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Embark on the data journey with the ultimate guide to Snowflake mastery KEY FEATURES ● Learn about Snowflake cloud-based data architecture and its basics. ● Learn and implement Snowflake’s unified features with use cases. ● Design and deploy robust enterprise data architectures with Snowflake. DESCRIPTION Handling ever evolving data for business needs can get complex. Traditional methods create bulky and costly-to-maintain data systems. Here, Snowflake emerges as a cost-effective solution, catering to both traditional and modern data needs with zero or minimal maintenance costs. This book helps you grasp Snowflake, guiding you to create complete solutions from start to finish. The starting focus covers Snowflake architecture, key features, native loading and unloading capabilities, ANSI SQL support, and processing of diverse data types and objects. The next part utilizes acquired knowledge to look into implementing data security, governance, and collaborations, utilizing Snowflake's features like data sharing and cloning. The final part explores advanced topics, including streams, tasks, performance optimizations, cost efficiencies, and operationalization with automated monitoring. Real-time use cases and reference architectures are provided to assist readers in implementing data warehouse, data lake, and data mesh solutions with Snowflake. WHAT YOU WILL LEARN ● Introduction to Snowflake and its three-layered architecture. ● Understand Snowflake’s native features. ● Understand the different types of data workloads and their architecture designs. ● Implement query and cost performance optimization using Snowflake native services. ● Introduction to Snowflake’s advanced features like dynamic and event tables. ● Snowflake’s capabilities with extended support to implement large language models. WHO THIS BOOK IS FOR This book is for data practitioners, data engineers, data architects, or every data enthusiast who is keen on learning Snowflake. It does not need any prior experience, however, it is beneficial to have a basic understanding of cloud computing, data concepts and basic programming skills. TABLE OF CONTENTS 1. Getting Started with Snowflake 2. Three Layered Architecture 3. Data Types, Data Objects and SQL Commands 4. Data Loading and Unloading 5. Understanding Streams and Tasks 6. Understanding Snowpark 7. Access Control and Managing Users Roles 8. Data Protection and Recovery 9. Snowflake Performance Optimization 10. Understanding Snowflake Costing and Utilizations 11. Implementing Cost Optimizations 12. Data Sharing 13. Data Cloning 14. Understanding Snowsight 15. Programming Connectors and Drivers 16. Workload Patterns with Snowflake 17. Introduction to Snowflake’s Advance Features
Icebergs can be fascinating things. They are fresh water, floating islands of ice. Some of them are big enough to hold 100 football stadiums, or more. They can be a danger to passing ships and wildlife that gets trapped on them. They drift along with the currents, melting as they make their way toward warmer waters, and their slow death. Do you know: Why do icebergs float? What is the underwater part of an iceberg called? How old is the air trapped in some icebergs? What is a growler? How big was the biggest iceberg ever recorded? Find out the answers to these questions and more and amaze your family and friends with these fun facts. Ages 8 and up. All measurements in American and metric. Reading Level: 6.4 Learning Island believes in the value of children practicing reading for 15 minutes every day. Our 15-Minute Books give children lots of fun, exciting choices to read, from classic stories, to mysteries, to books of knowledge. Many books are appropriate for hi-lo readers. Open the world of reading to a child by having them read for 15 minutes a day.
This concise yet comprehensive guide explains how to adopt a data lakehouse architecture to implement modern data platforms. It reviews the design considerations, challenges, and best practices for implementing a lakehouse and provides key insights into the ways that using a lakehouse can impact your data platform, from managing structured and unstructured data and supporting BI and AI/ML use cases to enabling more rigorous data governance and security measures. Practical Lakehouse Architecture shows you how to: Understand key lakehouse concepts and features like transaction support, time travel, and schema evolution Understand the differences between traditional and lakehouse data architectures Differentiate between various file formats and table formats Design lakehouse architecture layers for storage, compute, metadata management, and data consumption Implement data governance and data security within the platform Evaluate technologies and decide on the best technology stack to implement the lakehouse for your use case Make critical design decisions and address practical challenges to build a future-ready data platform Start your lakehouse implementation journey and migrate data from existing systems to the lakehouse
DESCRIPTION Snowflake, a revolutionary cloud data warehouse platform, has gained immense popularity due to its scalability, performance, and ease of use. This comprehensive guide is designed with the knowledge and skills necessary to pass the SnowPro Core Certification exam and excel in the world of Snowflake. Prepare for the SnowPro Core Certification with this all-inclusive guide. Understand Snowflake’s architecture, data types, and security features while mastering virtual warehouse management. Learn essential data movement strategies and performance optimization techniques like caching and clustering, and explore the latest Snowflake features. This guide includes mock tests and expert advice to help you confidently tackle the certification exam. You will gain a solid understanding of Snowflake’s unique strengths, including its ability to manage both structured and semi-structured data, secure information, and optimize performance for complex tasks. By the end of this book, you will be well-prepared to tackle the SnowPro Core Certification exam with confidence. You will have a solid grasp of Snowflake's fundamentals, be able to write efficient SQL queries, optimize performance, and implement best practices for data security and governance. KEY FEATURES ● Covers all essential SnowPro Core Certification topics. ● Includes real-world scenarios and use cases. ● Reflects the latest Snowflake features and best practices. ● Includes practice tests to prepare for the certification. WHAT YOU WILL LEARN ● SnowPro Core Certification overview, including subject area/domain breakdown. ● Essential tips to prepare and pass the exam. ● Snowflake’s fundamentals to advanced key concepts outlined in the SnowPro Certification. ● Industry best practices and recommendations on various key concepts. ● SnowPro Core Certification sample practice questions to test the overall knowledge. WHO THIS BOOK IS FOR This book is for current and aspiring emerging data professionals, data/solution architects, data engineers, database administrators, data analysts, data scientists, and anyone who wants to explore and learn about the modern data cloud platform. TABLE OF CONTENTS 1. SnowPro Core Certification 2. The Cloud Data Platform 3. Snowflake Cloud Data Platform Features 4. Snowflake Tools and User Interfaces 5. Snowflake Catalogs and Objects 6. Snowflake Account Access 7. Snowflake Security 8. Snowflake Virtual Warehouse and Warehouse Management 9. Snowflake Performance Management 10. Snowflake Data Loading and Unloading 11. Snowflake Data Transformations 12. Snowflake Data Protection 13. Snowflake Data Sharing 14. Snowflake Latest Additions 15. Snowflake Knowledge Test
When we imagine the polar regions, we see a largely lifeless world covered in snow and ice where icebergs drift listlessly through frozen waters, like solitary wanderers of the oceans floating aimlessly in total silence. But nothing could be further from the truth. This book takes us into the fascinating world of icebergs and glaciers to discover what they are really like. Through a series of historical vignettes recalling some of the most tragic and most exhilarating encounters between human beings and these gigantic pieces of matter, and through vivid descriptions of their cycles of birth and death, Olivier Remaud shows that these entities are teeming with many forms of life and that there is a deep continuity between iceberg life and human life, a complex web of reciprocal interconnections that can lead from the deadliest to the most vital. And precisely because there is this continuity, icebergs and glaciers tell us something important about life itself – namely, that it thrives in the most unexpected of places, even where there seems to be no life at all. At a time when we are increasingly aware that the melting of ice sheets, glaciers and sea ice is one of the many disastrous consequences of global warming, this beautiful meditation is a poignant reminder of the interconnectedness of all life and the fragility of the Earth’s ecosystems.
The 2011 CBC Massey Lectures celebrates fifty years with bestselling author, essayist, cultural observer, and famed New Yorker contributor Adam Gopnik, whose subject is winter -- the season, the space, the cycle. Gopnik takes us on an intimate tour of the artists, poets, composers, writers, explorers, scientists, and thinkers, who helped shape a new and modern idea of winter. Here we learn how a poem by William Cowper heralds the arrival of the middle class; how snow science leads to existential questions of God and our place in the world; how the race to the poles marks the human drive to imprint meaning on a blank space. Gopnik’s kaleidoscopic work ends in the present day, when he traverses the underground city in Montreal, pondering the future of Northern culture. A stunningly beautiful meditation buoyed by Gopnik’s trademark gentle wit, Winter is at once an enchanting homage to an idea of a season and a captivating journey through the modern imagination. This deluxe 50th anniversary edition includes full-colour images printed on two 8-page inserts.
Discover a fresh perspective on snow with Kathleen McLeod’s A Snowflake’s Dance. This mesmerizing journey captures the life cycle of Snowflake as it navigates through Canada’s Eastern Arctic, evolving through seasons from a crystalline snowflake to a snowfield, then a glacier, an iceberg, and finally returning to its original form. Young readers will meet the Inuit, fascinating Arctic creatures, and the trio of narrators: Landscape, Sea, and Sky. Each character contributes to painting a breathtaking picture of the Arctic’s ecosystem and its interconnectedness with the rest of the world. As visually appealing as it is informative, the book is enriched with vibrant watercolour illustrations. A Snowflake’s Dance is an invaluable resource for educators. The book easily integrates into school curriculums as it facilitates learning about the seasons, the Arctic environment, northern wildlife, snow formation, and glaciers. It provides an engaging platform for children to explore the marvels of natural science and geography. Prepare to be whisked away on an unforgettable adventure that encapsulates the magic and mystery of the Arctic. A Snowflake’s Dance is more than just a book—it’s a gateway to understanding the beauty, complexity, and significance of our natural world.
Traditional data architecture patterns are severely limited. To use these patterns, you have to ETL data into each tool—a cost-prohibitive process for making warehouse features available to all of your data. The lack of flexibility with these patterns requires you to lock into a set of priority tools and formats, which creates data silos and data drift. This practical book shows you a better way. Apache Iceberg provides the capabilities, performance, scalability, and savings that fulfill the promise of an open data lakehouse. By following the lessons in this book, you'll be able to achieve interactive, batch, machine learning, and streaming analytics with this high-performance open source format. Authors Tomer Shiran, Jason Hughes, and Alex Merced from Dremio show you how to get started with Iceberg. With this book, you'll learn: The architecture of Apache Iceberg tables What happens under the hood when you perform operations on Iceberg tables How to further optimize Iceberg tables for maximum performance How to use Iceberg with popular data engines such as Apache Spark, Apache Flink, and Dremio Discover why Apache Iceberg is a foundational technology for implementing an open data lakehouse.
Take a journey through a remarkable array of Fabergé objects and glimpse the grandeur of 19th and early 20th century Imperial Russia. From a Snowflake to an Iceberg features approximately 325 pieces from The McFerrin Collection, on extended loan to the Houston Museum of Natural Science, accompanied by in-depth essays highlighting the collection and revealing the captivating history behind the objects. Tatiana Fabergé, the great-granddaughter of Peter Carl Fabergé, pens the foreward; and Dorothy McFerrin shares her insights on compiling one of the world?s most significant private collections of Fabergé in less than a decade. The essays in the book include comments and research by internationally recognized Fabergé experts: Peter L. Schaffer, Dr. Géza von Habsburg, Alice Milica Ilich, Dr. Ulla Tillander-Godenhielm, Matthew Stuart-Lyon, Christel Ludewig McCanless, Daniel Brière, Annemiek Wintraecken, Dr. Mark Schaffer, and John Atzbach. The court jeweler for the Romanov family, Fabergé is renowned for his breathtaking Imperial Easter Eggs, royal jewels, and objets d?art. Yet perhaps just as fascinating are the wonderful everyday objects he created for the wealthy patrons of Europe?cigarette cases, scent bottles, frames, clocks, small desk items, fans, cufflinks, handbags, and more. The McFerrin Collection comprises breathtaking and rare examples of a wide variety of Fabergé?s creations, including important cigarette cases once owned by Grand Duchess Maria Pavlovna, Imperial presentation snuffboxes from Tsar Nicholas II, the dazzling Empress Josephine Tiara, ornate Fire Screen Frame, and legendary Easter eggs including the Imperial Diamond Trellis Egg, Kelch Rocaille Egg, and Nobel Ice Egg. This stunning selection of Fabergé objects invites the reader to experience the extravagance, luxury, splendor, and opulence of Imperial Russia.
Learn how to implement and manage a modern customer data platform (CDP) through the Salesforce Data Cloud platform. This practical book provides a comprehensive overview that shows architects, administrators, developers, data engineers, and marketers how to ingest, store, and manage real-time customer data. Author Joyce Kay Avila demonstrates how to use Salesforce's native connectors, canonical data model, and Einstein's built-in trust layer to accelerate your time to value. You'll learn how to leverage Salesforce's low-code/no-code functionality to expertly build a Data Cloud foundation that unlocks the power of structured and unstructured data. Use Data Cloud tools to build your own predictive models or leverage third-party machine learning platforms like Amazon SageMaker, Google Vertex AI, and Databricks. This book will help you: Develop a plan to execute a CDP project effectively and efficiently Connect Data Cloud to external data sources and build out a Customer 360 Data Model Leverage data sharing capabilities with Snowflake, BigQuery, Databricks, and Azure Use Salesforce Data Cloud capabilities for identity resolution and segmentation Create calculated, streaming, visualization, and predictive insights Use Data Graphs to power Salesforce Einstein capabilities Learn Data Cloud best practices for all phases of the development lifecycle