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數(shù)據(jù)網(wǎng)格(影印版)

出版社:東南大學(xué)出版社出版時(shí)間:2023-02-01
開本: 其他 頁數(shù): 345
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數(shù)據(jù)網(wǎng)格(影印版) 版權(quán)信息

數(shù)據(jù)網(wǎng)格(影印版) 內(nèi)容簡介

我們正處于數(shù)據(jù)的拐點(diǎn),現(xiàn)今的數(shù)據(jù)管理解決方案已經(jīng)不符合組織的復(fù)雜性、數(shù)據(jù)源的激增以及我們希望通過人工智能和分析從數(shù)據(jù)中獲得價(jià)值的愿景。在這本實(shí)踐用書中,作者Zhamak Dehghani介紹了數(shù)據(jù)網(wǎng)格,這是一種去中心化的社會(huì)技術(shù)范式,取自現(xiàn)代分布式架構(gòu),為大規(guī)模獲取、共享、訪問和管理分析數(shù)據(jù)提供了新方法。Dehghani指導(dǎo)從業(yè)者、架構(gòu)師、技術(shù)領(lǐng)導(dǎo)人和決策者從傳統(tǒng)大數(shù)據(jù)架構(gòu)轉(zhuǎn)向分布式多維分析數(shù)據(jù)管理方法。數(shù)據(jù)網(wǎng)格將數(shù)據(jù)視為產(chǎn)品,將領(lǐng)域視為主要關(guān)注點(diǎn),應(yīng)用平臺思維創(chuàng)建自助式數(shù)據(jù)基礎(chǔ)架構(gòu),并引入數(shù)據(jù)治理的聯(lián)合計(jì)算模型。

數(shù)據(jù)網(wǎng)格(影印版) 目錄

Foreword
Preface
Prologue: Imagine Data Mesh
Part I. What Is Data Mesh?
1. Data Mesh in a Nutshell
The Outcomes
The Shifts
The Principles
Principle of Domain Ownership
Principle of Data as a Product
Principle of the Self-Serve Data Platform
Principle of Federated Computational Governance
Interplay of the Principles
Data Mesh Model at a Glance
The Data
Operational Data
Analytical Data
The Origin
2. Principle of Domain Ownership
A Brief Background on Domain-Driven Design
Applying DDD's Strategic Design to Data
Domain Data Archetypes
Source-Aligned Domain Data
Aggregate Domain Data
Consumer-Aligned Domain Data
Transition to Domain Ownership
Push Data Ownership Upstream
Define Multiple Connected Models
Embrace the Most Relevant Domain Data: Don't Expect a Single Source of Truth
Hide the Data Pipelines as Domains' Internal Implementation
Recap
3. Principle of Data as a Product
Applying Product Thinking to Data
Baseline Usability Attributes of a Data Product
Transition to Data as a Product
Include Data Product Ownership in Domains
Reframe the Nomenclature to Create Change
Think of Data as a Product, Not a Mere Asset
Establish a Trust-But-Verify Data Culture
Join Data and Compute as One Logical Unit
Recap
4. Principle of the Self-Serve Data Platform
Data Mesh Platform: Compare and Contrast
Serving Autonomous Domain-Oriented Teams
Managing Autonomous and Interoperable Data Products
A Continuous Platform of Operational and Analytical Capabilities
Designed for a Generalist Majority
Favoring Decentralized Technologies
Domain Agnostic
Data Mesh Platform Thinking
Enable Autonomous Teams to Get Value from Data
Exchange Value with Autonomous and Interoperable Data Products
Accelerate Exchange of Value by Lowering the Cognitive Load
Scale Out Data Sharing
Support a Culture of Embedded Innovation
Transition to a Self-Serve Data Mesh Platform
Design the APIs and Protocols First
Prepare for Generalist Adoption
Do an Inventory and Simplify
Create Higher-Level APIs to Manage Data Products
Build Experiences, Not Mechanisms
……
Part II. Why Data Mesh?
Part III. How to Design the Data Mesh Architecture
Part IV. How to Design the Data Product Architecture
Part V. How to Get Started
Index
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數(shù)據(jù)網(wǎng)格(影印版) 作者簡介

扎馬克·德加尼(Zhamak Dehghani)是Thoughtworks的技術(shù)主管,專注于分布式架構(gòu)和新興技術(shù)。她是數(shù)據(jù)網(wǎng)格的創(chuàng)始人。

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