Scalable Transaction Processing in Cloud-native OLTP Database Systems

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Publisher :
ISBN 13 :
Total Pages : 0 pages
Book Rating : 4.:/5 (143 download)

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Book Synopsis Scalable Transaction Processing in Cloud-native OLTP Database Systems by : Zhihan Guo

Download or read book Scalable Transaction Processing in Cloud-native OLTP Database Systems written by Zhihan Guo and published by . This book was released on 2023 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This dissertation delves into the emerging trend of database migration to the cloud, focusing on the evolution, challenges, and innovations in cloud-native Online Transaction Processing (OLTP) systems. With the increasing shift of businesses towards cloud databases, driven by benefits like cost efficiency, scalability, and advanced features like fault tolerance and security, there is a growing preference for Database as a Service (DBaaS). Initially, cloud providers deployed traditional database software such as PostgreSQL and MySQL in the cloud. To enhance their competitive edge in terms of cost and elasticity, they introduced cloud-native databases designed specifically for cloud environments. A key design principle in these cloud-native databases is disaggregation, which involves separating components into distinct sub-services for independent scaling and billing. This approach improves resource utilization, reduces operational costs, and supports cloud deployment by reusing existing sub-services. Compute-storage disaggregation, or storage disaggregation, is a prominent architecture in modern cloud-native OLTP systems, connecting compute and storage clusters via a network. This storage-disaggregation architecture presents new opportunities and challenges. It allows for leveraging Storage as a Service (STaaS) in the cloud, offered by major providers with diverse interfaces and features. However, it also introduces increased latency in I/O operations. This necessitates a revision of traditional database designs to exploit new opportunities and address these challenges. This dissertation focuses on three key aspects of transaction processing: index, atomic commit, and concurrency control. We first explore index designs in the context of storage disaggregation. Introducing Bonsai, a two-fold index design which maintains an index in compute-side memory optimized for hot data accesses while offloading cold data accesses to the index embedded in nowadays storage services. Bonsai reduces network traffic and improves throughput. Next, we reevaluate atomic commit protocols in a partitioned database, specifically the two-phase commit (2PC), in a storage disaggregation architecture. We propose Cornus, an optimized 2PC protocol tailored for STaaS, addressing its inherent latency and blocking issues. Lastly, we address the challenge of concurrency control in high-contention scenarios, a significant concern as databases migrate to the cloud. We present Bamboo, a pessimistic concurrency control protocol, which enhances parallelism under high contention while maintaining correctness. This research aims to inspire database developers to rethink traditional designs in the context of evolving cloud-native OLTP databases, potentially establishing new principles for next-generation cloud-native database systems.

Concurrency Control And Recovery In Oltp Systems: High Scalability And Availability

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Publisher : World Scientific
ISBN 13 : 9813279257
Total Pages : 192 pages
Book Rating : 4.8/5 (132 download)

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Book Synopsis Concurrency Control And Recovery In Oltp Systems: High Scalability And Availability by : Zhou Aoying

Download or read book Concurrency Control And Recovery In Oltp Systems: High Scalability And Availability written by Zhou Aoying and published by World Scientific. This book was released on 2019-04-16 with total page 192 pages. Available in PDF, EPUB and Kindle. Book excerpt: Transaction processing is fundamental for many modern applications. These applications require the backend transaction processing engines to be available at all times as well as provide a massive horizontal scale for intensive transaction requests.Concurrency Control and Recovery features recent progress in research in online transaction processing. The book also showcases the authors' research on a highly scalable OLTP system. Its contents include the designs of an efficient multiple version storage engine, a scalable range optimistic concurrency control, high-performance Paxos-based log replication, global snapshot isolation, and fast follower recovery.This book is written for professionals, researchers, and graduate students specialising in database systems and its related fields.

Big Data Systems

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Publisher : CRC Press
ISBN 13 : 1498752713
Total Pages : 341 pages
Book Rating : 4.4/5 (987 download)

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Book Synopsis Big Data Systems by : Jawwad Ahmed Shamsi

Download or read book Big Data Systems written by Jawwad Ahmed Shamsi and published by CRC Press. This book was released on 2021-05-10 with total page 341 pages. Available in PDF, EPUB and Kindle. Book excerpt: Introduces concepts and evolution of Big Data technology. Illustrates examples for thorough understanding. Contains programming examples for hands on development. Explains a variety of topics including NoSQL Systems, NewSQL systems, Security, Privacy, Networking, Cloud, High Performance Computing, and Deep Learning. Exemplifies widely used big data technologies such as Hadoop and Spark. Includes discussion on case studies and open issues. Provides end of chapter questions for enhanced learning

Scaling Oracle8i

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Publisher : Addison-Wesley Professional
ISBN 13 : 9780201325744
Total Pages : 548 pages
Book Rating : 4.3/5 (257 download)

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Book Synopsis Scaling Oracle8i by : James Morle

Download or read book Scaling Oracle8i written by James Morle and published by Addison-Wesley Professional. This book was released on 2000 with total page 548 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is the complete, expert guide to building enterprise-class UNIX-based Oracle OLTP systems that deliver maximum performance and scalability. In Scaling Oracle 8i, one of the world's leading Oracle consultants introduces today's best methods and technologies for building industrial-strength Oracle database systems on UNIX platforms. Understand exactly what scalability means in the enterprise; then discover how to deliver it, step-by-step, from the ground up, through design, testing, construction, maintenance, benchmarking, and ongoing management. Morle covers every component that impacts performance, including hashing, caching, hardware architecture and I/O subsystems, Oracle database objects, data storage, memory structures, and a detailed review of the Oracle Parallel Server. Readers will find comprehensive coverage of tuning the underlying UNIX platform to improve OLTP response times; including co-engineering the kernel; working with virtual memory, I/O, interprocess communication; and more. Scaling Oracle 8i contains a full chapter on the special issues associated with e-commerce, as well as a detailed case study drawn from one of the world's largest car rental reservations systems. For all enterprise system architects, database engineers, and application developers working with Oracle.

Hands On Google Cloud SQL and Cloud Spanner

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Publisher : Apress
ISBN 13 : 1484255372
Total Pages : 342 pages
Book Rating : 4.4/5 (842 download)

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Book Synopsis Hands On Google Cloud SQL and Cloud Spanner by : Navin Sabharwal

Download or read book Hands On Google Cloud SQL and Cloud Spanner written by Navin Sabharwal and published by Apress. This book was released on 2019-12-16 with total page 342 pages. Available in PDF, EPUB and Kindle. Book excerpt: Discover the methodologies and best practices for getting started with Google Cloud Platform relational services – CloudSQL and CloudSpanner. The book begins with the basics of working with the Google Cloud Platform along with an introduction to the database technologies available for developers from Google Cloud. You'll then take an in-depth hands on journey into Google CloudSQL and CloudSpanner, including choosing the right platform for your application needs, planning, provisioning, designing and developing your application. Sample applications are given that use Python to connect to CloudSQL and CloudSpanner, along with helpful features provided by the engines. You''ll also implement practical best practices in the last chapter. Hands On Google Cloud SQL and Cloud Spanner is a great starting point to apply GCP data offerings in your technology stack and the code used allows you to try out the examples and extend them in interesting ways. What You'll LearnGet started with Big Data technologies on the Google Cloud Platform Review CloudSQL and Cloud Spanner from basics to administrationApply best practices and use Google’s CloudSQL and CloudSpanner offeringWork with code in Python notebooks and scriptsWho This Book Is For Application architects, database architects, software developers, data engineers, cloud architects.

Principles of Transaction Processing

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Publisher : Morgan Kaufmann
ISBN 13 : 0080948413
Total Pages : 397 pages
Book Rating : 4.0/5 (89 download)

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Book Synopsis Principles of Transaction Processing by : Philip A. Bernstein

Download or read book Principles of Transaction Processing written by Philip A. Bernstein and published by Morgan Kaufmann. This book was released on 2009-07-24 with total page 397 pages. Available in PDF, EPUB and Kindle. Book excerpt: Principles of Transaction Processing is a comprehensive guide to developing applications, designing systems, and evaluating engineering products. The book provides detailed discussions of the internal workings of transaction processing systems, and it discusses how these systems work and how best to utilize them. It covers the architecture of Web Application Servers and transactional communication paradigms.The book is divided into 11 chapters, which cover the following: Overview of transaction processing application and system structureSoftware abstractions found in transaction processing systemsArchitecture of multitier applications and the functions of transactional middleware and database serversQueued transaction processing and its internals, with IBM's Websphere MQ and Oracle's Stream AQ as examplesBusiness process management and its mechanismsDescription of the two-phase locking function, B-tree locking and multigranularity locking used in SQL database systems and nested transaction lockingSystem recovery and its failuresTwo-phase commit protocolComparison between the tradeoffs of replicating servers versus replication resourcesTransactional middleware products and standardsFuture trends, such as cloud computing platforms, composing scalable systems using distributed computing components, the use of flash storage to replace disks and data streams from sensor devices as a source of transaction requests. The text meets the needs of systems professionals, such as IT application programmers who construct TP applications, application analysts, and product developers. The book will also be invaluable to students and novices in application programming. Complete revision of the classic "non mathematical" transaction processing reference for systems professionals Updated to focus on the needs of transaction processing via the Internet-- the main focus of business data processing investments, via web application servers, SOA, and important new TP standards Retains the practical, non-mathematical, but thorough conceptual basis of the first edition

Transaction Processing on Modern Hardware

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Publisher : Springer Nature
ISBN 13 : 3031018702
Total Pages : 122 pages
Book Rating : 4.0/5 (31 download)

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Book Synopsis Transaction Processing on Modern Hardware by : Mohammad Sadoghi

Download or read book Transaction Processing on Modern Hardware written by Mohammad Sadoghi and published by Springer Nature. This book was released on 2022-05-31 with total page 122 pages. Available in PDF, EPUB and Kindle. Book excerpt: The last decade has brought groundbreaking developments in transaction processing. This resurgence of an otherwise mature research area has spurred from the diminishing cost per GB of DRAM that allows many transaction processing workloads to be entirely memory-resident. This shift demanded a pause to fundamentally rethink the architecture of database systems. The data storage lexicon has now expanded beyond spinning disks and RAID levels to include the cache hierarchy, memory consistency models, cache coherence and write invalidation costs, NUMA regions, and coherence domains. New memory technologies promise fast non-volatile storage and expose unchartered trade-offs for transactional durability, such as exploiting byte-addressable hot and cold storage through persistent programming that promotes simpler recovery protocols. In the meantime, the plateauing single-threaded processor performance has brought massive concurrency within a single node, first in the form of multi-core, and now with many-core and heterogeneous processors. The exciting possibility to reshape the storage, transaction, logging, and recovery layers of next-generation systems on emerging hardware have prompted the database research community to vigorously debate the trade-offs between specialized kernels that narrowly focus on transaction processing performance vs. designs that permit transactionally consistent data accesses from decision support and analytical workloads. In this book, we aim to classify and distill the new body of work on transaction processing that has surfaced in the last decade to navigate researchers and practitioners through this intricate research subject.

Cloud Native Development Patterns and Best Practices

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Publisher : Packt Publishing Ltd
ISBN 13 : 1788476697
Total Pages : 311 pages
Book Rating : 4.7/5 (884 download)

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Book Synopsis Cloud Native Development Patterns and Best Practices by : John Gilbert

Download or read book Cloud Native Development Patterns and Best Practices written by John Gilbert and published by Packt Publishing Ltd. This book was released on 2018-02-09 with total page 311 pages. Available in PDF, EPUB and Kindle. Book excerpt: Learn to apply cloud-native patterns and practices to deliver responsive, resilient, elastic, and message-driven systems with confidence Key Features Understand the architectural patterns involved in cloud-native architectures Minimize risk by evolving your monolithic applications into distributed cloud-native systems Discover best practices for applying cloud-native patterns to your enterprise-level cloud applications Book Description Build systems that leverage the benefits of the cloud and applications faster than ever before with cloud-native development. This book focuses on architectural patterns for building highly scalable cloud-native systems. You will learn how the combination of cloud, reactive principles, devops, and automation enable teams to continuously deliver innovation with confidence. Begin by learning the core concepts that make these systems unique. You will explore foundational patterns that turn your database inside out to achieve massive scalability with cloud-native databases. You will also learn how to continuously deliver production code with confidence by shifting deployment and testing all the way to the left and implementing continuous observability in production. There's more—you will also learn how to strangle your monolith and design an evolving cloud-native system. By the end of the book, you will have the ability to create modern cloud-native systems. What you will learn Enable massive scaling by turning your database inside out Unleash flexibility via event streaming Leverage polyglot persistence and cloud-native databases Embrace modern continuous delivery and testing techniques Minimize risk by evolving your monoliths to cloud-native Apply cloud-native patterns and solve major architectural problems in cloud environment Who this book is for This book is for developers who would like to progress into building cloud-native systems and are keen to learn the patterns involved. Basic knowledge of programming and cloud computing is required.

Architecting Cloud Native Applications

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Publisher : Packt Publishing Ltd
ISBN 13 : 1838642390
Total Pages : 514 pages
Book Rating : 4.8/5 (386 download)

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Book Synopsis Architecting Cloud Native Applications by : Kamal Arora

Download or read book Architecting Cloud Native Applications written by Kamal Arora and published by Packt Publishing Ltd. This book was released on 2019-04-16 with total page 514 pages. Available in PDF, EPUB and Kindle. Book excerpt: Apply cloud native patterns and practices to deliver responsive, resilient, elastic, and message-driven systems with confidence Key FeaturesDiscover best practices for applying cloud native patterns to your cloud applicationsExplore ways to effectively plan resources and technology stacks for high security and fault toleranceGain insight into core architectural principles using real-world examplesBook Description Cloud computing has proven to be the most revolutionary IT development since virtualization. Cloud native architectures give you the benefit of more flexibility over legacy systems. This Learning Path teaches you everything you need to know for designing industry-grade cloud applications and efficiently migrating your business to the cloud. It begins by exploring the basic patterns that turn your database inside out to achieve massive scalability. You’ll learn how to develop cloud native architectures using microservices and serverless computing as your design principles. Then, you’ll explore ways to continuously deliver production code by implementing continuous observability in production. In the concluding chapters, you’ll learn about various public cloud architectures ranging from AWS and Azure to the Google Cloud Platform, and understand the future trends and expectations of cloud providers. By the end of this Learning Path, you’ll have learned the techniques to adopt cloud native architectures that meet your business requirements. This Learning Path includes content from the following Packt products: Cloud Native Development Patterns and Best Practices by John GilbertCloud Native Architectures by Erik Farr et al.What you will learnUnderstand the difference between cloud native and traditional architectureAutomate security controls and configuration managementMinimize risk by evolving your monolithic systems into cloud native applicationsExplore the aspects of migration, when and why to use itApply modern delivery and testing methods to continuously deliver production codeEnable massive scaling by turning your database inside outWho this book is for This Learning Path is designed for developers who want to progress into building cloud native systems and are keen to learn the patterns involved. Software architects, who are keen on designing scalable and highly available cloud native applications, will also find this Learning Path very useful. To easily grasp these concepts, you will need basic knowledge of programming and cloud computing.

Data and Databases

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Publisher : Freegulls Publishing House
ISBN 13 :
Total Pages : 112 pages
Book Rating : 4./5 ( download)

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Book Synopsis Data and Databases by : Jonathan Rigdon

Download or read book Data and Databases written by Jonathan Rigdon and published by Freegulls Publishing House. This book was released on with total page 112 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book consists of two titles, which are the following: 1 - An introduction to databases involves understanding their role in storing, organizing, and managing data. Databases are structured collections of data that enable efficient retrieval, insertion, updating, and deletion of information. They serve as the foundation for various applications, from simple contact lists to complex enterprise systems. Key concepts include tables, which organize data into rows and columns; relationships, which define connections between tables; and SQL (Structured Query Language), used to interact with databases by querying and manipulating data. 2 - Operating systems (OS) are like the conductors of a digital orchestra, managing hardware resources, providing a user interface, and running applications. They handle tasks like memory management, process scheduling, and file management, ensuring smooth operation of a device. Different OS types, like Windows, macOS, Linux, and mobile OS like iOS and Android, cater to various devices and user needs. Understanding their role helps appreciate how our devices function seamlessly.

OLTP

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Publisher :
ISBN 13 :
Total Pages : 392 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis OLTP by : Billy G. Claybrook

Download or read book OLTP written by Billy G. Claybrook and published by . This book was released on 1992-03-16 with total page 392 pages. Available in PDF, EPUB and Kindle. Book excerpt: Offers comprehensive in-depth coverage of the design of Online Transaction Processing (OLTP) which has gained increasing importance in today's world of distributed databases and downsized platforms. OLTPs recent introduction in the open systems movement makes it of interest not only in the usual mainframe arena but with UNIX and OSI as well. Includes the theory, design and implementation of OLTP with regard to all current developments in the field.

Handling Priority Inversion in Time-Constrained Distributed Databases

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Publisher : IGI Global
ISBN 13 : 1799824934
Total Pages : 338 pages
Book Rating : 4.7/5 (998 download)

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Book Synopsis Handling Priority Inversion in Time-Constrained Distributed Databases by : Shanker, Udai

Download or read book Handling Priority Inversion in Time-Constrained Distributed Databases written by Shanker, Udai and published by IGI Global. This book was released on 2020-02-14 with total page 338 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the computer science industry, high levels of performance remain the focal point in software engineering. This quest has made current systems exceedingly complex, as practitioners strive to discover novel approaches to increase the capabilities of modern computer structures. A prevalent area of research in recent years is scalable transaction processing and its usage in large databases and cloud computing. Despite its popularity, there remains a need for significant research in the understanding of scalability and its performance within distributed databases. Handling Priority Inversion in Time-Constrained Distributed Databases provides emerging research exploring the theoretical and practical aspects of database transaction processing frameworks and improving their performance using modern technologies and algorithms. Featuring coverage on a broad range of topics such as consistency mechanisms, real-time systems, and replica management, this book is ideally designed for IT professionals, computing specialists, developers, researchers, data engineers, executives, academics, and students seeking research on current trends and developments in distributed computing and databases.

Databases

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Publisher : Freegulls Publishing House
ISBN 13 :
Total Pages : 57 pages
Book Rating : 4./5 ( download)

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Book Synopsis Databases by : Jonathan Rigdon

Download or read book Databases written by Jonathan Rigdon and published by Freegulls Publishing House. This book was released on with total page 57 pages. Available in PDF, EPUB and Kindle. Book excerpt: Databases are structured collections of data that enable efficient retrieval, insertion, updating, and deletion of information. They serve as the foundation for various applications, from simple contact lists to complex enterprise systems. Key concepts include tables, which organize data into rows and columns; relationships, which define connections between tables; and SQL (Structured Query Language), used to interact with databases by querying and manipulating data.

Computer Science

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Author :
Publisher : Freegulls Publishing House
ISBN 13 :
Total Pages : 245 pages
Book Rating : 4./5 ( download)

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Book Synopsis Computer Science by : Jonathan Rigdon

Download or read book Computer Science written by Jonathan Rigdon and published by Freegulls Publishing House. This book was released on with total page 245 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book consists of 6 titles, namely: Assembly Language: The Ultimate Guide to Programming and Virtual Machines Computer Science: The Complete Guide to Principles and Informatics Cyber Security: Beginners’ Guide to Hacking, Phishing, Social Engineering, and Malware Databases: System Concepts, Designs, Management, and Implementation Operating Systems: Concepts to Save Money, Time, and Frustration Website Development: Web Design Skills for Beginners

Main Memory Database Systems

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Publisher : Foundations and Trends in Databases
ISBN 13 : 9781680833249
Total Pages : 144 pages
Book Rating : 4.8/5 (332 download)

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Book Synopsis Main Memory Database Systems by : Frans Faerber

Download or read book Main Memory Database Systems written by Frans Faerber and published by Foundations and Trends in Databases. This book was released on 2017-07-20 with total page 144 pages. Available in PDF, EPUB and Kindle. Book excerpt: With growing memory sizes and memory prices dropping by a factor of 10 every 5 years, data having a "primary home" in memory is now a reality. Main-memory databases eschew many of the traditional architectural pillars of relational database systems that optimized for disk-resident data. The result of these memory-optimized designs are systems that feature several innovative approaches to fundamental issues (e.g., concurrency control, query processing) that achieve orders of magnitude performance improvements over traditional designs. This monograph provides an overview of recent developments in main-memory database systems. It covers five main issues and architectural choices that need to be made when building a high performance main-memory optimized database: data organization and storage, indexing, concurrency control, durability and recovery techniques, and query processing and compilation. The monograph focuses on four commercial and research systems: H-Store/VoltDB, Hekaton, HyPer, and SAPHANA. These systems are diverse in their design choices and form a representative sample of the state of the art in main-memory database systems. It also covers other commercial and academic systems, along with current and future research trends.

Amazon Redshift Cookbook

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Publisher : Packt Publishing Ltd
ISBN 13 : 1800561849
Total Pages : 384 pages
Book Rating : 4.8/5 (5 download)

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Book Synopsis Amazon Redshift Cookbook by : Shruti Worlikar

Download or read book Amazon Redshift Cookbook written by Shruti Worlikar and published by Packt Publishing Ltd. This book was released on 2021-07-23 with total page 384 pages. Available in PDF, EPUB and Kindle. Book excerpt: Discover how to build a cloud-based data warehouse at petabyte-scale that is burstable and built to scale for end-to-end analytical solutions Key FeaturesDiscover how to translate familiar data warehousing concepts into Redshift implementationUse impressive Redshift features to optimize development, productionizing, and operations processesFind out how to use advanced features such as concurrency scaling, Redshift Spectrum, and federated queriesBook Description Amazon Redshift is a fully managed, petabyte-scale AWS cloud data warehousing service. It enables you to build new data warehouse workloads on AWS and migrate on-premises traditional data warehousing platforms to Redshift. This book on Amazon Redshift starts by focusing on Redshift architecture, showing you how to perform database administration tasks on Redshift. You'll then learn how to optimize your data warehouse to quickly execute complex analytic queries against very large datasets. Because of the massive amount of data involved in data warehousing, designing your database for analytical processing lets you take full advantage of Redshift's columnar architecture and managed services. As you advance, you'll discover how to deploy fully automated and highly scalable extract, transform, and load (ETL) processes, which help minimize the operational efforts that you have to invest in managing regular ETL pipelines and ensure the timely and accurate refreshing of your data warehouse. Finally, you'll gain a clear understanding of Redshift use cases, data ingestion, data management, security, and scaling so that you can build a scalable data warehouse platform. By the end of this Redshift book, you'll be able to implement a Redshift-based data analytics solution and have understood the best practice solutions to commonly faced problems. What you will learnUse Amazon Redshift to build petabyte-scale data warehouses that are agile at scaleIntegrate your data warehousing solution with a data lake using purpose-built features and services on AWSBuild end-to-end analytical solutions from data sourcing to consumption with the help of useful recipesLeverage Redshift's comprehensive security capabilities to meet the most demanding business requirementsFocus on architectural insights and rationale when using analytical recipesDiscover best practices for working with big data to operate a fully managed solutionWho this book is for This book is for anyone involved in architecting, implementing, and optimizing an Amazon Redshift data warehouse, such as data warehouse developers, data analysts, database administrators, data engineers, and data scientists. Basic knowledge of data warehousing, database systems, and cloud concepts and familiarity with Redshift will be beneficial.

Cloud Native Database

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Author :
Publisher : Springer
ISBN 13 : 9789819740567
Total Pages : 0 pages
Book Rating : 4.7/5 (45 download)

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Book Synopsis Cloud Native Database by : Feifei Li

Download or read book Cloud Native Database written by Feifei Li and published by Springer. This book was released on 2024-09-15 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book analyzes in detail the technological evolution process of databases in the era of cloud computing and explains how traditional database technology has gradually developed to cloud-native form from multiple perspectives such as architecture design, implementation mechanism, and system optimization. This book emphasizes the full combination of theory and practice and also analyzes the SQL optimization and execution, transaction processing, caching and indexing principles of databases implemented by MySQL, PostgreSQL and other systems, what trade-offs and compromises are made in the face of actual application requirements, how to optimize in the face of complex application scenarios, and the reasons behind making various choices. At the same time, combined with Alibaba Cloud's R&D experience in the database field, this book focuses on a series of core technical principles of modern database evolution from system to service, such as the use of cloud computing resource pooling technology and distributed technology to achieve high availability, elastic expansion, and on-demand use of databases. The book is informative, combines theoretical depth and implementation details, and openly explores the new development direction of the database, which can inspire readers to think further.