Data Fabric Architectures

Download Data Fabric Architectures PDF Online Free

Author :
Publisher : Walter de Gruyter GmbH & Co KG
ISBN 13 : 3111001148
Total Pages : 243 pages
Book Rating : 4.1/5 (11 download)

DOWNLOAD NOW!


Book Synopsis Data Fabric Architectures by : Vandana Sharma

Download or read book Data Fabric Architectures written by Vandana Sharma and published by Walter de Gruyter GmbH & Co KG. This book was released on 2023-05-22 with total page 243 pages. Available in PDF, EPUB and Kindle. Book excerpt: The immense increase on the size and type of real time data generated across various edge computing platform results in unstructured databases and data silos. This edited book gathers together an international set of researchers to investigate the possibilities offered by data-fabric solutions; the volume focuses in particular on data architectures and on semantic changes in future data landscapes.

Principles of Data Fabric

Download Principles of Data Fabric PDF Online Free

Author :
Publisher : Packt Publishing Ltd
ISBN 13 : 1804613096
Total Pages : 188 pages
Book Rating : 4.8/5 (46 download)

DOWNLOAD NOW!


Book Synopsis Principles of Data Fabric by : Sonia Mezzetta

Download or read book Principles of Data Fabric written by Sonia Mezzetta and published by Packt Publishing Ltd. This book was released on 2023-04-06 with total page 188 pages. Available in PDF, EPUB and Kindle. Book excerpt: Apply Data Fabric solutions to automate Data Integration, Data Sharing, and Data Protection across disparate data sources using different data management styles. Purchase of the print or Kindle book includes a free PDF eBook Key Features Learn to design Data Fabric architecture effectively with your choice of tool Build and use a Data Fabric solution using DataOps and Data Mesh frameworks Find out how to build Data Integration, Data Governance, and Self-Service analytics architecture Book Description Data can be found everywhere, from cloud environments and relational and non-relational databases to data lakes, data warehouses, and data lakehouses. Data management practices can be standardized across the cloud, on-premises, and edge devices with Data Fabric, a powerful architecture that creates a unified view of data. This book will enable you to design a Data Fabric solution by addressing all the key aspects that need to be considered. The book begins by introducing you to Data Fabric architecture, why you need them, and how they relate to other strategic data management frameworks. You'll then quickly progress to grasping the principles of DataOps, an operational model for Data Fabric architecture. The next set of chapters will show you how to combine Data Fabric with DataOps and Data Mesh and how they work together by making the most out of it. After that, you'll discover how to design Data Integration, Data Governance, and Self-Service analytics architecture. The book ends with technical architecture to implement distributed data management and regulatory compliance, followed by industry best practices and principles. By the end of this data book, you will have a clear understanding of what Data Fabric is and what the architecture looks like, along with the level of effort that goes into designing a Data Fabric solution. What you will learn Understand the core components of Data Fabric solutions Combine Data Fabric with Data Mesh and DataOps frameworks Implement distributed data management and regulatory compliance using Data Fabric Manage and enforce Data Governance with active metadata using Data Fabric Explore industry best practices for effectively implementing a Data Fabric solution Who this book is for If you are a data engineer, data architect, or business analyst who wants to learn all about implementing Data Fabric architecture, then this is the book for you. This book will also benefit senior data professionals such as chief data officers looking to integrate Data Fabric architecture into the broader ecosystem.

Deciphering Data Architectures

Download Deciphering Data Architectures PDF Online Free

Author :
Publisher : "O'Reilly Media, Inc."
ISBN 13 : 1098150724
Total Pages : 262 pages
Book Rating : 4.0/5 (981 download)

DOWNLOAD NOW!


Book Synopsis Deciphering Data Architectures by : James Serra

Download or read book Deciphering Data Architectures written by James Serra and published by "O'Reilly Media, Inc.". This book was released on 2024-02-06 with total page 262 pages. Available in PDF, EPUB and Kindle. Book excerpt: Data fabric, data lakehouse, and data mesh have recently appeared as viable alternatives to the modern data warehouse. These new architectures have solid benefits, but they're also surrounded by a lot of hyperbole and confusion. This practical book provides a guided tour of these architectures to help data professionals understand the pros and cons of each. James Serra, big data and data warehousing solution architect at Microsoft, examines common data architecture concepts, including how data warehouses have had to evolve to work with data lake features. You'll learn what data lakehouses can help you achieve, as well as how to distinguish data mesh hype from reality. Best of all, you'll be able to determine the most appropriate data architecture for your needs. With this book, you'll: Gain a working understanding of several data architectures Learn the strengths and weaknesses of each approach Distinguish data architecture theory from reality Pick the best architecture for your use case Understand the differences between data warehouses and data lakes Learn common data architecture concepts to help you build better solutions Explore the historical evolution and characteristics of data architectures Learn essentials of running an architecture design session, team organization, and project success factors Free from product discussions, this book will serve as a timeless resource for years to come.

Flow Architectures

Download Flow Architectures PDF Online Free

Author :
Publisher : "O'Reilly Media, Inc."
ISBN 13 : 1492075841
Total Pages : 280 pages
Book Rating : 4.4/5 (92 download)

DOWNLOAD NOW!


Book Synopsis Flow Architectures by : James Urquhart

Download or read book Flow Architectures written by James Urquhart and published by "O'Reilly Media, Inc.". This book was released on 2021-01-06 with total page 280 pages. Available in PDF, EPUB and Kindle. Book excerpt: Software development today is embracing events and streaming data, which optimizes not only how technology interacts but also how businesses integrate with one another to meet customer needs. This phenomenon, called flow, consists of patterns and standards that determine which activity and related data is communicated between parties over the internet. This book explores critical implications of that evolution: What happens when events and data streams help you discover new activity sources to enhance existing businesses or drive new markets? What technologies and architectural patterns can position your company for opportunities enabled by flow? James Urquhart, global field CTO at VMware, guides enterprise architects, software developers, and product managers through the process. Learn the benefits of flow dynamics when businesses, governments, and other institutions integrate via events and data streams Understand the value chain for flow integration through Wardley mapping visualization and promise theory modeling Walk through basic concepts behind today's event-driven systems marketplace Learn how today's integration patterns will influence the real-time events flow in the future Explore why companies should architect and build software today to take advantage of flow in coming years

Computational Collective Intelligence

Download Computational Collective Intelligence PDF Online Free

Author :
Publisher : Springer Nature
ISBN 13 : 303141456X
Total Pages : 859 pages
Book Rating : 4.0/5 (314 download)

DOWNLOAD NOW!


Book Synopsis Computational Collective Intelligence by : Ngoc Thanh Nguyen

Download or read book Computational Collective Intelligence written by Ngoc Thanh Nguyen and published by Springer Nature. This book was released on 2023-09-12 with total page 859 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 15th International Conference on Computational Collective Intelligence, ICCCI 2023, held in Budapest, Hungary, during September 27–29, 2023. The 63 full papers included in this book were carefully reviewed and selected from 218 submissions. They are organized in topical sections as follows: collective intelligence and collective decision-making; deep learning techniques; natural language processing; data mining and machine learning; social networks and intelligent systems; cybersecurity, blockchain technology and Internet of Things; cooperative strategies for decision making and optimization; computational intelligence for digital content understanding; knowledge engineering and application for Industry 4.0; computational intelligence in medical applications; and ensemble models and data fusion.

CTO.online

Download CTO.online PDF Online Free

Author :
Publisher : GiBLE.com
ISBN 13 : 9464851589
Total Pages : 1056 pages
Book Rating : 4.4/5 (648 download)

DOWNLOAD NOW!


Book Synopsis CTO.online by : Andre Buren

Download or read book CTO.online written by Andre Buren and published by GiBLE.com. This book was released on 2023-12-23 with total page 1056 pages. Available in PDF, EPUB and Kindle. Book excerpt: The role of CTO is evolving fast, thinking strategically about technology and business opportunities. As we navigate this new world, we face the challenge of harnessing the immense potential of new online technologies for our business. You will need to wear multiple hats, including innovator, business leader, and most of all change agent. In these exhilarating yet turbulent times, being a tech leader means having the vision to steer your ship through stormy seas of disruption and guide it toward the tranquil waters of progress. It requires the foresight to anticipate what lies ahead and the adaptability to embrace change. It calls for the audacity to take risks and the humility to learn from mistakes. CTO.online is your comprehensive guide covering all the expertise necessary for modern-day online tech leadership. It provides actionable guidance, advice, practical tips, and perspectives from firsthand experience and industry leaders. The book includes contributions from renowned tech leaders and thinkers, offering diverse perspectives on technology leadership.

Building Knowledge Graphs

Download Building Knowledge Graphs PDF Online Free

Author :
Publisher : "O'Reilly Media, Inc."
ISBN 13 : 1098127064
Total Pages : 290 pages
Book Rating : 4.0/5 (981 download)

DOWNLOAD NOW!


Book Synopsis Building Knowledge Graphs by : Jesus Barrasa

Download or read book Building Knowledge Graphs written by Jesus Barrasa and published by "O'Reilly Media, Inc.". This book was released on 2023-06-22 with total page 290 pages. Available in PDF, EPUB and Kindle. Book excerpt: Incredibly useful, knowledge graphs help organizations keep track of medical research, cybersecurity threat intelligence, GDPR compliance, web user engagement, and much more. They do so by storing interlinked descriptions of entities—objects, events, situations, or abstract concepts—and encoding the underlying information. How do you create a knowledge graph? And how do you move it from theory into production? Using hands-on examples, this practical book shows data scientists and data engineers how to build their own knowledge graphs. Authors Jesús Barrasa and Jim Webber from Neo4j illustrate common patterns for building knowledge graphs that solve many of today’s pressing knowledge management problems. You’ll quickly discover how these graphs become increasingly useful as you add data and augment them with algorithms and machine learning. Learn the organizing principles necessary to build a knowledge graph Explore how graph databases serve as a foundation for knowledge graphs Understand how to import structured and unstructured data into your graph Follow examples to build integration-and-search knowledge graphs Learn what pattern detection knowledge graphs help you accomplish Explore dependency knowledge graphs through examples Use examples of natural language knowledge graphs and chatbots Use graph algorithms and ML to gain insight into connected data

Virtualizing and Tuning Large-scale Java Platforms

Download Virtualizing and Tuning Large-scale Java Platforms PDF Online Free

Author :
Publisher : Pearson Education
ISBN 13 : 013349120X
Total Pages : 272 pages
Book Rating : 4.1/5 (334 download)

DOWNLOAD NOW!


Book Synopsis Virtualizing and Tuning Large-scale Java Platforms by : Emad Benjamin

Download or read book Virtualizing and Tuning Large-scale Java Platforms written by Emad Benjamin and published by Pearson Education. This book was released on 2013 with total page 272 pages. Available in PDF, EPUB and Kindle. Book excerpt: Virtualizing and Tuning Large-Scale Java Platforms Technical best practices and real-world tips for optimizing enterprise Java applications on VMware vSphere� Enterprises no longer ask, "Can Java be virtualized"? Today, they ask, "Just how large can we scale virtualized Java application platforms, and just how efficiently can we tune them?" Now, the leading expert on Java virtualization answers these questions, offering detailed technical information you can apply in any production or QA/test environment. Emad Benjamin has spent nine years virtualizing VMware's own enterprise Java applications and working with nearly 300 leading VMware customers on projects of all types and sizes--from 100 JVMs to 10,000+, with heaps from 1GB to 360GB, and including massive big-data applications built on clustered JVMs. Reflecting all this experience, he shows you how to successfully size and tune any Java workload. This reference and performance "cookbook" identifies high-value optimization opportunities that apply to physical environments, virtual environments, or both. You learn how to rationalize and scale existing Java infrastructure, modernize architecture for new applications, and systematically benchmark and improve every aspect of virtualized Java performance. Throughout, Benjamin offers real performance studies, specific advice, and "from-the-trenches" insights into monitoring and troubleshooting. Coverage includes --Performance issues associated with large-scale Java platforms, including consolidation, elasticity, and flexibility --Technical considerations arising from theoretical and practical limits of Java platforms --Building horizontal in-memory databases with VMware vFabric SQLFire to improve scalability and response times --Tuning large-scale Java using throughput/parallel GC and Concurrent Mark and Sweep (CMS) techniques --Designing and sizing a new virtualized Java environment --Designing and sizing new large-scale Java platforms when migrating from physical to virtualized deployments --Designing and sizing large-scale Java platforms for latency-sensitive in-memory databases --Real-world performance studies: SQLFire vs. RDBMS, Spring-based Java web apps, vFabric SpringTrader, application tiers, data tiers, and more --Performance differences between ESXi3, 4.1, and 5 --Best-practice considerations for each type of workload: architecture, performance, design, sizing, and high availability --Identifying bottlenecks in the load balancer, web server, Java application server, or DB Server tiers --Advanced vSphere Java performance troubleshooting with esxtop --Performance FAQs: answers to specific questions enterprise customers have asked

Revolutionizing Digital Healthcare Through Blockchain Technology Applications

Download Revolutionizing Digital Healthcare Through Blockchain Technology Applications PDF Online Free

Author :
Publisher : IGI Global
ISBN 13 : 1668465108
Total Pages : 280 pages
Book Rating : 4.6/5 (684 download)

DOWNLOAD NOW!


Book Synopsis Revolutionizing Digital Healthcare Through Blockchain Technology Applications by : Tang, Yuk Ming

Download or read book Revolutionizing Digital Healthcare Through Blockchain Technology Applications written by Tang, Yuk Ming and published by IGI Global. This book was released on 2023-03-27 with total page 280 pages. Available in PDF, EPUB and Kindle. Book excerpt: Despite blockchain being an emerging technology that is mainly applied in the financial and logistics domain areas, it has great potential to be applied in other industries to generate a wider impact. Due to the need for social distancing globally, blockchain has great opportunities to be adopted in digital health including health insurance, pharmaceutical supply chain, remote diagnosis, and more. Revolutionizing Digital Healthcare Through Blockchain Technology Applications explores the current applications and future opportunities of blockchain technology in digital health and provides a reference for the development of blockchain in digital health for the future. Covering key topics such as privacy, blockchain economy, and cryptocurrency, this reference work is ideal for computer scientists, healthcare professionals, policymakers, researchers, scholars, academicians, practitioners, instructors, and students.

World Internet Development Report 2022

Download World Internet Development Report 2022 PDF Online Free

Author :
Publisher : Springer Nature
ISBN 13 : 9819953863
Total Pages : 230 pages
Book Rating : 4.8/5 (199 download)

DOWNLOAD NOW!


Book Synopsis World Internet Development Report 2022 by : Chinese Academy of Cyberspace Studies

Download or read book World Internet Development Report 2022 written by Chinese Academy of Cyberspace Studies and published by Springer Nature. This book was released on with total page 230 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Operating AI

Download Operating AI PDF Online Free

Author :
Publisher : John Wiley & Sons
ISBN 13 : 1119833213
Total Pages : 237 pages
Book Rating : 4.1/5 (198 download)

DOWNLOAD NOW!


Book Synopsis Operating AI by : Ulrika Jagare

Download or read book Operating AI written by Ulrika Jagare and published by John Wiley & Sons. This book was released on 2022-04-19 with total page 237 pages. Available in PDF, EPUB and Kindle. Book excerpt: A holistic and real-world approach to operationalizing artificial intelligence in your company In Operating AI, Director of Technology and Architecture at Ericsson AB, Ulrika Jägare, delivers an eye-opening new discussion of how to introduce your organization to artificial intelligence by balancing data engineering, model development, and AI operations. You'll learn the importance of embracing an AI operational mindset to successfully operate AI and lead AI initiatives through the entire lifecycle, including key areas such as; data mesh, data fabric, aspects of security, data privacy, data rights and IPR related to data and AI models. In the book, you’ll also discover: How to reduce the risk of entering bias in our artificial intelligence solutions and how to approach explainable AI (XAI) The importance of efficient and reproduceable data pipelines, including how to manage your company's data An operational perspective on the development of AI models using the MLOps (Machine Learning Operations) approach, including how to deploy, run and monitor models and ML pipelines in production using CI/CD/CT techniques, that generates value in the real world Key competences and toolsets in AI development, deployment and operations What to consider when operating different types of AI business models With a strong emphasis on deployment and operations of trustworthy and reliable AI solutions that operate well in the real world—and not just the lab—Operating AI is a must-read for business leaders looking for ways to operationalize an AI business model that actually makes money, from the concept phase to running in a live production environment.

Data Mesh

Download Data Mesh PDF Online Free

Author :
Publisher : "O'Reilly Media, Inc."
ISBN 13 : 1492092363
Total Pages : 387 pages
Book Rating : 4.4/5 (92 download)

DOWNLOAD NOW!


Book Synopsis Data Mesh by : Zhamak Dehghani

Download or read book Data Mesh written by Zhamak Dehghani and published by "O'Reilly Media, Inc.". This book was released on 2022-03-08 with total page 387 pages. Available in PDF, EPUB and Kindle. Book excerpt: Many enterprises are investing in a next-generation data lake, hoping to democratize data at scale to provide business insights and ultimately make automated intelligent decisions. In this practical book, author Zhamak Dehghani reveals that, despite the time, money, and effort poured into them, data warehouses and data lakes fail when applied at the scale and speed of today's organizations. A distributed data mesh is a better choice. Dehghani guides architects, technical leaders, and decision makers on their journey from monolithic big data architecture to a sociotechnical paradigm that draws from modern distributed architecture. A data mesh considers domains as a first-class concern, applies platform thinking to create self-serve data infrastructure, treats data as a product, and introduces a federated and computational model of data governance. This book shows you why and how. Examine the current data landscape from the perspective of business and organizational needs, environmental challenges, and existing architectures Analyze the landscape's underlying characteristics and failure modes Get a complete introduction to data mesh principles and its constituents Learn how to design a data mesh architecture Move beyond a monolithic data lake to a distributed data mesh.

IoT Edge Intelligence

Download IoT Edge Intelligence PDF Online Free

Author :
Publisher : Springer Nature
ISBN 13 : 3031583884
Total Pages : 392 pages
Book Rating : 4.0/5 (315 download)

DOWNLOAD NOW!


Book Synopsis IoT Edge Intelligence by : Souvik Pal

Download or read book IoT Edge Intelligence written by Souvik Pal and published by Springer Nature. This book was released on with total page 392 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Hybrid Cloud Security Patterns

Download Hybrid Cloud Security Patterns PDF Online Free

Author :
Publisher : Packt Publishing Ltd
ISBN 13 : 1803233974
Total Pages : 252 pages
Book Rating : 4.8/5 (32 download)

DOWNLOAD NOW!


Book Synopsis Hybrid Cloud Security Patterns by : Sreekanth Iyer

Download or read book Hybrid Cloud Security Patterns written by Sreekanth Iyer and published by Packt Publishing Ltd. This book was released on 2022-11-18 with total page 252 pages. Available in PDF, EPUB and Kindle. Book excerpt: Understand unique security patterns related to identity and access management, infrastructure, data and workload protection, compliance and posture management, and zero trust for your hybrid cloud deployments Key Features Secure cloud infrastructure, applications, data, and shift left security to create DevSecOps Explore patterns for continuous security, automated threat detection and accelerated incident response Leverage hybrid cloud security patterns for protecting critical data using a zero trust model Purchase of the print or Kindle book includes a free eBook in the PDF format Book DescriptionSecurity is a primary concern for enterprises going through digital transformation and accelerating their journey to multi-cloud environments. This book recommends a simple pattern-based approach to architecting, designing and implementing security for workloads deployed on AWS, Microsoft Azure, Google Cloud, and IBM Cloud. The book discusses enterprise modernization trends and related security opportunities and challenges. You’ll understand how to implement identity and access management for your cloud resources and applications. Later chapters discuss patterns to protect cloud infrastructure (compute, storage and network) and provide protection for data at rest, in transit and in use. You’ll also learn how to shift left and include security in the early stages of application development to adopt DevSecOps. The book also deep dives into threat monitoring, configuration and vulnerability management, and automated incident response. Finally, you’ll discover patterns to implement security posture management backed with intelligence and automated protection to stay ahead of threats. By the end of this book, you’ll have learned all the hybrid cloud security patterns and be able to use them to create zero trust architecture that provides continuous security and compliance for your cloud workloads.What you will learn Address hybrid cloud security challenges with a pattern-based approach Manage identity and access for users, services, and applications Use patterns for secure compute, network isolation, protection, and connectivity Protect data at rest, in transit and in use with data security patterns Understand how to shift left security for applications with DevSecOps Manage security posture centrally with CSPM Automate incident response with SOAR Use hybrid cloud security patterns to build a zero trust security model Who this book is for The book is for cloud solution architects, security professionals, cloud engineers, and DevOps engineers, providing prescriptive guidance on architecture and design patterns for protecting their data and securing applications deployed on hybrid cloud environments. Basic knowledge of different types of cloud providers, cloud deployment models, and cloud consumption models is expected.

Semantic Web Technologies

Download Semantic Web Technologies PDF Online Free

Author :
Publisher : CRC Press
ISBN 13 : 1000729230
Total Pages : 400 pages
Book Rating : 4.0/5 (7 download)

DOWNLOAD NOW!


Book Synopsis Semantic Web Technologies by : Archana Patel

Download or read book Semantic Web Technologies written by Archana Patel and published by CRC Press. This book was released on 2022-10-17 with total page 400 pages. Available in PDF, EPUB and Kindle. Book excerpt: Semantic web technologies (SWTs) offer the richest machine-interpretable (rather than just machine-processable) and explicit semantics that are being extensively used in various domains and industries. This book provides a roadmap for semantic web technologies (SWTs) and highlights their role in a wide range of domains including cloud computing, Internet of Things, big data, sensor network, and so forth. It also explores the prospects of these technologies including different data interchange formats, query languages, ontologies, Linked Data, and notations. The role of SWTs in ‘epidemic Covid-19’, ‘e-learning platforms and systems’, ‘block chain’, ‘open online courses’, and ‘visual analytics in healthcare’ is described as well. This book: Explores all the critical aspects of semantic web technologies (SWTs) Discusses the impact of SWTs on cloud computing, Internet of Things, big data, and sensor network Offers a comprehensive examination of the emerging research in the areas of SWTs and their related domains Provides a template to develop a wide range of smart and intelligent applications Includes latest applications and examples with real data This book is aimed at researchers and graduate students in computer science, informatics, web technology, cloud computing, and Internet of Things.

Scientific and Statistical Database Management

Download Scientific and Statistical Database Management PDF Online Free

Author :
Publisher : Springer
ISBN 13 : 3642022790
Total Pages : 659 pages
Book Rating : 4.6/5 (42 download)

DOWNLOAD NOW!


Book Synopsis Scientific and Statistical Database Management by : Marianne Winslett

Download or read book Scientific and Statistical Database Management written by Marianne Winslett and published by Springer. This book was released on 2009-05-21 with total page 659 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 21st International Conference on Scientific and Statistical Database Management, SSDBM 2009, held in New Orleans, LA, USA in June 2009. The 29 revised full papers and 12 revised short papers including poster and demo papers presented together with three invited presentations were carefully reviewed and selected from 76 submissions. The papers are organized in topical sections on improving the end-user experience, indexing, physical design, and energy, application experience, workflow, query processing, similarity search, mining, as well as spatial data.

Amazon Redshift: The Definitive Guide

Download Amazon Redshift: The Definitive Guide PDF Online Free

Author :
Publisher : "O'Reilly Media, Inc."
ISBN 13 : 109813527X
Total Pages : 465 pages
Book Rating : 4.0/5 (981 download)

DOWNLOAD NOW!


Book Synopsis Amazon Redshift: The Definitive Guide by : Rajesh Francis

Download or read book Amazon Redshift: The Definitive Guide written by Rajesh Francis and published by "O'Reilly Media, Inc.". This book was released on 2023-10-03 with total page 465 pages. Available in PDF, EPUB and Kindle. Book excerpt: Amazon Redshift powers analytic cloud data warehouses worldwide, from startups to some of the largest enterprise data warehouses available today. This practical guide thoroughly examines this managed service and demonstrates how you can use it to extract value from your data immediately, rather than go through the heavy lifting required to run a typical data warehouse. Analytic specialists Rajesh Francis, Rajiv Gupta, and Milind Oke detail Amazon Redshift's underlying mechanisms and options to help you explore out-of-the box automation. Whether you're a data engineer who wants to learn the art of the possible or a DBA looking to take advantage of machine learning-based auto-tuning, this book helps you get the most value from Amazon Redshift. By understanding Amazon Redshift features, you'll achieve excellent analytic performance at the best price, with the least effort. This book helps you: Build a cloud data strategy around Amazon Redshift as foundational data warehouse Get started with Amazon Redshift with simple-to-use data models and design best practices Understand how and when to use Redshift Serverless and Redshift provisioned clusters Take advantage of auto-tuning options inherent in Amazon Redshift and understand manual tuning options Transform your data platform for predictive analytics using Redshift ML and break silos using data sharing Learn best practices for security, monitoring, resilience, and disaster recovery Leverage Amazon Redshift integration with other AWS services to unlock additional value