流批一体是数据领域的热门话题，随着实时数据处理需求的不断涌现和Flink等新兴流计算技术的持续发展，流批一体正从技术愿景向具体的、适配不同行业特点的解决方案过渡。

个人认为，流批一体解决方案的重点分为四个方面， 数据集成、存储引擎、计算引擎、元数据管理。

传统的批量数据集成方式是每日一次的批量数据传输，其载体是文件。实时数据集成方式则是通过CDC工具或者调用API接口推送的方式实时进行数据传输，载体是消息，依赖Kafka等消息队列。在Lambda架构中，这两者是同时存在的，是批量和实时两条数据加工链条的起点。

从时效性上，实时方式有着显著优势，数据延迟最快可以达到秒级甚至毫秒级，所以Kappa架构倡导将两者合一，全面采用实时数据集成方式。

在Kappa架构提出多年后，这一设想并未被普遍采纳，我认为其中部分原因是，实时数据集成的稳定性不足，以CDC工具和Kafka组成数据传输链路存在一定的数据丢失及重复的可能性。所以，在数据准确性有严苛要求的场景并不适用，金融行业尤其如此。

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