Snowflake Access Control

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Snowflake Access Control

Author : Jessica Megan Larson
Publisher : Apress
ISBN 13 : 9781484280379
Total Pages : 246 pages
Book Rating : 4.2/5 (83 download)

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Book Synopsis Snowflake Access Control by : Jessica Megan Larson

Download or read book Snowflake Access Control written by Jessica Megan Larson and published by Apress. This book was released on 2022-03-03 with total page 246 pages. Available in PDF, EPUB and Kindle. Book excerpt: Understand the different access control paradigms available in the Snowflake Data Cloud and learn how to implement access control in support of data privacy and compliance with regulations such as GDPR, APPI, CCPA, and SOX. The information in this book will help you and your organization adhere to privacy requirements that are important to consumers and becoming codified in the law. You will learn to protect your valuable data from those who should not see it while making it accessible to the analysts whom you trust to mine the data and create business value for your organization. Snowflake is increasingly the choice for companies looking to move to a data warehousing solution, and security is an increasing concern due to recent high-profile attacks. This book shows how to use Snowflake's wide range of features that support access control, making it easier to protect data access from the data origination point all the way to the presentation and visualization layer. Reading this book helps you embrace the benefits of securing data and provide valuable support for data analysis while also protecting the rights and privacy of the consumers and customers with whom you do business. What You Will Learn Identify data that is sensitive and should be restricted Implement access control in the Snowflake Data Cloud Choose the right access control paradigm for your organization Comply with CCPA, GDPR, SOX, APPI, and similar privacy regulations Take advantage of recognized best practices for role-based access control Prevent upstream and downstream services from subverting your access control Benefit from access control features unique to the Snowflake Data Cloud Who This Book Is For Data engineers, database administrators, and engineering managers who want to improve their access control model; those whose access control model is not meeting privacy and regulatory requirements; those new to Snowflake who want to benefit from access control features that are unique to the platform; technology leaders in organizations that have just gone public and are now required to conform to SOX reporting requirements

Jumpstart Snowflake

Author : Dmitry Anoshin
Publisher : Apress
ISBN 13 : 1484253280
Total Pages : 270 pages
Book Rating : 4.4/5 (842 download)

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Book Synopsis Jumpstart Snowflake by : Dmitry Anoshin

Download or read book Jumpstart Snowflake written by Dmitry Anoshin and published by Apress. This book was released on 2019-12-20 with total page 270 pages. Available in PDF, EPUB and Kindle. Book excerpt: Explore the modern market of data analytics platforms and the benefits of using Snowflake computing, the data warehouse built for the cloud. With the rise of cloud technologies, organizations prefer to deploy their analytics using cloud providers such as Amazon Web Services (AWS), Microsoft Azure, or Google Cloud Platform. Cloud vendors are offering modern data platforms for building cloud analytics solutions to collect data and consolidate into single storage solutions that provide insights for business users. The core of any analytics framework is the data warehouse, and previously customers did not have many choices of platform to use. Snowflake was built specifically for the cloud and it is a true game changer for the analytics market. This book will help onboard you to Snowflake, present best practices to deploy, and use the Snowflake data warehouse. In addition, it covers modern analytics architecture and use cases. It provides use cases of integration with leading analytics software such as Matillion ETL, Tableau, and Databricks. Finally, it covers migration scenarios for on-premise legacy data warehouses. What You Will Learn Know the key functionalities of Snowflake Set up security and access with cluster Bulk load data into Snowflake using the COPY command Migrate from a legacy data warehouse to Snowflake integrate the Snowflake data platform with modern business intelligence (BI) and data integration tools Who This Book Is For Those working with data warehouse and business intelligence (BI) technologies, and existing and potential Snowflake users

Rise of the Data Cloud

Author : Frank Slootman
Publisher : AuthorHouse
ISBN 13 : 1728373069
Total Pages : 200 pages
Book Rating : 4.7/5 (283 download)

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Book Synopsis Rise of the Data Cloud by : Frank Slootman

Download or read book Rise of the Data Cloud written by Frank Slootman and published by AuthorHouse. This book was released on 2020-12-18 with total page 200 pages. Available in PDF, EPUB and Kindle. Book excerpt: The rise of the Data Cloud is ushering in a new era of computing. The world’s digital data is mass migrating to the cloud, where it can be more effectively integrated, managed, and mobilized. The data cloud eliminates data siloes and enables data sharing with business partners, capitalizing on data network effects. It democratizes data analytics, making the most sophisticated data science tools accessible to organizations of all sizes. Data exchanges enable businesses to discover, explore, and easily purchase or sell data—opening up new revenue streams. Business leaders have long dreamed of data driving their organizations. Now, thanks to the Data Cloud, nothing stands in their way.

Mastering Snowflake Solutions

Author : Adam Morton
Publisher : Apress
ISBN 13 : 9781484280287
Total Pages : 225 pages
Book Rating : 4.2/5 (82 download)

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Book Synopsis Mastering Snowflake Solutions by : Adam Morton

Download or read book Mastering Snowflake Solutions written by Adam Morton and published by Apress. This book was released on 2022-02-28 with total page 225 pages. Available in PDF, EPUB and Kindle. Book excerpt: Design for large-scale, high-performance queries using Snowflake’s query processing engine to empower data consumers with timely, comprehensive, and secure access to data. This book also helps you protect your most valuable data assets using built-in security features such as end-to-end encryption for data at rest and in transit. It demonstrates key features in Snowflake and shows how to exploit those features to deliver a personalized experience to your customers. It also shows how to ingest the high volumes of both structured and unstructured data that are needed for game-changing business intelligence analysis. Mastering Snowflake Solutions starts with a refresher on Snowflake’s unique architecture before getting into the advanced concepts that make Snowflake the market-leading product it is today. Progressing through each chapter, you will learn how to leverage storage, query processing, cloning, data sharing, and continuous data protection features. This approach allows for greater operational agility in responding to the needs of modern enterprises, for example in supporting agile development techniques via database cloning. The practical examples and in-depth background on theory in this book help you unleash the power of Snowflake in building a high-performance system with little to no administrative overhead. Your result from reading will be a deep understanding of Snowflake that enables taking full advantage of Snowflake’s architecture to deliver value analytics insight to your business. What You Will Learn Optimize performance and costs associated with your use of the Snowflake data platform Enable data security to help in complying with consumer privacy regulations such as CCPA and GDPR Share data securely both inside your organization and with external partners Gain visibility to each interaction with your customers using continuous data feeds from Snowpipe Break down data silos to gain complete visibility your business-critical processes Transform customer experience and product quality through real-time analytics Who This Book Is for Data engineers, scientists, and architects who have had some exposure to the Snowflake data platform or bring some experience from working with another relational database. This book is for those beginning to struggle with new challenges as their Snowflake environment begins to mature, becoming more complex with ever increasing amounts of data, users, and requirements. New problems require a new approach and this book aims to arm you with the practical knowledge required to take advantage of Snowflake’s unique architecture to get the results you need.

Snowflake Cookbook

Author : Hamid Mahmood Qureshi
Publisher : Packt Publishing Ltd
ISBN 13 : 1800560184
Total Pages : 330 pages
Book Rating : 4.8/5 (5 download)

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Book Synopsis Snowflake Cookbook by : Hamid Mahmood Qureshi

Download or read book Snowflake Cookbook written by Hamid Mahmood Qureshi and published by Packt Publishing Ltd. This book was released on 2021-02-25 with total page 330 pages. Available in PDF, EPUB and Kindle. Book excerpt: Develop modern solutions with Snowflake's unique architecture and integration capabilities; process bulk and real-time data into a data lake; and leverage time travel, cloning, and data-sharing features to optimize data operations Key Features Build and scale modern data solutions using the all-in-one Snowflake platform Perform advanced cloud analytics for implementing big data and data science solutions Make quicker and better-informed business decisions by uncovering key insights from your data Book Description Snowflake is a unique cloud-based data warehousing platform built from scratch to perform data management on the cloud. This book introduces you to Snowflake's unique architecture, which places it at the forefront of cloud data warehouses. You'll explore the compute model available with Snowflake, and find out how Snowflake allows extensive scaling through the virtual warehouses. You will then learn how to configure a virtual warehouse for optimizing cost and performance. Moving on, you'll get to grips with the data ecosystem and discover how Snowflake integrates with other technologies for staging and loading data. As you progress through the chapters, you will leverage Snowflake's capabilities to process a series of SQL statements using tasks to build data pipelines and find out how you can create modern data solutions and pipelines designed to provide high performance and scalability. You will also get to grips with creating role hierarchies, adding custom roles, and setting default roles for users before covering advanced topics such as data sharing, cloning, and performance optimization. By the end of this Snowflake book, you will be well-versed in Snowflake's architecture for building modern analytical solutions and understand best practices for solving commonly faced problems using practical recipes. What you will learn Get to grips with data warehousing techniques aligned with Snowflake's cloud architecture Broaden your skills as a data warehouse designer to cover the Snowflake ecosystem Transfer skills from on-premise data warehousing to the Snowflake cloud analytics platform Optimize performance and costs associated with a Snowflake solution Stage data on object stores and load it into Snowflake Secure data and share it efficiently for access Manage transactions and extend Snowflake using stored procedures Extend cloud data applications using Spark Connector Who this book is for This book is for data warehouse developers, data analysts, database administrators, and anyone involved in designing, implementing, and optimizing a Snowflake data warehouse. Knowledge of data warehousing and database and cloud concepts will be useful. Basic familiarity with Snowflake is beneficial, but not necessary.

Snowflake: The Definitive Guide

Author : Joyce Kay Avila
Publisher : "O'Reilly Media, Inc."
ISBN 13 : 1098103777
Total Pages : 489 pages
Book Rating : 4.0/5 (981 download)

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Book Synopsis Snowflake: The Definitive Guide by : Joyce Kay Avila

Download or read book Snowflake: The Definitive Guide written by Joyce Kay Avila and published by "O'Reilly Media, Inc.". This book was released on 2022-08-11 with total page 489 pages. Available in PDF, EPUB and Kindle. Book excerpt: Snowflake's ability to eliminate data silos and run workloads from a single platform creates opportunities to democratize data analytics, allowing users at all levels within an organization to make data-driven decisions. Whether you're an IT professional working in data warehousing or data science, a business analyst or technical manager, or an aspiring data professional wanting to get more hands-on experience with the Snowflake platform, this book is for you. You'll learn how Snowflake users can build modern integrated data applications and develop new revenue streams based on data. Using hands-on SQL examples, you'll also discover how the Snowflake Data Cloud helps you accelerate data science by avoiding replatforming or migrating data unnecessarily. You'll be able to: Efficiently capture, store, and process large amounts of data at an amazing speed Ingest and transform real-time data feeds in both structured and semistructured formats and deliver meaningful data insights within minutes Use Snowflake Time Travel and zero-copy cloning to produce a sensible data recovery strategy that balances system resilience with ongoing storage costs Securely share data and reduce or eliminate data integration costs by accessing ready-to-query datasets available in the Snowflake Marketplace

Snowflake Essentials

Author : Frank Bell
Publisher : Apress
ISBN 13 : 9781484273159
Total Pages : 337 pages
Book Rating : 4.2/5 (731 download)

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Book Synopsis Snowflake Essentials by : Frank Bell

Download or read book Snowflake Essentials written by Frank Bell and published by Apress. This book was released on 2021-12-15 with total page 337 pages. Available in PDF, EPUB and Kindle. Book excerpt: Understand the essentials of the Snowflake Database and the overall Snowflake Data Cloud. This book covers how Snowflake’s architecture is different from prior on-premises and cloud databases. The authors also discuss, from an insider perspective, how Snowflake grew so fast to become the largest software IPO of all time. Snowflake was the first database made specifically to be optimized with a cloud architecture. This book helps you get started using Snowflake by first understanding its architecture and what separates it from other database platforms you may have used. You will learn about setting up users and accounts, and then creating database objects. You will know how to load data into Snowflake and query and analyze that data, including unstructured data such as data in XML and JSON formats. You will also learn about Snowflake’s compute platform and the different data sharing options that are available. What You Will Learn Run analytics in the Snowflake Data Cloud Create users and roles in Snowflake Set up security in Snowflake Set up resource monitors in Snowflake Set up and optimize Snowflake Compute Load, unload, and query structured and unstructured data (JSON, XML) within Snowflake Use Snowflake Data Sharing to share data Set up a Snowflake Data Exchange Use the Snowflake Data Marketplace Who This Book Is For Database professionals or information technology professionals who want to move beyond traditional database technologies by learning Snowflake, a new and massively scalable cloud-based database solution

The Cactus and Snowflake at Work

Author : Devora Zack
Publisher : Berrett-Koehler Publishers
ISBN 13 : 1523093382
Total Pages : 143 pages
Book Rating : 4.5/5 (23 download)

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Book Synopsis The Cactus and Snowflake at Work by : Devora Zack

Download or read book The Cactus and Snowflake at Work written by Devora Zack and published by Berrett-Koehler Publishers. This book was released on 2021-11-02 with total page 143 pages. Available in PDF, EPUB and Kindle. Book excerpt: This hilarious and profound workplace guide proves the rigorously rational and the supremely sympathetic can meet in the middle and merge their strengths. Readers will discover how blending with their opposite opens the pathway to being their truest selves. Carl Jung's personality typology introduced the distinction that Feelers (who lead with their hearts) put more weight on personal concerns and the people involved, and Thinkers (who lead with their heads) are guided by objective principles and impartial facts. This book calls them Cacti and Snowflakes—each singularly transcendent. But can people with such fundamentally different ways of making sense of and engaging with the world work together? Yes, says Devora Zack! The key is not to try to change each other. Zack says we can directly control only three things: what we say, what we think, and what we do. The best use of our energy is to focus on our own reactions and perceptions rather than try to “fix” other people. This book includes an assessment so readers can learn where they are on the Thinker/Feeler spectrum—and because it's a spectrum, readers might well be a snowcactus or a cactusflake. Then Zack helps them figure out where other people might be, guiding them through a myriad of modes of communication and motivation based on personality type. She includes real-life scenarios that show how to nurture one's nature while successfully connecting with those on the other side. As always, Zack fearlessly and entertainingly dispels myths, squashes stereotypes, and transforms perceived liabilities into strengths. And she once again affirms that, like chocolate and peanut butter, we are better together.

Snowflakes in September

Author : Ernest Borgnine
Publisher : Abingdon Press
ISBN 13 : 9780687387823
Total Pages : 0 pages
Book Rating : 4.3/5 (878 download)

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Book Synopsis Snowflakes in September by : Ernest Borgnine

Download or read book Snowflakes in September written by Ernest Borgnine and published by Abingdon Press. This book was released on 1992 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Snowflakes in September

Principles of Database Management

Author : Wilfried Lemahieu
Publisher : Cambridge University Press
ISBN 13 : 1107186129
Total Pages : 817 pages
Book Rating : 4.1/5 (71 download)

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Book Synopsis Principles of Database Management by : Wilfried Lemahieu

Download or read book Principles of Database Management written by Wilfried Lemahieu and published by Cambridge University Press. This book was released on 2018-07-12 with total page 817 pages. Available in PDF, EPUB and Kindle. Book excerpt: Introductory, theory-practice balanced text teaching the fundamentals of databases to advanced undergraduates or graduate students in information systems or computer science.

Site Reliability Engineering

Author : Niall Richard Murphy
Publisher : "O'Reilly Media, Inc."
ISBN 13 : 1491951176
Total Pages : 552 pages
Book Rating : 4.4/5 (919 download)

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Book Synopsis Site Reliability Engineering by : Niall Richard Murphy

Download or read book Site Reliability Engineering written by Niall Richard Murphy and published by "O'Reilly Media, Inc.". This book was released on 2016-03-23 with total page 552 pages. Available in PDF, EPUB and Kindle. Book excerpt: The overwhelming majority of a software system’s lifespan is spent in use, not in design or implementation. So, why does conventional wisdom insist that software engineers focus primarily on the design and development of large-scale computing systems? In this collection of essays and articles, key members of Google’s Site Reliability Team explain how and why their commitment to the entire lifecycle has enabled the company to successfully build, deploy, monitor, and maintain some of the largest software systems in the world. You’ll learn the principles and practices that enable Google engineers to make systems more scalable, reliable, and efficient—lessons directly applicable to your organization. This book is divided into four sections: Introduction—Learn what site reliability engineering is and why it differs from conventional IT industry practices Principles—Examine the patterns, behaviors, and areas of concern that influence the work of a site reliability engineer (SRE) Practices—Understand the theory and practice of an SRE’s day-to-day work: building and operating large distributed computing systems Management—Explore Google's best practices for training, communication, and meetings that your organization can use

Ten Sparkly Snowflakes

Author : Tiger Tales
Publisher : National Geographic Books
ISBN 13 : 1680104136
Total Pages : 0 pages
Book Rating : 4.6/5 (81 download)

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Book Synopsis Ten Sparkly Snowflakes by : Tiger Tales

Download or read book Ten Sparkly Snowflakes written by Tiger Tales and published by National Geographic Books. This book was released on 2017-09-05 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Join the woodland animals as they get ready to play snowy games in this peek-through counting book. Little ones will love to watch as the number of snowflakes decreases from 10 to 1 with each turn of the page.

Macro Photography

Author : Don Komarechka
Publisher : Don Komarechka Photography
ISBN 13 : 0986820482
Total Pages : 384 pages
Book Rating : 4.9/5 (868 download)

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Book Synopsis Macro Photography by : Don Komarechka

Download or read book Macro Photography written by Don Komarechka and published by Don Komarechka Photography. This book was released on 2021-05-07 with total page 384 pages. Available in PDF, EPUB and Kindle. Book excerpt: Step into a world of photography that most artists consider magical. The closer you get to things, the more fascinating they become. Unimaginable details can be captured with the aid of special photography techniques and equipment, detailed at length within these pages. Macro photographers play by a different rulebook. The challenges faced from the subject matter, the equipment and even the laws of physics make this an ambitious genre of photography. It can be abstract, it can tell stories, and it can spark your imagination. Author and “Mad Scientist” photographer Don Komarechka covers every area of macro photography, from simple beginnings and tips to help you get the most out of your first macro lens, all the way through a masterclass in the obscure. Topics include: - Redefining the rules of composition - Finding and exploring narratives we ignore - The challenges of magnification - Camera equipment choices and recommendations - Inexpensive ways to get “closer” - Controlling and sculpting light - Overcoming shallow focus - Using water droplets as lenses for enchanted refractions - The art of photographic discovery: “what if?” - Winter macro: snowflakes and freezing soap bubbles - Ultraviolet fluorescence macro - Stereoscopic 3D macro photography - MANY more topics down the rabbit hole

'I Find That Offensive!'

Author : Claire Fox
Publisher : Biteback Publishing
ISBN 13 : 1785900552
Total Pages : 120 pages
Book Rating : 4.7/5 (859 download)

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Book Synopsis 'I Find That Offensive!' by : Claire Fox

Download or read book 'I Find That Offensive!' written by Claire Fox and published by Biteback Publishing. This book was released on 2016-05-05 with total page 120 pages. Available in PDF, EPUB and Kindle. Book excerpt: When you hear that now ubiquitous phrase 'I find that offensive', you know you're being told to shut up. While the terrible murder of the Charlie Hebdo cartoonists demonstrated that those who offend can face the most brutal form of censorship, it also served only to intensify the pre-existing climate that dictates we all have to walk on eggshells to avoid saying anything offensive - or else. Indeed, competitive offence-claiming is ratcheting up well beyond religious sensibilities. So, while Islamists and feminists may seem to have little in common, they are both united in demanding retribution in the form of bans, penalties and censorship of those who hurt their feelings. But how did we become so thin-skinned? In 'I Find That Offensive!' Claire Fox addresses the possible causes of what is fast becoming known as 'Generation Snowflake' head-on (no 'safe spaces' here) in a call to toughen up, become more robust and make a virtue of the right to be offensive.

MapReduce Design Patterns

Author : Donald Miner
Publisher : "O'Reilly Media, Inc."
ISBN 13 : 1449341985
Total Pages : 417 pages
Book Rating : 4.4/5 (493 download)

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Book Synopsis MapReduce Design Patterns by : Donald Miner

Download or read book MapReduce Design Patterns written by Donald Miner and published by "O'Reilly Media, Inc.". This book was released on 2012-11-21 with total page 417 pages. Available in PDF, EPUB and Kindle. Book excerpt: Until now, design patterns for the MapReduce framework have been scattered among various research papers, blogs, and books. This handy guide brings together a unique collection of valuable MapReduce patterns that will save you time and effort regardless of the domain, language, or development framework you’re using. Each pattern is explained in context, with pitfalls and caveats clearly identified to help you avoid common design mistakes when modeling your big data architecture. This book also provides a complete overview of MapReduce that explains its origins and implementations, and why design patterns are so important. All code examples are written for Hadoop. Summarization patterns: get a top-level view by summarizing and grouping data Filtering patterns: view data subsets such as records generated from one user Data organization patterns: reorganize data to work with other systems, or to make MapReduce analysis easier Join patterns: analyze different datasets together to discover interesting relationships Metapatterns: piece together several patterns to solve multi-stage problems, or to perform several analytics in the same job Input and output patterns: customize the way you use Hadoop to load or store data "A clear exposition of MapReduce programs for common data processing patterns—this book is indespensible for anyone using Hadoop." --Tom White, author of Hadoop: The Definitive Guide

Sales Engagement

Author : Manny Medina
Publisher : John Wiley & Sons
ISBN 13 : 1119584345
Total Pages : 246 pages
Book Rating : 4.1/5 (195 download)

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Book Synopsis Sales Engagement by : Manny Medina

Download or read book Sales Engagement written by Manny Medina and published by John Wiley & Sons. This book was released on 2019-03-12 with total page 246 pages. Available in PDF, EPUB and Kindle. Book excerpt: Engage in sales—the modern way Sales Engagement is how you engage and interact with your potential buyer to create connection, grab attention, and generate enough interest to create a buying opportunity. Sales Engagement details the modern way to build the top of the funnel and generate qualified leads for B2B companies. This book explores why a Sales Engagement strategy is so important, and walks you through the modern sales process to ensure you’re effectively connecting with customers every step of the way. • Find common factors holding your sales back—and reverse them through channel optimization • Humanize sales with personas and relevant information at every turn • Understand why A/B testing is so incredibly critical to success, and how to do it right • Take your sales process to the next level with a rock solid, modern Sales Engagement strategy This book is essential reading for anyone interested in up-leveling their game and doing more than they ever thought possible.

Mastering Snowflake Platform

Author : Pooja Kelgaonkar
Publisher : BPB Publications
ISBN 13 : 9355519761
Total Pages : 485 pages
Book Rating : 4.3/5 (555 download)

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Book Synopsis Mastering Snowflake Platform by : Pooja Kelgaonkar

Download or read book Mastering Snowflake Platform written by Pooja Kelgaonkar and published by BPB Publications. This book was released on 2024-01-12 with total page 485 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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