="fig1.7.5"><img src="resources/5-5.png" alt="&#x56FE; 5-5 Customer Order View &#x88AB;&#x4E24;&#x4E2A;&#x670D;&#x52A1;&#x8BBF;&#x95EE;"><figcaption>&#x56FE; 5-5 Customer Order View &#x88AB;&#x4E24;&#x4E2A;&#x670D;&#x52A1;&#x8BBF;&#x95EE;</figcaption></figure>
<p>&#x5F53; Customer Order View Updater Service &#x63A5;&#x6536;&#x5230; Customer &#x6216; Order &#x4E8B;&#x4EF6;&#x65F6;&#xFF0C;&#x5B83;&#x4F1A;&#x66F4;&#x65B0; Customer Order View &#x7684;&#x6570;&#x636E;&#x5B58;&#x50A8;&#x3002;&#x4F60;&#x53EF;&#x4EE5;&#x4F7F;&#x7528;&#x5982; MongoDB &#x4E4B;&#x7C7B;&#x7684;&#x6587;&#x6863;&#x6570;&#x636E;&#x5E93;&#x5B9E;&#x73B0; Customer Order View&#xFF0C;&#x5E76;&#x4E3A;&#x6BCF;&#x4E2A; Customer &#x5B58;&#x50A8;&#x4E00;&#x4E2A;&#x6587;&#x6863;&#x3002;Customer Order View Query Service&#xFF08;&#x5BA2;&#x6237;&#x8BA2;&#x5355;&#x89C6;&#x56FE;&#x67E5;&#x8BE2;&#x670D;&#x52A1;&#xFF09;&#x901A;&#x8FC7;&#x67E5;&#x8BE2; Customer Order View &#x6570;&#x636E;&#x5B58;&#x50A8;&#x6765;&#x5904;&#x7406;&#x83B7;&#x53D6;&#x4E00;&#x4F4D;&#x5BA2;&#x6237;&#x548C;&#x6700;&#x8FD1;&#x7684;&#x8BA2;&#x5355;&#x7684;&#x8BF7;&#x6C42;&#x3002;</p>
<p>&#x4E8B;&#x4EF6;&#x9A71;&#x52A8;&#x7684;&#x67B6;&#x6784;&#x6709;&#x51E0;&#x4E2A;&#x4F18;&#x70B9;&#x4E0E;&#x7F3A;&#x70B9;&#x3002;&#x5B83;&#x80FD;&#x591F;&#x5B9E;&#x73B0;&#x8DE8;&#x8D8A;&#x591A;&#x670D;&#x52A1;&#x5E76;&#x63D0;&#x4F9B;&#x6700;&#x7EC8;&#x4E00;&#x81F4;&#x6027;&#x7684;&#x4E8B;&#x52A1;&#x3002;&#x53E6;&#x4E00;&#x4E2A;&#x597D;&#x5904;&#x662F;&#x5B83;&#x8FD8;&#x4F7F;&#x5F97;&#x5E94;&#x7528;&#x80FD;&#x591F;&#x7EF4;&#x62A4;<a href="https://en.wikipedia.org/wiki/Materialized_view" target="_blank">&#x7269;&#x5316;&#x89C6;&#x56FE;</a>&#x3002;</p>
<p>&#x4E00;&#x4E2A;&#x7F3A;&#x70B9;&#x662F;&#x5176;&#x7F16;&#x7A0B;&#x6A21;&#x578B;&#x6BD4;&#x4F7F;&#x7528; ACID &#x4E8B;&#x52A1;&#x66F4;&#x52A0;&#x590D;&#x6742;&#x3002;&#x901A;&#x5E38;&#xFF0C;&#x4F60;&#x5FC5;&#x987B;&#x5B9E;&#x73B0;&#x4E8B;&#x52A1;&#x8865;&#x507F;&#x4EE5;&#x4ECE;&#x5E94;&#x7528;&#x7EA7;&#x522B;&#x7684;&#x6545;&#x969C;&#x4E2D;&#x6062;&#x590D;&#x3002;&#x4F8B;&#x5982;&#xFF0C;&#x5982;&#x679C;&#x4FE1;&#x7528;&#x68C0;&#x67E5;&#x5931;&#x8D25;&#xFF0C;&#x4F60;&#x5FC5;&#x987B;&#x53D6;&#x6D88;&#x8BA2;&#x5355;&#x3002;&#x6B64;&#x5916;&#xFF0C;&#x5E94;&#x7528;&#x5FC5;&#x987B;&#x5904;&#x7406;&#x4E0D;&#x4E00;&#x81F4;&#x7684;&#x6570;&#x636E;&#x3002;&#x56E0;&#x4E3A;&#x672A;&#x63D0;&#x4EA4;&#x7684;&#x4E8B;&#x52A1;&#x6240;&#x505A;&#x7684;&#x66F4;&#x6539;&#x662F;&#x53EF;&#x89C1;&#x7684;&#x3002;&#x5982;&#x679C;&#x4ECE;&#x672A;&#x66F4;&#x65B0;&#x7684;&#x7269;&#x5316;&#x89C6;&#x56FE;&#x4E2D;&#x8BFB;&#x53D6;&#xFF0C;&#x5E94;&#x7528;&#x4F9D;&#x7136;&#x53EF;&#x4EE5;&#x770B;&#x5230;&#x4E0D;&#x4E00;&#x81F4;&#x6027;&#x3002;&#x53E6;&#x4E00;&#x4E2A;&#x7F3A;&#x70B9;&#x662F;&#x8BA2;&#x9605;&#x8005;&#x5FC5;&#x987B;&#x8981;&#x68C0;&#x6D4B;&#x548C;&#x5FFD;&#x7565;&#x91CD;&#x590D;&#x7684;&#x4E8B;&#x4EF6;&#x3002;</p>
<p><a id="achieving-atomicity"></a></p>
<h2 id="53&#x3001;&#x5B9E;&#x73B0;&#x539F;&#x5B50;&#x6027;">5.3&#x3001;&#x5B9E;&#x73B0;&#x539F;&#x5B50;&#x6027;</h2>
<p>&#x5728;&#x4E8B;&#x4EF6;&#x9A71;&#x52A8;&#x67B6;&#x6784;&#x4E2D;&#xFF0C;&#x540C;&#x6837;&#x5B58;&#x5728;&#x7740;&#x539F;&#x5B50;&#x66F4;&#x65B0;&#x6570;&#x636E;&#x5E93;&#x548C;&#x53D1;&#x5E03;&#x4E8B;&#x4EF6;&#x76F8;&#x5173;&#x95EE;&#x9898;&#x3002;&#x4F8B;&#x5982;&#xFF0C;Order Service &#x5FC5;&#x987B;&#x5728; ORDER &#x8868;&#x4E2D;&#x63D2;&#x5165;&#x4E00;&#x884C;&#x6570;&#x636E;&#xFF0C;&#x5E76;&#x53D1;&#x5E03; Order Created &#x4E8B;&#x4EF6;&#x3002;&#x8FD9;&#x4E24;&#x4E2A;&#x64CD;&#x4F5C;&#x5FC5;&#x987B;&#x539F;&#x5B50;&#x5B8C;&#x6210;&#x3002;&#x5982;&#x679C;&#x5728;&#x66F4;&#x65B0;&#x6570;&#x636E;&#x5E93;&#x540E;&#x4F46;&#x5728;&#x53D1;&#x5E03;&#x4E8B;&#x4EF6;&#x4E4B;&#x524D;&#x53D1;&#x751F;&#x670D;&#x52A1;&#x5D29;&#x6E83;&#xFF0C;&#x7CFB;&#x7EDF;&#x5C06;&#x51FA;&#x73B0;&#x4E0D;&#x4E00;&#x81F4;&#x6027;&#x3002;&#x786E;&#x4FDD;&#x539F;&#x5B50;&#x6027;&#x7684;&#x6807;&#x51C6;&#x65B9;&#x6CD5;&#x662F;&#x4F7F;&#x7528;&#x6D89;&#x53CA;&#x5230;&#x6570;&#x636E;&#x5E93;&#x548C; Message Broker &#x7684;&#x5206;&#x5E03;&#x5F0F;&#x4E8B;&#x52A1;&#x3002;&#x7136;&#x800C;&#xFF0C;&#x7531;&#x4E8E;&#x4E0A;&#x8FF0;&#x539F;&#x56E0;&#xFF0C;&#x5982; CAP &#x5B9A;&#x7406;&#xFF0C;&#x8FD9;&#x5E76;&#x4E0D;&#x662F;&#x6211;&#x4EEC;&#x60F3;&#x8981;&#x7684;&#x3002;</p>
<p><a id="publishing-events-using-local-transactions"></a></p>
<h2 id="54&#x3001;&#x4F7F;&#x7528;&#x672C;&#x5730;&#x4E8B;&#x52A1;&#x53D1;&#x5E03;&#x4E8B;&#x4EF6;">5.4&#x3001;&#x4F7F;&#x7528;&#x672C;&#x5730;&#x4E8B;&#x52A1;&#x53D1;&#x5E03;&#x4E8B;&#x4EF6;</h2>
<p>&#x5B9E;&#x73B0;&#x539F;&#x5B50;&#x6027;&#x7684;&#x4E00;&#x79CD;&#x65B9;&#x5F0F;&#x662F;&#x5E94;&#x7528;&#x4F7F;&#x7528;<a href="http://queue.acm.org/detail.cfm?id=1394128" target="_blank">&#x4EC5;&#x6D89;&#x53CA;&#x672C;&#x5730;&#x4E8B;&#x52A1;&#x7684;&#x591A;&#x6B65;&#x9AA4;&#x8FC7;&#x7A0B;</a>&#x6765;&#x53D1;&#x5E03;&#x4E8B;&#x4EF6;&#x3002;&#x8BC0;&#x7A8D;&#x5728;&#x4E8E;&#x5B58;&#x50A8;&#x4E1A;&#x52A1;&#x5B9E;&#x4F53;&#x72B6;&#x6001;&#x7684;&#x6570;&#x636E;&#x5E93;&#x4E2D;&#x6709;&#x4E00;&#x4E2A;&#x7528;&#x4F5C;&#x6D88;&#x606F;&#x961F;&#x5217;&#x7684; EVENT &#x8868;&#x3002;&#x5E94;&#x7528;&#x5F00;&#x542F;&#x4E00;&#x4E2A;&#xFF08;&#x672C;&#x5730;&#xFF09;&#x6570;&#x636E;&#x5E93;&#x4E8B;&#x52A1;&#xFF0C;&#x66F4;&#x65B0;&#x4E1A;&#x52A1;&#x5B9E;&#x4F53;&#x72B6;&#x6001;&#xFF0C;&#x5C06;&#x4E8B;&#x4EF6;&#x63D2;&#x5165;&#x5230; EVENT &#x8868;&#x4E2D;&#xFF0C;&#x4E4B;&#x540E;&#x63D0;&#x4EA4;&#x4E8B;&#x52A1;&#x3002;&#x6709;&#x4E00;&#x4E2A;&#x5355;&#x72EC;&#x7684;&#x5E94;&#x7528;&#x7EBF;&#x7A0B;&#x6216;&#x8FDB;&#x7A0B;&#x67E5;&#x8BE2; EVENT &#x8868;&#xFF0C;&#x5C06;&#x4E8B;&#x4EF6;&#x53D1;&#x5E03;&#x5230; Message Broker&#xFF0C;&#x7136;&#x540E;&#x4F7F;&#x7528;&#x672C;&#x5730;&#x4E8B;&#x52A1;&#x5C06;&#x4E8B;&#x4EF6;&#x6807;&#x8BB0;&#x4E3A;&#x5DF2;&#x53D1;&#x5E03;&#x3002;&#x8BBE;&#x8BA1;&#x5982;&#x56FE; 5-6 &#x6240;&#x793A;&#x3002;</p>
<figure id="fig1.7.6"><img src="resources/5-6.png" alt="&#x56FE; 5-6&#x3001;&#x672C;&#x5730;&#x4E8B;&#x52A1;&#x5B9E;&#x73B0;&#x539F;&#x5B50;&#x6027;"><figcaption>&#x56FE; 5-6&#x3001;&#x672C;&#x5730;&#x4E8B;&#x52A1;&#x5B9E;&#x73B0;&#x539F;&#x5B50;&#x6027;</figcaption></figure>
<p>Order Service &#x5C06;&#x4E00;&#x884C;&#x8BB0;&#x5F55;&#x63D2;&#x5165;&#x5230; ORDER &#x8868;&#x4E2D;&#xFF0C;&#x5E76;&#x5C06;&#x4E00;&#x4E2A; Order Created &#x4E8B;&#x4EF6;&#x63D2;&#x5165;&#x5230; EVENT &#x8868;&#x4E2D;&#x3002;Event Publisher&#xFF08;&#x4E8B;&#x4EF6;&#x53D1;&#x5E03;&#x8005;&#xFF09;&#x7EBF;&#x7A0B;&#x6216;&#x8FDB;&#x7A0B;&#x4ECE; EVENT &#x8868;&#x4E2D;&#x67E5;&#x8BE2;&#x672A;&#x53D1;&#x5E03;&#x7684;&#x4E8B;&#x4EF6;&#xFF0C;&#x4E4B;&#x540E;&#x53D1;&#x5E03;&#x8FD9;&#x4E9B;&#x4E8B;&#x4EF6;&#xFF0C;&#x6700;&#x540E;&#x66F4;&#x65B0; EVENT &#x8868;&#x5C06;&#x4E8B;&#x4EF6;&#x6807;&#x8BB0;&#x4E3A;&#x5DF2;&#x53D1;&#x5E03;&#x3002;</p>
<p>&#x8FD9;&#x79CD;&#x65B9;&#x6CD5;&#x6709;&#x597D;&#x6709;&#x574F;&#x3002;&#x597D;&#x5904;&#x662F;&#x5B83;&#x4FDD;&#x8BC1;&#x4E86;&#x88AB;&#x53D1;&#x5E03;&#x7684;&#x4E8B;&#x4EF6;&#x6BCF;&#x6B21;&#x66F4;&#x65B0;&#x90FD;&#x4E0D;&#x4F9D;&#x8D56;&#x4E8E; 2PC&#x3002;&#x6B64;&#x5916;&#xFF0C;&#x5E94;&#x7528;&#x53D1;&#x5E03;&#x4E1A;&#x52A1;&#x7EA7;&#x4E8B;&#x4EF6;&#xFF0C;&#x8FD9;&#x4E9B;&#x4E8B;&#x4EF6;&#x53EF;&#x4EE5;&#x6D88;&#x9664;&#x63A8;&#x65AD;&#x7684;&#x5FC5;&#x8981;&#x3002;&#x8FD9;&#x79CD;&#x65B9;&#x6CD5;&#x7684;&#x7F3A;&#x70B9;&#x662F;&#x5B83;&#x5F88;&#x5BB9;&#x6613;&#x51FA;&#x9519;&#xFF0C;&#x56E0;&#x4E3A;&#x5F00;&#x53D1;&#x4EBA;&#x5458;&#x5FC5;&#x987B;&#x8981;&#x8BB0;&#x5F97;&#x53D1;&#x5E03;&#x4E8B;&#x4EF6;&#x3002;&#x8FD9;&#x79CD;&#x65B9;&#x6CD5;&#x7684;&#x5C40;&#x9650;&#x6027;&#x5728;&#x4E8E;&#xFF0C;&#x7531;&#x4E8E;&#x5176;&#x6709;&#x9650;&#x7684;&#x4E8B;&#x52A1;&#x548C;&#x67E5;&#x8BE2;&#x529F;&#x80FD;&#xFF0C;&#x5728;&#x4F7F;&#x7528;&#x67D0;&#x4E9B; NoSQL &#x6570;&#x636E;&#x5E93;&#x65F6;&#xFF0C;&#x5B9E;&#x73B0;&#x8D77;&#x6765;&#x5C06;&#x662F;&#x4E00;&#x5927;&#x6311;&#x6218;&#x3002;</p>
<p>&#x8BE5;&#x65B9;&#x6CD5;&#x901A;&#x8FC7;&#x8BA9;&#x5E94;&#x7528;&#x4F7F;&#x7528;&#x672C;&#x5730;&#x4E8B;&#x52A1;&#x66F4;&#x65B0;&#x72B6;&#x6001;&#x548C;&#x53D1;&#x5E03;&#x4E8B;&#x4EF6;&#x6765;&#x6D88;&#x9664;&#x5BF9; 2PC &#x7684;&#x4F9D;&#x8D56;&#x3002;&#x73B0;&#x5728;&#x6211;&#x4EEC;&#x6765;&#x770B;&#x4E00;&#x4E0B;&#x901A;&#x8FC7;&#x5E94;&#x7528;&#x7B80;&#x5355;&#x5730;&#x66F4;&#x65B0;&#x72B6;&#x6001;&#x6765;&#x5B9E;&#x73B0;&#x539F;&#x5B50;&#x6027;&#x7684;&#x65B9;&#x6CD5;&#x3002;</p>
<p><a id="mining-a-database-transaction-log"></a></p>
<h2 id="55&#x3001;&#x6316;&#x6398;&#x6570;&#x636E;&#x5E93;&#x4E8B;&#x52A1;&#x65E5;&#x5FD7;">5.5&#x3001;&#x6316;&#x6398;&#x6570;&#x636E;&#x5E93;&#x4E8B;&#x52A1;&#x65E5;&#x5FD7;</h2>
<p>&#x4E0D;&#x4F9D;&#x9760; 2PC &#x6765;&#x5B9E;&#x73B0;&#x539F;&#x5B50;&#x6027;&#x7684;&#x53E6;&#x4E00;&#x79CD;&#x65B9;&#x5F0F;&#x662F;&#x7528;&#x4E00;&#x4E2A;&#x7EBF;&#x7A0B;&#x6216;&#x8FDB;&#x7A0B;&#x6765;&#x6316;&#x6398;&#x6570;&#x636E;&#x5E93;&#x7684;&#x4E8B;&#x52A1;&#x6216;&#x63D0;&#x4EA4;&#x65E5;&#x5FD7;&#x6765;&#x53D1;&#x5E03;&#x4E8B;&#x4EF6;&#x3002;&#x5F53;&#x5E94;&#x7528;&#x66F4;&#x65B0;&#x6570;&#x636E;&#x5E93;&#x65F6;&#xFF0C;&#x66F4;&#x6539;&#x4FE1;&#x606F;&#x88AB;&#x8BB0;&#x5F55;&#x5230;&#x6570;&#x636E;&#x5E93;&#x7684;&#x4E8B;&#x52A1;&#x65E5;&#x5FD7;&#x4E2D;&#x3002;&#x4E8B;&#x52A1;&#x65E5;&#x5FD7;&#x6316;&#x6398;&#x5668;&#xFF08;Transaction Log Miner&#xFF09; &#x7EBF;&#x7A0B;&#x6216;&#x8FDB;&#x7A0B;&#x8BFB;&#x53D6;&#x4E8B;&#x52A1;&#x65E5;&#x5FD7;&#x5E76;&#x5411; Message Broker &#x53D1;&#x5E03;&#x4E8B;&#x4EF6;&#x3002;&#x8BBE;&#x8BA1;&#x5982;&#x56FE; 5-7 &#x6240;&#x793A;&#x3002;</p>
<figure id="fig1.7.7"><img src="resources/5-7.png" alt="&#x56FE; 5-7&#x3001;Message Broker &#x53EF;&#x4EE5;&#x516C;&#x65AD;&#x6570;&#x636E;&#x4E8B;&#x52A1;"><figcaption>&#x56FE; 5-7&#x3001;Message Broker &#x53EF;&#x4EE5;&#x516C;&#x65AD;&#x6570;&#x636E;&#x4E8B;&#x52A1;</figcaption></figure>
<p>LinkedIn Databus &#x5F00;&#x6E90;&#x9879;&#x76EE;&#x4F7F;&#x7528;&#x6B64;&#x65B9;&#x6CD5;&#x3002;Databus &#x6316;&#x6398; Oracle &#x4E8B;&#x52A1;&#x65E5;&#x5FD7;&#x5E76;&#x53D1;&#x5E03;&#x4E0E;&#x66F4;&#x6539;&#x5BF9;&#x5E94;&#x7684;&#x4E8B;&#x4EF6;&#x3002;LinkedIn &#x4F7F;&#x7528; Databus &#x4FDD;&#x6301;&#x5404;&#x79CD;&#x6570;&#x636E;&#x5B58;&#x50A8;&#x4E0E;&#x7CFB;&#x7EDF;&#x7684;&#x8BB0;&#x5F55;&#x4E00;&#x81F4;&#x3002;</p>
<p>&#x53E6;&#x4E00;&#x4E2A;&#x4F8B;&#x5B50;&#x662F; AWS DynamoDB &#x4E2D;&#x7684;&#x6D41;&#x673A;&#x5236;&#xFF0C;&#x5B83;&#x662F;&#x4E00;&#x4E2A;&#x6258;&#x7BA1;&#x7684; NoSQL &#x6570;&#x636E;&#x5E93;&#x3002;DynamoDB &#x6D41;&#x5305;&#x542B;&#x4E86;&#x5728;&#x8FC7;&#x53BB; 24 &#x5C0F;&#x65F6;&#x5185;&#x5BF9; DynamoDB &#x8868;&#x4E2D;&#x7684;&#x9879;&#x8FDB;&#x884C;&#x7684;&#x66F4;&#x6539;&#xFF08;&#x521B;&#x5EFA;&#x3001;&#x66F4;&#x65B0;&#x548C;&#x5220;&#x9664;&#x64CD;&#x4F5C;&#xFF09;&#xFF0C;&#x5176;&#x6309;&#x65F6;&#x95F4;&#x987A;&#x5E8F;&#x6392;&#x5217;&#x3002;&#x5E94;&#x7528;&#x53EF;&#x4EE5;&#x4ECE;&#x6D41;&#x4E2D;&#x8BFB;&#x53D6;&#x8FD9;&#x4E9B;&#x66F4;&#x6539;&#xFF0C;&#x6BD4;&#x5982;&#xFF0C;&#x5C06;&#x5176;&#x4F5C;&#x4E3A;&#x4E8B;&#x4EF6;&#x53D1;&#x5E03;&#x3002;</p>
<p>&#x4E8B;&#x52A1;&#x65E5;&#x5FD7;&#x6316;&#x6398;&#x6709;&#x5404;&#x79CD;&#x597D;&#x5904;&#x4E0E;&#x574F;&#x5904;&#x3002;&#x4E00;&#x4E2A;&#x597D;&#x5904;&#x662F;&#x5B83;&#x80FD;&#x4FDD;&#x8BC1;&#x88AB;&#x53D1;&#x5E03;&#x7684;&#x4E8B;&#x4EF6;&#x6BCF;&#x6B21;&#x66F4;&#x65B0;&#x90FD;&#x4E0D;&#x4F9D;&#x8D56;&#x4E8E; 2PC&#x3002;&#x4E8B;&#x52A1;&#x65E5;&#x5FD7;&#x6316;&#x6398;&#x8FD8;&#x53EF;&#x4EE5;&#x901A;&#x8FC7;&#x5C06;&#x4E8B;&#x4EF6;&#x53D1;&#x5E03;&#x4ECE;&#x5E94;&#x7528;&#x4E1A;&#x52A1;&#x903B;&#x8F91;&#x5206;&#x79BB;&#x51FA;&#x6765;&#x7B80;&#x5316;&#x5E94;&#x7528;&#x3002;&#x4E00;&#x4E2A;&#x4E3B;&#x8981;&#x7684;&#x7F3A;&#x70B9;&#x662F;&#x4E8B;&#x52A1;&#x65E5;&#x5FD7;&#x7684;&#x683C;&#x5F0F;&#x5BF9;&#x4E8E;&#x6BCF;&#x4E2A;&#x6570;&#x636E;&#x5E93;&#x6765;&#x8BF4;&#x90FD;&#x662F;&#x7279;&#x6709;&#x7684;&#xFF0C;&#x6709;&#x4E9B;&#x751A;&#x81F3;&#x5728;&#x4E0D;&#x540C;&#x6570;&#x636E;&#x5E93;&#x7248;&#x672C;&#x4E4B;&#x95F4;&#x683C;&#x5F0F;&#x5C31;&#x6709;&#x4E86;&#x6539;&#x53D8;&#x3002;&#x800C;&#x4E14;&#xFF0C;&#x8BB0;&#x5F55;&#x5728;&#x4E8B;&#x52A1;&#x65E5;&#x5FD7;&#x4E2D;&#x7684;&#x4F4E;&#x7EA7;&#x522B;&#x66F4;&#x65B0;&#x53EF;&#x80FD;&#x96BE;&#x4EE5;&#x9006;&#x5411;&#x5230;&#x9AD8;&#x7EA7;&#x4E1A;&#x52A1;&#x4E8B;&#x4EF6;&#x3002;</p>
<p>&#x4E8B;&#x52A1;&#x65E5;&#x5FD7;&#x6316;&#x6398;&#x6D88;&#x9664;&#x4E86;&#x5E94;&#x7528;&#x9700;&#x8981;&#x4F9D;&#x8D56; 2PC &#x6765;&#x505A;&#x7684;&#x4E00;&#x4EF6;&#x4E8B;&#xFF1A;&#x66F4;&#x65B0;&#x6570;&#x636E;&#x5E93;&#x3002;&#x73B0;&#x5728;&#x6211;&#x4EEC;&#x6765;&#x770B;&#x770B;&#x53E6;&#x4E00;&#x79CD;&#x53EF;&#x4EE5;&#x6D88;&#x9664;&#x66F4;&#x65B0;&#x5E76;&#x4EC5;&#x4F9D;&#x8D56;&#x4E8E;&#x4E8B;&#x4EF6;&#x7684;&#x4E0D;&#x540C;&#x65B9;&#x5F0F;&#x3002;</p>
<p><a id="using-event-sourcing"></a></p>
<h2 id="56&#x3001;&#x4F7F;&#x7528;&#x4E8B;&#x4EF6;&#x6EAF;&#x6E90;">5.6&#x3001;&#x4F7F;&#x7528;&#x4E8B;&#x4EF6;&#x6EAF;&#x6E90;</h2>
<p><a href="https://github.com/cer/event-sourcing-examples/wiki/WhyEventSourcing" target="_blank">&#x4E8B;&#x4EF6;&#x6EAF;&#x6E90;</a>&#x901A;&#x8FC7;&#x4F7F;&#x7528;&#x4E0D;&#x540C;&#x4E8E;&#x4E4B;&#x524D;&#x7684;&#x3001;&#x4EE5;&#x4E8B;&#x4EF6;&#x4E3A;&#x4E2D;&#x5FC3;&#x7684;&#x65B9;&#x5F0F;&#x6765;&#x6301;&#x4E45;&#x5316;&#x4E1A;&#x52A1;&#x5B9E;&#x4F53;&#xFF0C;&#x5B9E;&#x73B0;&#x65E0; 2PC &#x539F;&#x5B50;&#x6027;&#x3002;&#x5E94;&#x7528;&#x4E0D;&#x7528;&#x5B58;&#x50A8;&#x5B9E;&#x4F53;&#x7684;&#x5F53;&#x524D;&#x72B6;&#x6001;&#xFF0C;&#x800C;&#x662F;&#x5B58;&#x50A8;&#x4E00;&#x7CFB;&#x5217;&#x72B6;&#x6001;&#x6539;&#x53D8;&#x4E8B;&#x4EF6;&#x3002;&#x5E94;&#x7528;&#x901A;&#x8FC7;&#x56DE;&#x653E;&#x4E8B;&#x4EF6;&#x6765;&#x91CD;&#x5EFA;&#x5B9E;&#x4F53;&#x7684;&#x5F53;&#x524D;&#x72B6;&#x6001;&#x3002;&#x65E0;&#x8BBA;&#x4E1A;&#x52A1;&#x5B9E;&#x4F53;&#x7684;&#x72B6;&#x6001;&#x4F55;&#x65F6;&#x53D1;&#x751F;&#x53D8;&#x5316;&#xFF0C;&#x5176;&#x90FD;&#x4F1A;&#x5C06;&#x65B0;&#x4E8B;&#x4EF6;&#x8FFD;&#x52A0;&#x5230;&#x4E8B;&#x4EF6;&#x5217;&#x8868;&#x4E2D;&#x3002;&#x7531;&#x4E8E;&#x4FDD;&#x5B58;&#x4E8B;&#x4EF6;&#x662F;&#x5355;&#x4E00;&#x64CD;&#x4F5C;&#xFF0C;&#x56E0;&#x6B64;&#x662F;&#x539F;&#x5B50;&#x6027;&#x3002;</p>
<p>&#x8981;&#x4E86;&#x89E3;&#x4E8B;&#x4EF6;&#x6EAF;&#x6E90;&#x7684;&#x5DE5;&#x4F5C;&#x539F;&#x7406;&#xFF0C;&#x4EE5; Order&#xFF08;&#x8BA2;&#x5355;&#xFF09;&#x5B9E;&#x4F53;&#x4E3A;&#x4F8B;&#x3002;&#x5728;&#x4F20;&#x7EDF;&#x65B9;&#x5F0F;&#x4E2D;&#xFF0C;&#x6BCF;&#x4E2A;&#x8BA2;&#x5355;&#x90FD;&#x4E0E; ORDER &#x8868;&#x4E2D;&#x7684;&#x67D0;&#x884C;&#x8BB0;&#x5F55;&#x76F8;&#x6620;&#x5C04;&#xFF0C;&#x4E5F;&#x53EF;&#x4EE5;&#x6620;&#x5C04;&#x5230;&#x4F8B;&#x5982; ORDER_LINE_ITEM &#x8868;&#x4E2D;&#x7684;&#x8BB0;&#x5F55;&#x3002;</p>
<p>&#x4F46;&#x5F53;&#x4F7F;&#x7528;&#x4E8B;&#x4EF6;&#x6EAF;&#x6E90;&#x65F6;&#xFF0C;Order Service &#x5C06;&#x4EE5;&#x72B6;&#x6001;&#x66F4;&#x6539;&#x4E8B;&#x4EF6;&#x7684;&#x5F62;&#x5F0F;&#x5B58;&#x50A8; Order&#xFF1A;Created&#xFF08;&#x521B;&#x5EFA;&#xFF09;&#x3001;Approved&#xFF08;&#x6279;&#x51C6;&#xFF09;&#x3001;Shipped&#xFF08;&#x53D1;&#x8D27;&#xFF09;&#x3001;Cancelled&#xFF08;&#x53D6;&#x6D88;&#xFF09;&#x3002;&#x6BCF;&#x4E2A;&#x4E8B;&#x4EF6;&#x5305;&#x542B;&#x8DB3;&#x591F;&#x591A;&#x7684;&#x6570;&#x636E;&#x6765;&#x91CD;&#x5EFA; Order &#x7684;&#x72B6;&#x6001;&#x3002;</p>
<figure id="fig1.7.8"><img src="resources/5-8.png" alt="&#x56FE; 5-8&#x3001;&#x4E8B;&#x4EF6;&#x6709;&#x5B8C;&#x6574;&#x7684;&#x6570;&#x636E;"><figcaption>&#x56FE; 5-8&#x3001;&#x4E8B;&#x4EF6;&#x6709;&#x5B8C;&#x6574;&#x7684;&#x6570;&#x636E;</figcaption></figure>
<p>&#x4E8B;&#x4EF6;&#x88AB;&#x6301;&#x4E45;&#x5316;&#x5728;&#x4E8B;&#x4EF6;&#x5B58;&#x50A8;&#x4E2D;&#xFF0C;&#x4E8B;&#x4EF6;&#x5B58;&#x50A8;&#x662F;&#x4E00;&#x4E2A;&#x4E8B;&#x4EF6;&#x7684;&#x6570;&#x636E;&#x5E93;&#x3002;&#x8BE5;&#x5B58;&#x50A8;&#x6709;&#x4E00;&#x4E2A;&#x7528;&#x4E8E;&#x6DFB;&#x52A0;&#x548C;&#x68C0;&#x7D22;&#x5B9E;&#x4F53;&#x4E8B;&#x4EF6;&#x7684; API&#x3002;&#x4E8B;&#x4EF6;&#x5B58;&#x50A8;&#x8FD8;&#x4E0E;&#x6211;&#x4EEC;&#x4E4B;&#x524D;&#x63CF;&#x8FF0;&#x7684;&#x67B6;&#x6784;&#x4E2D;&#x7684; Message Broker &#x7C7B;&#x4F3C;&#x3002;&#x5B83;&#x63D0;&#x4F9B;&#x4E86;&#x4E00;&#x4E2A; API&#xFF0C;&#x4F7F;&#x5F97;&#x670D;&#x52A1;&#x80FD;&#x591F;&#x8BA2;&#x9605;&#x4E8B;&#x4EF6;&#x3002;&#x4E8B;&#x4EF6;&#x5B58;&#x50A8;&#x5411;&#x6240;&#x6709;&#x611F;&#x5174;&#x8DA3;&#x7684;&#x8BA2;&#x9605;&#x8005;&#x6D3E;&#x53D1;&#x6240;&#x6709;&#x4E8B;&#x4EF6;&#x3002;&#x53EF;&#x4EE5;&#x8BF4;&#x4E8B;&#x4EF6;&#x5B58;&#x50A8;&#x662F;&#x4E8B;&#x4EF6;&#x9A71;&#x52A8;&#x5FAE;&#x670D;&#x52A1;&#x67B6;&#x6784;&#x7684;&#x652F;&#x67F1;&#x3002;</p>
<p>&#x4E8B;&#x4EF6;&#x6EAF;&#x6E90;&#x6709;&#x51E0;&#x4E2A;&#x597D;&#x5904;&#x3002;&#x5B83;&#x89E3;&#x51B3;&#x4E86;&#x5B9E;&#x73B0;&#x4E8B;&#x4EF6;&#x9A71;&#x52A8;&#x67B6;&#x6784;&#x7684;&#x5173;&#x952E;&#x95EE;&#x9898;&#x4E4B;&#x4E00;&#xFF0C;&#x53EF;&#x4EE5;&#x5728;&#x72B6;&#x6001;&#x53D1;&#x751F;&#x53D8;&#x5316;&#x65F6;&#x53EF;&#x9760;&#x5730;&#x53D1;&#x5E03;&#x4E8B;&#x4EF6;&#x3002;&#x56E0;&#x6B64;&#xFF0C;&#x5B83;&#x89E3;&#x51B3;&#x4E86;&#x5FAE;&#x670D;&#x52A1;&#x67B6;&#x6784;&#x4E2D;&#x7684;&#x6570;&#x636E;&#x4E00;&#x81F4;&#x6027;&#x95EE;&#x9898;&#x3002;&#x6B64;&#x5916;&#xFF0C;&#x7531;&#x4E8E;&#x5B83;&#x6301;&#x4E45;&#x5316;&#x7684;&#x662F;&#x4E8B;&#x4EF6;&#xFF0C;&#x800C;&#x4E0D;&#x662F;&#x9886;&#x57DF;&#x5BF9;&#x8C61;&#xFF0C;&#x6240;&#x4EE5;&#x5B83;&#x4E3B;&#x8981;&#x907F;&#x514D;&#x4E86;<a href="https://en.wikipedia.org/wiki/Object-relational_impedance_mismatch" target="_blank">&#x5BF9;&#x8C61;&#x5173;&#x7CFB;&#x963B;&#x6297;&#x5931;&#x914D;&#x95EE;&#x9898;</a>&#x3002;&#x4E8B;&#x4EF6;&#x6EAF;&#x6E90;&#x8FD8;&#x63D0;&#x4F9B;&#x4E86;&#x4E00;&#x4E2A; 100&#xFF05; &#x53EF;&#x9760;&#x7684;&#x5BA1;&#x8BA1;&#x65E5;&#x5FD7;&#xFF0C;&#x5176;&#x8BB0;&#x5F55;&#x4E86;&#x5BF9;&#x4E1A;&#x52A1;&#x5B9E;&#x4F53;&#x7684;&#x53D8;&#x66F4;&#x3002;&#x6B64;&#x5916;&#xFF0C;&#x5B83;&#x53EF;&#x4EE5;&#x5728;&#x4EFB;&#x4F55;&#x65F6;&#x95F4;&#x70B9;&#x5BF9;&#x5B9E;&#x4F53;&#x8FDB;&#x884C;&#x67E5;&#x8BE2;&#x4EE5;&#x786E;&#x5B9A;&#x72B6;&#x6001;&#x3002;&#x4E8B;&#x4EF6;&#x6EAF;&#x6E90;&#x7684;&#x53E6;&#x4E00;&#x4E2A;&#x597D;&#x5904;&#x662F;&#x4F60;&#x7684;&#x4E1A;&#x52A1;&#x903B;&#x8F91;&#x5305;&#x62EC;&#x677E;&#x8026;&#x5408;&#x7684;&#x4EA4;&#x6362;&#x4E8B;&#x4EF6;&#x4E1A;&#x52A1;&#x5B9E;&#x4F53;&#xFF0C;&#x4ECE;&#x5355;&#x4F53;&#x5E94;&#x7528;&#x8FC1;&#x79FB;&#x5230;&#x5FAE;&#x670D;&#x52A1;&#x67B6;&#x6784;&#x5C06;&#x53D8;&#x5F97;&#x66F4;&#x52A0;&#x5BB9;&#x6613;&#x3002;</p>
<p>&#x4E8B;&#x4EF6;&#x6EAF;&#x6E90;&#x540C;&#x6837;&#x6709;&#x7F3A;&#x70B9;&#x3002;&#x8FD9;&#x662F;&#x4E00;&#x79CD;&#x964C;&#x751F;&#x7684;&#x7F16;&#x7A0B;&#x98CE;&#x683C;&#xFF0C;&#x56E0;&#x6B64;&#x5B58;&#x5728;&#x5B66;&#x4E60;&#x66F2;&#x7EBF;&#x3002;&#x4E8B;&#x4EF6;&#x5B58;&#x50A8;&#x4EC5;&#x652F;&#x6301;&#x901A;&#x8FC7;&#x4E3B;&#x952E;&#x67E5;&#x627E;&#x4E1A;&#x52A1;&#x5B9E;&#x4F53;&#x3002;&#x4F60;&#x5FC5;&#x987B;&#x4F7F;&#x7528;<a href="https://github.com/cer/event-sourcing-examples/wiki" target="_blank">&#x547D;&#x4EE4;&#x67E5;&#x8BE2;&#x8D23;&#x4EFB;&#x5206;&#x79BB;</a>&#xFF08;CQRS&#xFF09;&#x6765;&#x5B9E;&#x73B0;&#x67E5;&#x8BE2;&#x3002;&#x56E0;&#x6B64;&#xFF0C;&#x5E94;&#x7528;&#x5FC5;&#x987B;&#x5904;&#x7406;&#x6700;&#x7EC8;&#x4E00;&#x81F4;&#x7684;&#x6570;&#x636E;&#x3002;</p>
<p><a id="summary"></a></p>
<h2 id="57&#x3001;&#x603B;&#x7ED3;">5.7&#x3001;&#x603B;&#x7ED3;</h2>
<p>&#x5728;&#x5FAE;&#x670D;&#x52A1;&#x67B6;&#x6784;&#x4E2D;&#xFF0C;&#x6BCF;&#x4E2A;&#x5FAE;&#x670D;&#x52A1;&#x90FD;&#x6709;&#x79C1;&#x6709;&#x7684;&#x6570;&#x636E;&#x5B58;&#x50A8;&#x3002;&#x4E0D;&#x540C;&#x7684;&#x5FAE;&#x670D;&#x52A1;&#x53EF;&#x80FD;&#x4F1A;&#x4F7F;&#x7528;&#x4E0D;&#x540C;&#x7684; SQL &#x6216;&#x8005; NoSQL &#x6570;&#x636E;&#x5E93;&#x3002;&#x867D;&#x7136;&#x8FD9;&#x79CD;&#x6570;&#x636E;&#x5E93;&#x67B6;&#x6784;&#x6709;&#x660E;&#x663E;&#x7684;&#x4F18;&#x52BF;&#xFF0C;&#x4F46;&#x5B83;&#x521B;&#x9020;&#x4E86;&#x4E00;&#x4E9B;&#x5206;&#x5E03;&#x5F0F;&#x6570;&#x636E;&#x7BA1;&#x7406;&#x6311;&#x6218;&#x3002;&#x7B2C;&#x4E00;&#x4E2A;&#x6311;&#x6218;&#x662F;&#x5982;&#x4F55;&#x5B9E;&#x73B0;&#x7EF4;&#x62A4;&#x591A;&#x4E2A;&#x670D;&#x52A1;&#x95F4;&#x7684;&#x4E1A;&#x52A1;&#x4E8B;&#x52A1;&#x4E00;&#x81F4;&#x6027;&#x3002;&#x7B2C;&#x4E8C;&#x4E2A;&#x6311;&#x6218;&#x662F;&#x5982;&#x4F55;&#x5B9E;&#x73B0;&#x4ECE;&#x591A;&#x4E2A;&#x670D;&#x52A1;&#x4E2D;&#x68C0;&#x7D22;&#x6570;&#x636E;&#x3002;</p>
<p>&#x5927;&#x90E8;&#x5206;&#x5E94;&#x7528;&#x4F7F;&#x7528;&#x7684;&#x89E3;&#x51B3;&#x65B9;&#x6848;&#x662F;&#x4E8B;&#x4EF6;&#x9A71;&#x52A8;&#x67B6;&#x6784;&#x3002;&#x5B9E;&#x73B0;&#x4E8B;&#x4EF6;&#x9A71;&#x52A8;&#x67B6;&#x6784;&#x7684;&#x4E00;&#x4E2A;&#x6311;&#x6218;&#x662F;&#x5982;&#x4F55;&#x4EE5;&#x539F;&#x5B50;&#x7684;&#x65B9;&#x5F0F;&#x66F4;&#x65B0;&#x72B6;&#x6001;&#x4EE5;&#x53CA;&#x5982;&#x4F55;&#x53D1;&#x5E03;&#x4E8B;&#x4EF6;&#x3002;&#x6709;&#x51E0;&#x79CD;&#x65B9;&#x6CD5;&#x53EF;&#x4EE5;&#x5B9E;&#x73B0;&#x8FD9;&#x70B9;&#xFF0C;&#x5305;&#x62EC;&#x4E86;&#x5C06;&#x6570;&#x636E;&#x5E93;&#x4F5C;&#x4E3A;&#x6D88;&#x606F;&#x961F;&#x5217;&#x3001;&#x4E8B;&#x52A1;&#x65E5;&#x5FD7;&#x6316;&#x6398;&#x548C;&#x4E8B;&#x4EF6;&#x6EAF;&#x6E90;&#x3002;</p>
<p><a id="microservices-in-action"></a></p>
<h2 id="&#x5FAE;&#x670D;&#x52A1;&#x5B9E;&#x6218;&#xFF1A;nginx-&#x4E0E;&#x5B58;&#x50A8;&#x4F18;&#x5316;">&#x5FAE;&#x670D;&#x52A1;&#x5B9E;&#x6218;&#xFF1A;NGINX &#x4E0E;&#x5B58;&#x50A8;&#x4F18;&#x5316;</h2>
<p>by Floyd Smith</p>
<p>&#x57FA;&#x4E8E;&#x5FAE;&#x670D;&#x52A1;&#x7684;&#x5B58;&#x50A8;&#x65B9;&#x5F0F;&#x6D89;&#x53CA;&#x4E86;&#x5927;&#x6570;&#x91CF;&#x548C;&#x5404;&#x79CD;&#x6570;&#x636E;&#x5B58;&#x50A8;&#xFF0C;&#x8BBF;&#x95EE;&#x548C;&#x66F4;&#x65B0;&#x6570;&#x636E;&#x5C06;&#x53D8;&#x5F97;&#x66F4;&#x52A0;&#x590D;&#x6742;&#xFF0C;DevOps &#x5728;&#x7EF4;&#x62A4;&#x6570;&#x636E;&#x4E00;&#x81F4;&#x6027;&#x65B9;&#x9762;&#x9762;&#x4E34;&#x7740;&#x66F4;&#x5927;&#x7684;&#x6311;&#x6218;&#x3002;NGINX &#x4E3A;&#x8FD9;&#x79CD;&#x6570;&#x636E;&#x7BA1;&#x7406;&#x63D0;&#x4F9B;&#x4E86;&#x91CD;&#x8981;&#x652F;&#x6301;&#xFF0C;&#x4E3B;&#x8981;&#x6709;&#x4E09;&#x4E2A;&#x65B9;&#x9762;&#xFF1A;</p>
<ol>
<li><p><strong>&#x6570;&#x636E;&#x7F13;&#x5B58;&#x4E0E;&#x5FAE;&#x7F13;&#x5B58;&#xFF08;microcaching&#xFF09;</strong></p>
<p> &#x4F7F;&#x7528; NGINX &#x7F13;&#x5B58;&#x9759;&#x6001;&#x6587;&#x4EF6;&#x548C;&#x5FAE;&#x7F13;&#x5B58;&#x5E94;&#x7528;&#x53EF;&#x51CF;&#x8F7B;&#x5E94;&#x7528;&#x7684;&#x8D1F;&#x8F7D;&#x3001;&#x63D0;&#x9AD8;&#x6027;&#x80FD;&#x5E76;&#x51CF;&#x5C11;&#x95EE;&#x9898;&#x7684;&#x53D1;&#x751F;&#x3002;</p>
</li>
<li><p><strong>&#x6570;&#x636E;&#x5B58;&#x50A8;&#x7684;&#x7075;&#x6D3B;&#x6027;&#x4E0E;&#x53EF;&#x6269;&#x5C55;&#x6027;</strong></p>
<p> &#x4E00;&#x65E6;&#x5C06; NGINX &#x4F5C;&#x4E3A;&#x53CD;&#x5411;&#x4EE3;&#x7406;&#x670D;&#x52A1;&#x5668;&#xFF0C;&#x4F60;&#x7684;&#x5E94;&#x7528;&#x5728;&#x521B;&#x5EFA;&#x3001;&#x8C03;&#x6574;&#x5927;&#x5C0F;&#x3001;&#x8FD0;&#x884C;&#x548C;&#x8C03;&#x6574;&#x6570;&#x636E;&#x5B58;&#x50A8;&#x670D;&#x52A1;&#x5668;&#x5927;&#x5C0F;&#x65F6;&#x90FD;&#x80FD;&#x83B7;&#x5F97;&#x5F88;&#x5927;&#x7684;&#x7075;&#x6D3B;&#x6027;&#xFF0C;&#x4EE5;&#x6EE1;&#x8DB3;&#x4E0D;&#x65AD;&#x53D8;&#x5316;&#x7684;&#x9700;&#x6C42; &#x2014; &#x6BCF;&#x4E2A;&#x670D;&#x52A1;&#x90FD;&#x62E5;&#x6709;&#x81EA;&#x5DF1;&#x7684;&#x6570;&#x636E;&#x5B58;&#x50A8;&#x662F;&#x5F88;&#x91CD;&#x8981;&#x7684;&#x3002;</p>
</li>
<li><p><strong>&#x670D;&#x52A1;&#x76D1;&#x63A7;&#x4E0E;&#x7BA1;&#x7406;&#xFF0C;&#x5305;&#x62EC;&#x6570;&#x636E;&#x670D;&#x52A1;</strong></p>
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