从“数据孤岛”到“全域流转”：KaiwuDB 数据分发功能详解
关于数据分发
数据分发，简而言之，就是将数据从源头高效、可靠地传输到一个或多个指定目的地的过程。其核心目的在于，确保需要数据的人或系统能够在正确的时间、以恰当的形式获取到准确的数据，实现数据的共享与同步。
为什么需要数据分发？
• 实时数据共享
集团各部门协同合作，需确保所有数据部门获取最新数据，避免因数据延迟导致的业务决策偏差，如供应链协同场景、IoT 设备运维、营销自动化等。
• 云边端数据协同
终端设备产生的海量原始数据按需（全量或者预处理）同步至云端分布式集群，进行全局数据的建模、预测、分析。
• 实时计算与告警
实时将变更数据主动推送出去，客户端根据业务需求自由订阅数据，进行数据的实时计算、展示与告警。
设计理念与架构
1、 核心设计理念
KaiwuDB 数据分发以"数据价值最大化"为核心设计原则，在源端与多目标端之间搭建高效、灵活、可靠的流转桥梁，以最小化传输带宽、时间成本实现最大传输效率，发挥最大数据价值。
• 实时数据驱动，赋能业务即时决策
以 "数据实时流转为业务价值服务" 为核心，确保数据从产生到分发的延迟控制在毫秒级。让业务能基于最新数据做即时决策，将数据的 "时间价值" 最大化。
• 业务场景导向，降低实时数据集成门槛
围绕 "让实时数据集成更简单" 的理念，设计了开箱即用的订阅发布能力：无需用户开发复杂的自定义同步逻辑，通过配置化的方式即可实现跨集群、跨系统的数据实时同步，同时兼容多种技术生态（时序引擎、消息队列、业务应用），让不同业务场景能快速复用该能力。
• 云边端一体化
以 "本地计算 + 按需同步"为核心，边缘侧过滤冗余数据、云端汇聚核心信息，适配工业物联网、车联网等分布式场景。
2、 数据分发流程
KaiwuDB 数据分发流程图
• 核心层
借助 CDC（Change Data Capture，变更数据捕获）技术，精准捕获数据变更，支持基于 SQL 的订阅规则定义（如 WHERE vibration \> 阈值的异常数据过滤）。
• 传输层
支持 DDL（数据定义语言，用于数据库结构变更）和业务数据同步分发：
• 发送至 Kafka（分布式消息队列），供第三方应用消费主题数据，支持多端异步数据消费场景；
• 传递至 KaiwuDB 集群 B 的数据订阅模块，实现跨集群的数据同步。
核心功能特性
1、 多维度数据订阅
• 提供全量初始化 + 增量同步双模式；
• 支持基于 SQL 条件的行过滤和列级投影同步。
2、 高可靠传输机制
• 基于 Raft 协议的多副本机制，单点故障后仍可从其它正常节点继续同步；
• 边缘节点断网时本地缓存数据，恢复后自动续传，保障弱网场景可用性。
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3、 断点续传
定期保存已处理日志的时间点，在故障恢复时从断点继续同步，避免数据重复或遗漏。
4、 元数据智能映射
自动识别源库表结构变更（如字段增删），同步更新目标端 Schema，保持上下游数据结构一致性。
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