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Data Modeling with Snowflake: A practical guide to accelerating Snowflake development using universal data modeling techniques
Paperback
ISBN13: 9781837634453
Publisher: Packt Pub
Published: May 31 2023
Pages: 324
Weight: 1.23
Height: 0.68 Width: 7.50 Depth: 9.25
Language: English
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 benefits and applications of data modeling
- Learn about Snowflake's cloud-native architecture and its features
- Understand and apply modeling techniques using Snowflake objects
- Universal modeling concepts and language through Snowflake objects
- Get comfortable reading and transforming semistructured data
- Learn directly with pre-built recipes and examples
- Learn to 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.
Table of Contents
- Unlocking the Power of Modeling
- An Introduction to the Four Modeling Types
- Mastering Snowflake's Architecture
- Mastering Snowflake Objects
- Speaking Modeling through Snowflake Objects
- Seeing Snowflake's Architecture through Modeling Notation
- Putting Conceptual Modeling into Practice
- Putting Logical Modeling into Practice
- Database Normalization
- Database Naming and Structure
- Putting Physical Modeling into Practice
- Putting Transformational Modeling into Practice
- Modeling Slowly Changing Dimensions
- Modeling Facts for Rapid Analysis
- Modeling Semi-Structured Data
- Modeling Hierarchies
- Scaling Data Models through Modern Techniques
- Appendix
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