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Data Modeling with Snowflake: A practical guide to accelerating Snowflake development using universal data modeling techniques
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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.
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Produkt detaljer
- Discover how Snowflake's unique objects and features can be used to leverage universal modeling techniques through real-world examples and SQL recipesPurchase of the print or Kindle book includes a free PDF eBookKey FeaturesLearn core modeling techniques tied to practical examples using native Snowflake architectureAdopt a universal modeling language to communicate business value to functional teamsGo beyond physical modeling with SQL recipes to transform and shape your Snowflake dataBook DescriptionThe 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 learnDiscover the time-saving benefits and applications of data modelingLearn about Snowflake’s cloud-native architecture and its featuresUnderstand and apply modeling techniques using Snowflake objectsUniversal modeling concepts and language through Snowflake objectsGet comfortable reading and transforming semistructured dataLearn directly with pre-built recipes and examplesLearn to apply modeling frameworks from Star to Data VaultWho this book is forThis 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 ContentsUnlocking the Power of ModelingAn Introduction to the Four Modeling TypesMastering Snowflake's Architecture Mastering Snowflake ObjectsSpeaking Modeling through Snowflake ObjectsSeeing Snowflake's Architecture through Modeling NotationPutting Conceptual Modeling into PracticePutting Logical Modeling into PracticeDatabase NormalizationDatabase Naming and StructurePutting Physical Modeling into PracticePutting Transformational Modeling into PracticeModeling Slowly Changing DimensionsModeling Facts for Rapid AnalysisModeling Semi-Structured DataModeling HierarchiesScaling Data Models through Modern TechniquesAppendix
| Publisher | Packt Publishing |
| Publication date | May 31, 2023 |
| Edition | 1st |
| Language | English |
| Print length | 324 pages |
| ISBN-10 | 1837634459 |
| ISBN-13 | 978-1837634453 |
| Item Weight | 1.23 pounds (560 grams) |
| Dimensions | 7.5 x 0.73 x 9.25 inches (19.1 x 1.9 x 23.5 cm) |
Hvem passer produktet for?
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Data Analysts
Ideal for analysts seeking to enhance their data modeling skills in a Snowflake environment.
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Database Developers
Perfect for developers looking to accelerate their Snowflake projects using universal modeling techniques.
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Data Architects
Beneficial for architects designing scalable data solutions within Snowflake leveraging advanced modeling strategies.
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Beginners
Not suitable for those with little to no prior knowledge of data modeling or Snowflake.
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Data Modeling & Design Editorial Review
**** The resurgence of data modeling in the realm of cloud data warehouses has brought with it a wealth of resources, among which this book on Snowflake Data Cloud stands out as a significant asset for both novices and seasoned professionals alike. Readers have praised this guide for its clarity and accessibility in explaining complex technical concepts, making it an indispensable educational tool for data engineers, architects, and modelers. The author’s ability to condense decades of knowledge into practical, actionable insights is particularly noteworthy. While tailored for Snowflake, the principles and practices outlined in the book are applicable across various cloud data warehouse platforms, enhancing its utility. The book navigates readers through fundamental data modeling techniques—including conceptual, logical, and physical models—while also equipping them with effective strategies for transformational modeling. The emphasis on hands-on learning throughout the book encourages readers to implement what they’ve learned directly into their Snowflake projects, thereby solidifying their understanding. Additionally, the discussion of Scalability, Performance, and Flexibility (SPF) as critical components of data modeling demonstrates the author’s comprehensive approach to addressing common database challenges. The feedback from users indicates that even those without a technical background found the material accessible, avoiding the overwhelming sensation often associated with technical reading. In just a few days, readers reported substantial learning experiences, underscoring the book's effectiveness as a learning resource. Overall, this book has garnered high recommendations for its insightful take on modern data modeling methods within a cloud framework, making it a must-have for professionals eager to enhance their understanding and practical skills within Snowflake and beyond. **
Kundeanmeldelser og vurderinger
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4 stjerne
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4%
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Fordeler
- Clear and practical approach to data modeling.
- Accessible explanations of complex concepts.
- Applicable to other cloud data warehouses beyond Snowflake.
- Emphasizes hands-on learning and practical application.
- Covers fundamental to advanced data modeling practices.
- Addresses Scalability, Performance, and Flexibility (SPF) effectively.
Ulemper
- May be too specific for those not using Snowflake, although 95% of the content is applicable elsewhere.
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Funksjoner og fordeler
- Learn core modeling techniques tied to practical examples using native Snowflake architecture
- Adopt a universal modeling language to communicate business value to functional teams
- Transform and shape Snowflake data using SQL recipes
- Discover benefits and applications of data modeling that save time
- Apply modeling frameworks from Star to Data Vault
- Ideal for SQL developers looking to build a strong foundation in modeling best practices with Snowflake
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