Gartner Insights Abstract

后数据中台时代:中国企业的机遇与挑战

Published: 27 March 2024

Summary

数据中台的热度在持续几年后,已然消散。本研究分析了数据中台热度下降的原因,以及后数据中台时代里市场的演变,有助于数据和分析领导者重新构想数据和分析(D&A)战略以及运营实践。

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概述

影响
  • 随着企业将焦点从中心化数据管理和复用性逐渐转向追求数据变现,数据中台(DMO)已经跟不上发展步伐。

  • 部署数据中台会产生高昂的成本,同时,也为在增长放缓的整体经济环境中证明数据和分析(D&A)投资的价值合理性带来了挑战。

  • 数据中台的中心化运营模式难以满足迅速变化的需求,因此需要一个适应性的D&A运营模式,在治理之下扩展数据全民化。

  • 生成式人工智能(GenAI)等新兴技术的出现,有望增强下一代数据中台的能力,赋能更多的AI原生消费者。

建议
  • 运用产品管理实践,与财务和业务运营等主要利益相关者密切合作,建立一个全面的数据治理机制作为数据资产管理的基础。

  • 采用价值流映射方法,利用技术平台的嵌入式价值优化功能,推动有关技术文化和素养的项目,从而优先实现D&A投资的业务价值。

  • 采用混合D&A架构,在实施域级分析的同时,确保良好的治理和可观测性。

  • 以某一个供应商或生态系统解决方案为起点,快速从大语言模型(LLM)赋能的D&A功能中获益,解决数据环境的集成复杂性和治理难题。

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Analysts:

Fay Fei Xingyu Gu Tong Zhang

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