Apache Iceberg The Definitive Guide

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Apache Iceberg: The Definitive Guide

Author : Tomer Shiran,Jason Hughes,Alex Merced
Publisher : "O'Reilly Media, Inc."
Page : 344 pages
File Size : 55,5 Mb
Release : 2024-05-02
Category : Computers
ISBN : 9781098148591

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Apache Iceberg: The Definitive Guide by Tomer Shiran,Jason Hughes,Alex Merced Pdf

Traditional data architecture patterns are severely limited. To use these patterns, you have to ETL data into each tool—a cost-prohibitive process for making warehouse features available to all of your data. The lack of flexibility with these patterns requires you to lock into a set of priority tools and formats, which creates data silos and data drift. This practical book shows you a better way. Apache Iceberg provides the capabilities, performance, scalability, and savings that fulfill the promise of an open data lakehouse. By following the lessons in this book, you'll be able to achieve interactive, batch, machine learning, and streaming analytics with this high-performance open source format. Authors Tomer Shiran, Jason Hughes, and Alex Merced from Dremio show you how to get started with Iceberg. With this book, you'll learn: The architecture of Apache Iceberg tables What happens under the hood when you perform operations on Iceberg tables How to further optimize Iceberg tables for maximum performance How to use Iceberg with popular data engines such as Apache Spark, Apache Flink, and Dremio Discover why Apache Iceberg is a foundational technology for implementing an open data lakehouse.

Apache Iceberg: The Definitive Guide

Author : Tomer Shiran,Jason Hughes,Alex Merced,Dipankar Mazumdar
Publisher : O'Reilly Media
Page : 0 pages
File Size : 45,7 Mb
Release : 2024-02-29
Category : Electronic
ISBN : 1098148622

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Apache Iceberg: The Definitive Guide by Tomer Shiran,Jason Hughes,Alex Merced,Dipankar Mazumdar Pdf

Traditional data architecture patterns are severely limited. To use these patterns, you have to ETL data into each tool--a cost-prohibitive process for making warehouse features available to all of your data. This lack of flexibility forces you to adjust your workflow to the tool your data is locked in, which creates data silos and data drift. This book shows you a better way. Apache Iceberg provides the capabilities, performance, scalability, and savings that fulfill the promise of an open data lakehouse. By following the lessons in this book, you'll be able to achieve interactive, batch, machine learning, and streaming analytics with this lakehouse. Authors Tomer Shiran, Jason Hughes, Alex Merced, and Dipankar Mazumdar from Dremio guide you through the process. With this book, you'll learn: The architecture of Apache Iceberg tables What happens under the hood when you perform operations on Iceberg tables How to further optimize Apache Iceberg tables for maximum performance How to use Apache Iceberg with popular data engines such as Apache Spark, Apache Flink, and Dremio Sonar How Apache Iceberg can be used in streaming and batch ingestion Discover why Apache Iceberg is a foundational technology for implementing an open data lakehouse.

Apache Iceberg: The Definitive Guide

Author : Tomer Shiran,Jason Hughes,Alex Merced
Publisher : "O'Reilly Media, Inc."
Page : 352 pages
File Size : 47,9 Mb
Release : 2024-05-02
Category : Computers
ISBN : 9781098148584

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Apache Iceberg: The Definitive Guide by Tomer Shiran,Jason Hughes,Alex Merced Pdf

Traditional data architecture patterns are severely limited. To use these patterns, you have to ETL data into each tool—a cost-prohibitive process for making warehouse features available to all of your data. The lack of flexibility with these patterns requires you to lock into a set of priority tools and formats, which creates data silos and data drift. This practical book shows you a better way. Apache Iceberg provides the capabilities, performance, scalability, and savings that fulfill the promise of an open data lakehouse. By following the lessons in this book, you'll be able to achieve interactive, batch, machine learning, and streaming analytics with this high-performance open source format. Authors Tomer Shiran, Jason Hughes, and Alex Merced from Dremio show you how to get started with Iceberg. With this book, you'll learn: The architecture of Apache Iceberg tables What happens under the hood when you perform operations on Iceberg tables How to further optimize Apache Iceberg tables for maximum performance How to use Iceberg with popular data engines such as Apache Spark, Apache Flink, and Dremio How Apache Iceberg can be used in streaming and batch ingestion Discover why Apache Iceberg is a foundational technology for implementing an open data lakehouse.

The Definitive Guide to Data Integration

Author : Pierre-Yves BONNEFOY,Emeric CHAIZE,Raphaël MANSUY,Mehdi TAZI
Publisher : Packt Publishing Ltd
Page : 490 pages
File Size : 45,9 Mb
Release : 2024-03-29
Category : Computers
ISBN : 9781837634774

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The Definitive Guide to Data Integration by Pierre-Yves BONNEFOY,Emeric CHAIZE,Raphaël MANSUY,Mehdi TAZI Pdf

Learn the essentials of data integration with this comprehensive guide, covering everything from sources to solutions, and discover the key to making the most of your data stack Key Features Learn how to leverage modern data stack tools and technologies for effective data integration Design and implement data integration solutions with practical advice and best practices Focus on modern technologies such as cloud-based architectures, real-time data processing, and open-source tools and technologies Purchase of the print or Kindle book includes a free PDF eBook Book DescriptionThe Definitive Guide to Data Integration is an indispensable resource for navigating the complexities of modern data integration. Focusing on the latest tools, techniques, and best practices, this guide helps you master data integration and unleash the full potential of your data. This comprehensive guide begins by examining the challenges and key concepts of data integration, such as managing huge volumes of data and dealing with the different data types. You’ll gain a deep understanding of the modern data stack and its architecture, as well as the pivotal role of open-source technologies in shaping the data landscape. Delving into the layers of the modern data stack, you’ll cover data sources, types, storage, integration techniques, transformation, and processing. The book also offers insights into data exposition and APIs, ingestion and storage strategies, data preparation and analysis, workflow management, monitoring, data quality, and governance. Packed with practical use cases, real-world examples, and a glimpse into the future of data integration, The Definitive Guide to Data Integration is an essential resource for data eclectics. By the end of this book, you’ll have the gained the knowledge and skills needed to optimize your data usage and excel in the ever-evolving world of data.What you will learn Discover the evolving architecture and technologies shaping data integration Process large data volumes efficiently with data warehousing Tackle the complexities of integrating large datasets from diverse sources Harness the power of data warehousing for efficient data storage and processing Design and optimize effective data integration solutions Explore data governance principles and compliance requirements Who this book is for This book is perfect for data engineers, data architects, data analysts, and IT professionals looking to gain a comprehensive understanding of data integration in the modern era. Whether you’re a beginner or an experienced professional enhancing your knowledge of the modern data stack, this definitive guide will help you navigate the data integration landscape.

Snowflake: The Definitive Guide

Author : Joyce Kay Avila
Publisher : "O'Reilly Media, Inc."
Page : 468 pages
File Size : 52,7 Mb
Release : 2022-08-11
Category : Computers
ISBN : 9781098103798

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Snowflake: The Definitive Guide by Joyce Kay Avila Pdf

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

Trino: The Definitive Guide

Author : Matt Fuller,Manfred Moser,Martin Traverso
Publisher : "O'Reilly Media, Inc."
Page : 333 pages
File Size : 41,8 Mb
Release : 2022-10-03
Category : Computers
ISBN : 9781098137199

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Trino: The Definitive Guide by Matt Fuller,Manfred Moser,Martin Traverso Pdf

Perform fast interactive analytics against different data sources using the Trino high-performance distributed SQL query engine. In the second edition of this practical guide, you'll learn how to conduct analytics on data where it lives, whether it's a data lake using Hive, a modern lakehouse with Iceberg or Delta Lake, a different system like Cassandra, Kafka, or SingleStore, or a relational database like PostgreSQL or Oracle. Analysts, software engineers, and production engineers learn how to manage, use, and even develop with Trino and make it a critical part of their data platform. Authors Matt Fuller, Manfred Moser, and Martin Traverso show you how a single Trino query can combine data from multiple sources to allow for analytics across your entire organization. Explore Trino's use cases, and learn about tools that help you connect to Trino for querying and processing huge amounts of data Learn Trino's internal workings, including how to connect to and query data sources with support for SQL statements, operators, functions, and more Deploy and secure Trino at scale, monitor workloads, tune queries, and connect more applications Learn how other organizations apply Trino successfully

Trino: The Definitive Guide

Author : Matt Fuller,Manfred Moser,Martin Traverso
Publisher : "O'Reilly Media, Inc."
Page : 310 pages
File Size : 42,8 Mb
Release : 2021-04-14
Category : Computers
ISBN : 9781098107680

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Trino: The Definitive Guide by Matt Fuller,Manfred Moser,Martin Traverso Pdf

Perform fast interactive analytics against different data sources using the Trino high-performance distributed SQL query engine. With this practical guide, you'll learn how to conduct analytics on data where it lives, whether it's Hive, Cassandra, a relational database, or a proprietary data store. Analysts, software engineers, and production engineers will learn how to manage, use, and even develop with Trino. Initially developed by Facebook, open source Trino is now used by Netflix, Airbnb, LinkedIn, Twitter, Uber, and many other companies. Matt Fuller, Manfred Moser, and Martin Traverso show you how a single Trino query can combine data from multiple sources to allow for analytics across your entire organization. Get started: Explore Trino's use cases and learn about tools that will help you connect to Trino and query data Go deeper: Learn Trino's internal workings, including how to connect to and query data sources with support for SQL statements, operators, functions, and more Put Trino in production: Secure Trino, monitor workloads, tune queries, and connect more applications; learn how other organizations apply Trino

Spark: The Definitive Guide

Author : Bill Chambers,Matei Zaharia
Publisher : "O'Reilly Media, Inc."
Page : 712 pages
File Size : 47,7 Mb
Release : 2018-02-08
Category : Computers
ISBN : 9781491912294

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Spark: The Definitive Guide by Bill Chambers,Matei Zaharia Pdf

Learn how to use, deploy, and maintain Apache Spark with this comprehensive guide, written by the creators of the open-source cluster-computing framework. With an emphasis on improvements and new features in Spark 2.0, authors Bill Chambers and Matei Zaharia break down Spark topics into distinct sections, each with unique goals. Youâ??ll explore the basic operations and common functions of Sparkâ??s structured APIs, as well as Structured Streaming, a new high-level API for building end-to-end streaming applications. Developers and system administrators will learn the fundamentals of monitoring, tuning, and debugging Spark, and explore machine learning techniques and scenarios for employing MLlib, Sparkâ??s scalable machine-learning library. Get a gentle overview of big data and Spark Learn about DataFrames, SQL, and Datasetsâ??Sparkâ??s core APIsâ??through worked examples Dive into Sparkâ??s low-level APIs, RDDs, and execution of SQL and DataFrames Understand how Spark runs on a cluster Debug, monitor, and tune Spark clusters and applications Learn the power of Structured Streaming, Sparkâ??s stream-processing engine Learn how you can apply MLlib to a variety of problems, including classification or recommendation

Data Governance

Author : Evren Eryurek,Uri Gilad,Jessi Ashdown,Valliappa Lakshmanan,Anita Kibunguchy
Publisher : Unknown
Page : 300 pages
File Size : 54,9 Mb
Release : 2021-04-13
Category : Electronic
ISBN : 1492063495

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Data Governance by Evren Eryurek,Uri Gilad,Jessi Ashdown,Valliappa Lakshmanan,Anita Kibunguchy Pdf

As your company moves data to the cloud, you need to consider a comprehensive approach to data governance, along with well-defined and agreed-upon policies to ensure you meet compliance. Data governance incorporates the ways that people, processes, and technology work together to support business efficiency. With this practical guide, chief information, data, and security officers will learn how to effectively implement and scale data governance throughout their organizations. You'll explore how to create a strategy and tooling to support the democratization of data and governance principles. Through good data governance, you can inspire customer trust, enable your organization to extract more value from data, and generate more-competitive offerings and improvements in customer experience. This book shows you how. Enable auditable legal and regulatory compliance with defined and agreed-upon data policies Employ better risk management Establish control and maintain visibility into your company's data assets, providing a competitive advantage Drive top-line revenue and cost savings when developing new products and services Implement your organization's people, processes, and tools to operationalize data trustworthiness

Ant

Author : Jesse Tilly,Eric M. Burke
Publisher : "O'Reilly Media, Inc."
Page : 292 pages
File Size : 42,8 Mb
Release : 2002
Category : Computers
ISBN : 0596001843

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Ant by Jesse Tilly,Eric M. Burke Pdf

In 1998 one programmer changed the world of Java. Frustrated by his efforts to create a cross-platform build of Tomcat using the build tools of the day (GNU Make, batch files, and shell scripts), James Duncan Davidson threw together his own build utility on an airplane flight from Europe to the U.S. Named Ant because it was a little thing that could build big things, James's quick-and-dirty solution to his own problem of creating a cross-platform build has evolved into what is perhaps the most widely used build management tool in Java environments.

Asterisk: The Definitive Guide

Author : Russell Bryant,Leif Madsen,Jim Van Meggelen
Publisher : "O'Reilly Media, Inc."
Page : 1200 pages
File Size : 53,9 Mb
Release : 2013-05-10
Category : Computers
ISBN : 9781449332457

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Asterisk: The Definitive Guide by Russell Bryant,Leif Madsen,Jim Van Meggelen Pdf

Design a complete Voice over IP (VoIP) or traditional PBX system with Asterisk, even if you have only basic telecommunications knowledge. This bestselling guide makes it easy, with a detailed roadmap that shows you how to install and configure this open source software, whether you’re upgrading your existing phone system or starting from scratch. Ideal for Linux administrators, developers, and power users, this updated edition shows you how to write a basic dialplan step-by-step, and brings you up to speed on the features in Asterisk 11, the latest long-term support release from Digium. You’ll quickly gain working knowledge to build a simple yet inclusive system. Integrate Asterisk with analog, VoIP, and digital telephony systems Build an interactive dialplan, using best practices for more advanced features Delve into voicemail options, such as storing messages in a database Connect to external services including Google Talk, XMPP, and calendars Incorporate Asterisk features and functions into a relational database to facilitate information sharing Learn how to use Asterisk’s security, call routing, and faxing features Monitor and control your system with the Asterisk Manager Interface (AMI) Plan for expansion by learning tools for building distributed systems

The Enterprise Big Data Lake

Author : Alex Gorelik
Publisher : "O'Reilly Media, Inc."
Page : 224 pages
File Size : 47,6 Mb
Release : 2019-02-21
Category : Computers
ISBN : 9781491931509

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The Enterprise Big Data Lake by Alex Gorelik Pdf

The data lake is a daring new approach for harnessing the power of big data technology and providing convenient self-service capabilities. But is it right for your company? This book is based on discussions with practitioners and executives from more than a hundred organizations, ranging from data-driven companies such as Google, LinkedIn, and Facebook, to governments and traditional corporate enterprises. You’ll learn what a data lake is, why enterprises need one, and how to build one successfully with the best practices in this book. Alex Gorelik, CTO and founder of Waterline Data, explains why old systems and processes can no longer support data needs in the enterprise. Then, in a collection of essays about data lake implementation, you’ll examine data lake initiatives, analytic projects, experiences, and best practices from data experts working in various industries. Get a succinct introduction to data warehousing, big data, and data science Learn various paths enterprises take to build a data lake Explore how to build a self-service model and best practices for providing analysts access to the data Use different methods for architecting your data lake Discover ways to implement a data lake from experts in different industries

Colorado; a Guide to the Highest State

Author : Harry Hansen
Publisher : New York : Hastings House
Page : 636 pages
File Size : 53,9 Mb
Release : 1970
Category : Travel
ISBN : UOM:39015006360252

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Colorado; a Guide to the Highest State by Harry Hansen Pdf

The Colorado Guide is one of the shining accomplishments of the Federal Writers, who were recruited by the WPA in the days of the great depression to record the dynamic story of their State. So fruitful were their door-to-door inquiries that the public has acclaimed their labors and called for their book ever since. In the last few years it has become evident that the state was outgrowing its guide. The spectacular facts of history remained unaltered, but practically everything else burst its seams. The cities pushed beyond their limits the colleges were jammed with youth; the hard-surfaced roads unlocked remote natural wonder; the rushing rivers created dozens of new lakes; even the snowclad mountains yielded to airlift. A thorough revision was called for--and here it is. Here is the parade of the cities: Denver, the Mile-High Metropolis, building convention halls and hotels in the shadow of the gold-plated Capitol; Colorado Springs, gateway to NORAD, Pike's Peak, and the US Air Force Academy; Boulder, multiplying scientific laboratories of national renown; Pueblo, rolling steel; Aspen, spreading culture in summer and training ski jumpers in winter; even Lakewood, carved out of Denver's side, latest of the big ones. Ever since Zebulon Pike stood awe-struck before the towering Rockies Americans have flocked to Colorado to mine its wealth, cultivate its soil, build its factories, and fish in its trout-filled steams. At one end of its history are the stone houses of the Cliff Dwellers; at the other, the busy airports serving the continent. This Guide takes account of the nostalgic past and the tumultuous present. It tells how to get there, by plane, bus, train and motor car, and what roads to follow to the teeming cities, the peaks, gorges and canyons, the campgrounds and ghost towns. It describes the great changes of the last twenty-five years, during which engineering has built dams and reservoirs for irrigation, electric power and flood control; scientific mining has uncovered minerals of which the goldseekers never dreamed. It tells about the mechanization of farms and the growth of the sugar beet industry; the expansion of feed lots for cattle and the forty-odd rodeos at which the cowhands let off steam. In other words--Colorado.

Apache Spark 2.x for Java Developers

Author : Sourav Gulati,Sumit Kumar
Publisher : Packt Publishing Ltd
Page : 338 pages
File Size : 55,7 Mb
Release : 2017-07-26
Category : Computers
ISBN : 9781787129429

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Apache Spark 2.x for Java Developers by Sourav Gulati,Sumit Kumar Pdf

Unleash the data processing and analytics capability of Apache Spark with the language of choice: Java About This Book Perform big data processing with Spark—without having to learn Scala! Use the Spark Java API to implement efficient enterprise-grade applications for data processing and analytics Go beyond mainstream data processing by adding querying capability, Machine Learning, and graph processing using Spark Who This Book Is For If you are a Java developer interested in learning to use the popular Apache Spark framework, this book is the resource you need to get started. Apache Spark developers who are looking to build enterprise-grade applications in Java will also find this book very useful. What You Will Learn Process data using different file formats such as XML, JSON, CSV, and plain and delimited text, using the Spark core Library. Perform analytics on data from various data sources such as Kafka, and Flume using Spark Streaming Library Learn SQL schema creation and the analysis of structured data using various SQL functions including Windowing functions in the Spark SQL Library Explore Spark Mlib APIs while implementing Machine Learning techniques to solve real-world problems Get to know Spark GraphX so you understand various graph-based analytics that can be performed with Spark In Detail Apache Spark is the buzzword in the big data industry right now, especially with the increasing need for real-time streaming and data processing. While Spark is built on Scala, the Spark Java API exposes all the Spark features available in the Scala version for Java developers. This book will show you how you can implement various functionalities of the Apache Spark framework in Java, without stepping out of your comfort zone. The book starts with an introduction to the Apache Spark 2.x ecosystem, followed by explaining how to install and configure Spark, and refreshes the Java concepts that will be useful to you when consuming Apache Spark's APIs. You will explore RDD and its associated common Action and Transformation Java APIs, set up a production-like clustered environment, and work with Spark SQL. Moving on, you will perform near-real-time processing with Spark streaming, Machine Learning analytics with Spark MLlib, and graph processing with GraphX, all using various Java packages. By the end of the book, you will have a solid foundation in implementing components in the Spark framework in Java to build fast, real-time applications. Style and approach This practical guide teaches readers the fundamentals of the Apache Spark framework and how to implement components using the Java language. It is a unique blend of theory and practical examples, and is written in a way that will gradually build your knowledge of Apache Spark.

Apache Security

Author : Ivan Ristic
Publisher : Unknown
Page : 440 pages
File Size : 45,7 Mb
Release : 2005
Category : Computers
ISBN : UOM:39015058780035

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Apache Security by Ivan Ristic Pdf

"The complete guide to securing your Apache web server"--Cover.