Data Modeling with Snowflake: A practical guide to accelerating Snowflake development using universal data modeling techniques
暫譯: 使用 Snowflake 的資料建模:加速 Snowflake 開發的通用資料建模技術實用指南

Gershkovich, Serge

  • 出版商: Packt Publishing
  • 出版日期: 2023-05-31
  • 售價: $2,460
  • 貴賓價: 9.5$2,337
  • 語言: 英文
  • 頁數: 324
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 1837634459
  • ISBN-13: 9781837634453
  • 海外代購書籍(需單獨結帳)

相關主題

商品描述

Discover how Snowflake's unique objects and features can be used to leverage universal modeling techniques through real-world examples and SQL recipes

Purchase of the print or Kindle book includes a free PDF eBook

Key Features

  • Learn core modeling techniques tied to practical examples using native Snowflake architecture
  • Adopt a universal modeling language to communicate business value to functional teams
  • Go beyond physical modeling with SQL recipes to transform and shape your Snowflake data

Book Description

The Snowflake Data Cloud is one of the fastest-growing platforms for data warehousing and application workloads. Snowflake's scalable, cloud-native architecture and expansive set of features and objects enables you to deliver data solutions quicker than ever before.

Yet, we must ensure that these solutions are developed using recommended design patterns and accompanied by documentation that's easily accessible to everyone in the organization.

This book will help you get familiar with simple and practical data modeling frameworks that accelerate agile design and evolve with the project from concept to code. These universal principles have helped guide database design for decades, and this book pairs them with unique Snowflake-native objects and examples like never before – giving you a two-for-one crash course in theory as well as direct application.

By the end of this Snowflake book, you'll have learned how to leverage Snowflake's innovative features, such as time travel, zero-copy cloning, and change-data-capture, to create cost-effective, efficient designs through time-tested modeling principles that are easily digestible when coupled with real-world examples.

What you will learn

  • Discover the time-saving features and applications of data modeling
  • Explore Snowflake's cloud-native architecture and features
  • Understand and apply modeling concepts, techniques, and language using Snowflake objects
  • Master modeling concepts such as normalization and slowly changing dimensions
  • Get comfortable reading and transforming semi-structured data
  • Work directly with pre-built recipes and examples
  • Apply modeling frameworks from Star to Data Vault

Who this book is for

This book is for developers working with SQL who are looking to build a strong foundation in modeling best practices and gain an understanding of where they can be effectively applied to save time and effort. Whether you're an ace in SQL logic or starting out in database design, this book will equip you with the practical foundations of data modeling to guide you on your data journey with Snowflake. Developers who've recently discovered Snowflake will be able to uncover its core features and learn to incorporate them into universal modeling frameworks.

商品描述(中文翻譯)

探索 Snowflake 獨特的物件和功能如何透過實際範例和 SQL 食譜來利用通用建模技術

購買印刷版或 Kindle 版書籍可獲得免費 PDF 電子書

主要特點


  • 學習與實際範例相關的核心建模技術,使用原生 Snowflake 架構

  • 採用通用建模語言,向功能團隊傳達商業價值

  • 透過 SQL 食譜超越物理建模,轉換和塑造您的 Snowflake 數據

書籍描述

Snowflake Data Cloud 是數據倉儲和應用工作負載增長最快的平台之一。Snowflake 的可擴展、雲原生架構以及廣泛的功能和物件集使您能夠比以往更快地交付數據解決方案。

然而,我們必須確保這些解決方案是使用推薦的設計模式開發的,並附有易於組織內所有人訪問的文檔。

本書將幫助您熟悉簡單且實用的數據建模框架,這些框架加速敏捷設計並隨著項目從概念到代碼演變。這些通用原則幫助指導數據庫設計已有數十年,本書將它們與獨特的 Snowflake 原生物件和範例結合,為您提供理論和直接應用的雙重速成課程。

在本 Snowflake 書籍結束時,您將學會如何利用 Snowflake 的創新功能,如時間旅行、零複製克隆和變更數據捕獲,通過經過時間考驗的建模原則創建具成本效益和高效的設計,並且這些原則在結合實際範例時易於理解。

您將學到什麼


  • 發現數據建模的省時功能和應用

  • 探索 Snowflake 的雲原生架構和功能

  • 理解並應用建模概念、技術和語言,使用 Snowflake 物件

  • 掌握建模概念,如正規化和緩慢變化維度

  • 熟悉閱讀和轉換半結構化數據

  • 直接使用預建的食譜和範例

  • 應用從 Star 到 Data Vault 的建模框架

本書適合誰

本書適合使用 SQL 的開發人員,他們希望建立建模最佳實踐的堅實基礎,並了解如何有效應用以節省時間和精力。無論您是 SQL 邏輯的高手還是剛開始接觸數據庫設計,本書將為您提供數據建模的實用基礎,指導您在 Snowflake 的數據旅程中。最近發現 Snowflake 的開發人員將能夠發掘其核心功能,並學會將其納入通用建模框架中。

目錄大綱

1. Unlocking the Power of Modeling
2. An Introduction to the Four Modeling Types
3. Mastering Snowflake's Architecture
4. Mastering Snowflake Objects
5. Speaking Modeling through Snowflake Objects
6. Seeing Snowflake's Architecture through Modeling Notation
7. Putting Conceptual Modeling into Practice
8. Putting Logical Modeling into Practice
9. Database Normalization
10. Database Naming and Structure
11. Putting Physical Modeling into Practice
12. Putting Transformational Modeling into Practice
13. Modeling Slowly Changing Dimensions
14. Modeling Facts for Rapid Analysis
15. Modeling Semi-Structured Data
16. Modeling Hierarchies
17. Scaling Data Mod

目錄大綱(中文翻譯)

1. Unlocking the Power of Modeling

2. An Introduction to the Four Modeling Types

3. Mastering Snowflake's Architecture

4. Mastering Snowflake Objects

5. Speaking Modeling through Snowflake Objects

6. Seeing Snowflake's Architecture through Modeling Notation

7. Putting Conceptual Modeling into Practice

8. Putting Logical Modeling into Practice

9. Database Normalization

10. Database Naming and Structure

11. Putting Physical Modeling into Practice

12. Putting Transformational Modeling into Practice

13. Modeling Slowly Changing Dimensions

14. Modeling Facts for Rapid Analysis

15. Modeling Semi-Structured Data

16. Modeling Hierarchies

17. Scaling Data Mod