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数据契约
book

数据契约

by Chad Sanderson, Mark Freeman, B. E. Schmidt
November 2025
Beginner to intermediate
348 pages
3h 44m
Chinese
O'Reilly Media, Inc.

Overview

本作品已使用人工智能进行翻译。欢迎您提供反馈和意见:translation-feedback@oreilly.com

数据质量低下会给数据团队带来重大问题,从破坏创收的数据管道到丧失数据消费者的信任。尽管数据质量至关重要,许多数据团队仍难以避免这些问题——尤其当数据源自其无法控制的上游工作流时。解决方案:数据契约。 数据契约通过记录数据预期、确立数据资产所有权,并在持续集成/持续交付(CI/CD)工作流中自动执行约束,从而实现高质量、受良好治理的数据资产。

本书以实操视角阐释数据契约架构:明确定义数据契约概念,解析数据行业采用数据契约的必要性,并分享生产环境中的真实应用案例。您将学习如何实现数据契约架构的各个组件,理解它们在数据生命周期中的应用场景,最终掌握在组织内部推行数据契约的实施策略。

作者查德·桑德森、马克·弗里曼与B.E.施密特将助您:

  • 探索数据合约在行业中的实际应用场景
  • 掌握该架构各组件的应用方法,包括持续集成/持续交付、监控、版本控制数据等
  • 学习使用开源工具实现数据合约
  • 研究利用数据契约架构解决数据质量问题的方案
  • 评估数据合同在组织中的实施效果
  • 制定策略以确定数据契约在组织中的应用方式
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Publisher Resources

ISBN: 0642572278311