Fields And Streams

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Fields and Streams

Author : Rebecca Lave
Publisher : University of Georgia Press
ISBN 13 : 0820343927
Total Pages : 190 pages
Book Rating : 4.8/5 (23 download)

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Book Synopsis Fields and Streams by : Rebecca Lave

Download or read book Fields and Streams written by Rebecca Lave and published by University of Georgia Press. This book was released on 2012-11-01 with total page 190 pages. Available in PDF, EPUB and Kindle. Book excerpt: Examining the science of stream restoration, Rebecca Lave argues that the neoliberal emphasis on the privatization and commercialization of knowledge has fundamentally changed the way that science is funded, organized, and viewed in the United States. Stream restoration science and practice is in a startling state. The most widely respected expert in the field, Dave Rosgen, is a private consultant with relatively little formal scientific training. Since the mid-1990s, many academic and federal agency-based scientists have denounced Rosgen as a charlatan and a hack. Despite this, Rosgen's Natural Channel Design approach, classification system, and short-course series are not only accepted but are viewed as more legitimate than academically produced knowledge and training. Rosgen's methods are now promoted by federal agencies including the Environmental Protection Agency, the U.S. Forest Service, the U.S. Fish and Wildlife Service, and the Natural Resources Conservation Service, as well as by resource agencies in dozens of states. Drawing on the work of Pierre Bourdieu, Lave demonstrates that the primary cause of Rosgen's success is neither the method nor the man but is instead the assignment of a new legitimacy to scientific claims developed outside the academy, concurrent with academic scientists' decreasing ability to defend their turf. What is at stake in the Rosgen wars, argues Lave, is not just the ecological health of our rivers and streams but the very future of environmental science.

Fields and Streams

Author : Rebecca Lave
Publisher : University of Georgia Press
ISBN 13 : 0820344745
Total Pages : 190 pages
Book Rating : 4.8/5 (23 download)

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Book Synopsis Fields and Streams by : Rebecca Lave

Download or read book Fields and Streams written by Rebecca Lave and published by University of Georgia Press. This book was released on 2012-11-01 with total page 190 pages. Available in PDF, EPUB and Kindle. Book excerpt: Examining the science of stream restoration, Rebecca Lave argues that the neoliberal emphasis on the privatization and commercialization of knowledge has fundamentally changed the way that science is funded, organized, and viewed in the United States. Stream restoration science and practice is in a startling state. The most widely respected expert in the field, Dave Rosgen, is a private consultant with relatively little formal scientific training. Since the mid-1990s, many academic and federal agency–based scientists have denounced Rosgen as a charlatan and a hack. Despite this, Rosgen’s Natural Channel Design approach, classification system, and short-course series are not only accepted but are viewed as more legitimate than academically produced knowledge and training. Rosgen’s methods are now promoted by federal agencies including the Environmental Protection Agency, the U.S. Forest Service, the U.S. Fish and Wildlife Service, and the Natural Resources Conservation Service, as well as by resource agencies in dozens of states. Drawing on the work of Pierre Bourdieu, Lave demonstrates that the primary cause of Rosgen’s success is neither the method nor the man but is instead the assignment of a new legitimacy to scientific claims developed outside the academy, concurrent with academic scientists’ decreasing ability to defend their turf. What is at stake in the Rosgen wars, argues Lave, is not just the ecological health of our rivers and streams but the very future of environmental science.

Streams of Revenue

Author : Rebecca Lave
Publisher : MIT Press
ISBN 13 : 0262539195
Total Pages : 208 pages
Book Rating : 4.2/5 (625 download)

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Book Synopsis Streams of Revenue by : Rebecca Lave

Download or read book Streams of Revenue written by Rebecca Lave and published by MIT Press. This book was released on 2021-01-26 with total page 208 pages. Available in PDF, EPUB and Kindle. Book excerpt: An analysis of stream mitigation banking and the challenges of implementing market-based approaches to environmental conservation. Market-based approaches to environmental conservation have been increasingly prevalent since the early 1990s. The goal of these markets is to reduce environmental harm not by preventing it, but by pricing it. A housing development on land threaded with streams, for example, can divert them into underground pipes if the developer pays to restore streams elsewhere. But does this increasingly common approach actually improve environmental well-being? In Streams of Revenue, Rebecca Lave and Martin Doyle answer this question by analyzing the history, implementation, and environmental outcomes of one of these markets: stream mitigation banking. In stream mitigation banking, an entrepreneur speculatively restores a stream, generating “stream credits” that can be purchased by a developer to fulfill regulatory requirements of the Clean Water Act. Tracing mitigation banking from conceptual beginnings to implementation, the authors find that in practice it is very difficult to establish equivalence between the ecosystems harmed and those that are restored, and to cope with the many sources of uncertainty that make positive restoration outcomes unlikely. Lave and Doyle argue that market-based approaches have failed to deliver on conservation goals and call for a radical reconfiguration of the process.

Sound Streams

Author : Andrew J Bottomley
Publisher : University of Michigan Press
ISBN 13 : 0472126776
Total Pages : 339 pages
Book Rating : 4.4/5 (721 download)

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Book Synopsis Sound Streams by : Andrew J Bottomley

Download or read book Sound Streams written by Andrew J Bottomley and published by University of Michigan Press. This book was released on 2020-06-01 with total page 339 pages. Available in PDF, EPUB and Kindle. Book excerpt: In talking about contemporary media, we often use a language of newness, applying words like “revolution” and “disruption.” Yet, the emergence of new sound media technologies and content—from the earliest internet radio broadcasts to the development of algorithmic music services and the origins of podcasting—are not a disruption, but a continuation of the century-long history of radio. Today’s most innovative media makers are reintroducing forms of audio storytelling from radio’s past. Sound Streams is the first book to historicize radio-internet convergence from the early ’90s through the present, demonstrating how so-called new media represent an evolutionary shift that is nevertheless historically consistent with earlier modes of broadcasting. Various iterations of internet radio, from streaming audio to podcasting, are all new radio practices rather than each being a separate new medium: radio is any sound media that is purposefully crafted to be heard by an audience. Rather than a particular set of technologies or textual conventions, web-based broadcasting combines unique practices and features and ideas from radio history. In addition, there exists a distinctive conversationality and reflexivity to radio talk, including a propensity for personal stories and emotional disclosure, that suits networked digital media culture. What media convergence has done is extend and intensify radio’s logics of connectivity and sharing; sonically mediated personal expression intended for public consideration abounds in online media networks. Sound Streams marks a significant contribution to digital media and internet studies. Its mix of cultural history, industry research, and genre and formal analysis, especially of contemporary audio storytelling, will appeal to media scholars, radio and podcast practitioners, audio journalism students, and dedicated podcast fans.

Stream Ecology

Author : J. David Allan
Publisher : Springer Science & Business Media
ISBN 13 : 9401107297
Total Pages : 385 pages
Book Rating : 4.4/5 (11 download)

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Book Synopsis Stream Ecology by : J. David Allan

Download or read book Stream Ecology written by J. David Allan and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 385 pages. Available in PDF, EPUB and Kindle. Book excerpt: Running waters are enormously diverse, ranging from torrential mountain brooks, to large lowland rivers, to great river systems whose basins occupy subcontinents. While this diversity makes river ecosystems seem overwhelmingly complex, a central theme of this volume is that the processes acting in running waters are general, although the settings are often unique. The past two decades have seen major advances in our knowledge of the ecology of streams and rivers. New paradigms have emerged, such as the river continuum and nutrient spiraling. Community ecologists have made impressive advances in documenting the occurrence of species interactions. The importance of physical processes in rivers has attracted increased attention, particularly the areas of hydrology and geomorphology, and the inter-relationships between physical and biological factors have become better understood. And as is true for every area of ecology during the closing years of the twentieth century it has become apparent that the study of streams and rivers cannot be carried out by excluding the role of human activities, nor can we ignore the urgency of the need for conservation. These developments are brought together in Stream Ecology: Structure and function of running waters, designed to serve as a text for advanced undergraduate and graduate students, and as a reference book for specialists in stream ecology and related fields.

Field & Stream

Author :
Publisher :
ISBN 13 :
Total Pages : 120 pages
Book Rating : 4./5 ( download)

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Book Synopsis Field & Stream by :

Download or read book Field & Stream written by and published by . This book was released on 1995-12 with total page 120 pages. Available in PDF, EPUB and Kindle. Book excerpt: FIELD & STREAM, America’s largest outdoor sports magazine, celebrates the outdoor experience with great stories, compelling photography, and sound advice while honoring the traditions hunters and fishermen have passed down for generations.

Field Book of Ponds and Streams; An Introduction to the Life of Fresh Water

Author : Ann Haven Morgan
Publisher : Andesite Press
ISBN 13 : 9781297531330
Total Pages : 528 pages
Book Rating : 4.5/5 (313 download)

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Book Synopsis Field Book of Ponds and Streams; An Introduction to the Life of Fresh Water by : Ann Haven Morgan

Download or read book Field Book of Ponds and Streams; An Introduction to the Life of Fresh Water written by Ann Haven Morgan and published by Andesite Press. This book was released on 2015-08-08 with total page 528 pages. Available in PDF, EPUB and Kindle. Book excerpt: This work has been selected by scholars as being culturally important, and is part of the knowledge base of civilization as we know it. This work was reproduced from the original artifact, and remains as true to the original work as possible. Therefore, you will see the original copyright references, library stamps (as most of these works have been housed in our most important libraries around the world), and other notations in the work. This work is in the public domain in the United States of America, and possibly other nations. Within the United States, you may freely copy and distribute this work, as no entity (individual or corporate) has a copyright on the body of the work.As a reproduction of a historical artifact, this work may contain missing or blurred pages, poor pictures, errant marks, etc. Scholars believe, and we concur, that this work is important enough to be preserved, reproduced, and made generally available to the public. We appreciate your support of the preservation process, and thank you for being an important part of keeping this knowledge alive and relevant.

Pond and Stream

Author : Arthur Ransome
Publisher : DigiCat
ISBN 13 :
Total Pages : 46 pages
Book Rating : 4.8/5 (596 download)

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Book Synopsis Pond and Stream by : Arthur Ransome

Download or read book Pond and Stream written by Arthur Ransome and published by DigiCat. This book was released on 2022-09-16 with total page 46 pages. Available in PDF, EPUB and Kindle. Book excerpt: DigiCat Publishing presents to you this special edition of "Pond and Stream" by Arthur Ransome. DigiCat Publishing considers every written word to be a legacy of humankind. Every DigiCat book has been carefully reproduced for republishing in a new modern format. The books are available in print, as well as ebooks. DigiCat hopes you will treat this work with the acknowledgment and passion it deserves as a classic of world literature.

Field Book of Ponds and Streams; An Introduction to the Life of Fresh Water - Scholar's Choice Edition

Author : Ann Haven Morgan
Publisher :
ISBN 13 : 9781297027536
Total Pages : 528 pages
Book Rating : 4.0/5 (275 download)

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Book Synopsis Field Book of Ponds and Streams; An Introduction to the Life of Fresh Water - Scholar's Choice Edition by : Ann Haven Morgan

Download or read book Field Book of Ponds and Streams; An Introduction to the Life of Fresh Water - Scholar's Choice Edition written by Ann Haven Morgan and published by . This book was released on 2015-02-15 with total page 528 pages. Available in PDF, EPUB and Kindle. Book excerpt: This work has been selected by scholars as being culturally important, and is part of the knowledge base of civilization as we know it. This work was reproduced from the original artifact, and remains as true to the original work as possible. Therefore, you will see the original copyright references, library stamps (as most of these works have been housed in our most important libraries around the world), and other notations in the work. This work is in the public domain in the United States of America, and possibly other nations. Within the United States, you may freely copy and distribute this work, as no entity (individual or corporate) has a copyright on the body of the work.As a reproduction of a historical artifact, this work may contain missing or blurred pages, poor pictures, errant marks, etc. Scholars believe, and we concur, that this work is important enough to be preserved, reproduced, and made generally available to the public. We appreciate your support of the preservation process, and thank you for being an important part of keeping this knowledge alive and relevant.

Data Stream Management

Author : Minos Garofalakis
Publisher : Springer
ISBN 13 : 354028608X
Total Pages : 537 pages
Book Rating : 4.5/5 (42 download)

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Book Synopsis Data Stream Management by : Minos Garofalakis

Download or read book Data Stream Management written by Minos Garofalakis and published by Springer. This book was released on 2016-07-11 with total page 537 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume focuses on the theory and practice of data stream management, and the novel challenges this emerging domain poses for data-management algorithms, systems, and applications. The collection of chapters, contributed by authorities in the field, offers a comprehensive introduction to both the algorithmic/theoretical foundations of data streams, as well as the streaming systems and applications built in different domains. A short introductory chapter provides a brief summary of some basic data streaming concepts and models, and discusses the key elements of a generic stream query processing architecture. Subsequently, Part I focuses on basic streaming algorithms for some key analytics functions (e.g., quantiles, norms, join aggregates, heavy hitters) over streaming data. Part II then examines important techniques for basic stream mining tasks (e.g., clustering, classification, frequent itemsets). Part III discusses a number of advanced topics on stream processing algorithms, and Part IV focuses on system and language aspects of data stream processing with surveys of influential system prototypes and language designs. Part V then presents some representative applications of streaming techniques in different domains (e.g., network management, financial analytics). Finally, the volume concludes with an overview of current data streaming products and new application domains (e.g. cloud computing, big data analytics, and complex event processing), and a discussion of future directions in this exciting field. The book provides a comprehensive overview of core concepts and technological foundations, as well as various systems and applications, and is of particular interest to students, lecturers and researchers in the area of data stream management.

Kafka Streams in Action

Author : Bill Bejeck
Publisher : Simon and Schuster
ISBN 13 : 1638356025
Total Pages : 410 pages
Book Rating : 4.6/5 (383 download)

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Book Synopsis Kafka Streams in Action by : Bill Bejeck

Download or read book Kafka Streams in Action written by Bill Bejeck and published by Simon and Schuster. This book was released on 2018-08-29 with total page 410 pages. Available in PDF, EPUB and Kindle. Book excerpt: Summary Kafka Streams in Action teaches you everything you need to know to implement stream processing on data flowing into your Kafka platform, allowing you to focus on getting more from your data without sacrificing time or effort. Foreword by Neha Narkhede, Cocreator of Apache Kafka Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications. About the Technology Not all stream-based applications require a dedicated processing cluster. The lightweight Kafka Streams library provides exactly the power and simplicity you need for message handling in microservices and real-time event processing. With the Kafka Streams API, you filter and transform data streams with just Kafka and your application. About the Book Kafka Streams in Action teaches you to implement stream processing within the Kafka platform. In this easy-to-follow book, you'll explore real-world examples to collect, transform, and aggregate data, work with multiple processors, and handle real-time events. You'll even dive into streaming SQL with KSQL! Practical to the very end, it finishes with testing and operational aspects, such as monitoring and debugging. What's inside Using the KStreams API Filtering, transforming, and splitting data Working with the Processor API Integrating with external systems About the Reader Assumes some experience with distributed systems. No knowledge of Kafka or streaming applications required. About the Author Bill Bejeck is a Kafka Streams contributor and Confluent engineer with over 15 years of software development experience. Table of Contents PART 1 - GETTING STARTED WITH KAFKA STREAMS Welcome to Kafka Streams Kafka quicklyPART 2 - KAFKA STREAMS DEVELOPMENT Developing Kafka Streams Streams and state The KTable API The Processor APIPART 3 - ADMINISTERING KAFKA STREAMS Monitoring and performance Testing a Kafka Streams applicationPART 4 - ADVANCED CONCEPTS WITH KAFKA STREAMS Advanced applications with Kafka StreamsAPPENDIXES Appendix A - Additional configuration information Appendix B - Exactly once semantics

Field and Stream

Author :
Publisher :
ISBN 13 :
Total Pages : 172 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis Field and Stream by :

Download or read book Field and Stream written by and published by . This book was released on 1916 with total page 172 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Stream Ecology

Author : James R. Barnes
Publisher : Springer Science & Business Media
ISBN 13 : 1461337755
Total Pages : 396 pages
Book Rating : 4.4/5 (613 download)

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Book Synopsis Stream Ecology by : James R. Barnes

Download or read book Stream Ecology written by James R. Barnes and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 396 pages. Available in PDF, EPUB and Kindle. Book excerpt: Most of the papers included here were part of the Plenary Sym posium on The Testing of General Ecological Theory in Lotic Ecosys tems held in conjunction with the 29th Annual Meeting of the North American Benthological Society in Provo, Utah, April 28, 1981. Sev eral additional papers were solicited, from recognized leaders in certain areas of specialization, in order to round out the coverage. All of the articles have been critiqued by at least two or three re viewers and an effort was made to rely on authorities in stream and theoretical ecology. In all cases this has helped to insure accur acyand to improve the overall quality of the papers. However, as one of our purposes has been to encourage thought-provoking and even controversial coverage of the topics, material has been retained even though it may upset certain critical readers. It is our hope that these presentations will stimulate further research, encourage the fuller development of a theoretical perspective among lotic ecologists, and lead to the testing of general ecological theories in the stream environment.

Crossing the Stream

Author : Elizabeth-Irene Baitie
Publisher : WW Norton
ISBN 13 : 1324017104
Total Pages : 224 pages
Book Rating : 4.3/5 (24 download)

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Book Synopsis Crossing the Stream by : Elizabeth-Irene Baitie

Download or read book Crossing the Stream written by Elizabeth-Irene Baitie and published by WW Norton. This book was released on 2021-06-08 with total page 224 pages. Available in PDF, EPUB and Kindle. Book excerpt: "A powerful coming-of-age story of self-discovery and overcoming fear.”—Kirkus Reviews, starred review Ato hasn’t visited his grandmother’s house since he was seven. He’s heard the rumors that she’s a witch, and his mother has told him he must never sit on the old couch on her porch. Now here he is, on that exact couch, with a strange-looking drink his grandmother has given him, wondering if the rumors are true. What’s more, there’s a freshly dug hole in her yard that Ato suspects may be a grave meant for him. Meanwhile at school, Ato and his friends have entered a competition to win entry to Nnoma, the island bird sanctuary that Ato’s father helped created. But something is poisoning the community garden where their project is housed, and Ato sets out to track down the culprit. In doing so, he brings his estranged mother and grandmother back together, and begins healing the wounds left on the family by his father’s death years before. And that hole in the yard? It is a grave, but not for the purpose Ato feared, and its use brings a tender, celebratory ending to this deeply felt and universal story of healing and love from one of Ghana’s most admired children’s book authors.

Tropical Stream Ecology

Author : David Dudgeon
Publisher : Elsevier
ISBN 13 : 9780080557175
Total Pages : 370 pages
Book Rating : 4.5/5 (571 download)

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Book Synopsis Tropical Stream Ecology by : David Dudgeon

Download or read book Tropical Stream Ecology written by David Dudgeon and published by Elsevier. This book was released on 2011-05-04 with total page 370 pages. Available in PDF, EPUB and Kindle. Book excerpt: Tropical Stream Ecology describes the main features of tropical streams and their ecology. It covers the major physico-chemical features, important processes such as primary production and organic-matter transformation, as well as the main groups of consumers: invertebrates, fishes and other vertebrates. Information on concepts and paradigms developed in north-temperate latitudes and how they do not match the reality of ecosystems further south is expertly addressed. The pressing matter of conservation of tropical streams and their biodiversity is included in almost every chapter, with a final chapter providing a synthesis on conservation issues. For the first time, Tropical Stream Ecology places an important emphasis on viewing research carried out in contributions from international literature. First synthetic account of the ecology of all types of tropical streams Covers all of the major tropical regions Detailed consideration of possible fundamental differences between tropical and temperate stream ecosystems Threats faced by tropical stream ecosystems and possible conservation actions Descriptions and synstheses life-histories and breeding patterns of major aquatic consumers (fishes, invertebrates)

Twelve Classic Trout Streams in Michigan

Author : Gerth E. Hendrickson
Publisher : University of Michigan Regional
ISBN 13 : 9780472033683
Total Pages : 0 pages
Book Rating : 4.0/5 (336 download)

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Book Synopsis Twelve Classic Trout Streams in Michigan by : Gerth E. Hendrickson

Download or read book Twelve Classic Trout Streams in Michigan written by Gerth E. Hendrickson and published by University of Michigan Regional. This book was released on 2009 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: "Since it first appeared in 1985, Hendrickson's book has introduced legions of fly fishers to the state's most-treasured rivers. In this newest edition, author Jim DuFresne has made a good book better . . . DuFresne, author of more than twenty books, is a careful, consummate researcher and passionate fly angler. Modern trout anglers are lucky to have a wealth of Michigan rivers and streams to discover and to carry on the special sport first enjoyed by fly fishers more than 150 years ago. And they are lucky to have this book to help guide them to the best of all places to do it." ---Tom Huggler, award-winning author of more than a dozen outdoors books This completely revised and updated edition of the indispensable original offers more information on why Michigan is such a great place for all fly fishers. Twelve Classic Trout Streams also features new material---for example, information on hatches, including a hatch schedule chart; a list of ten flies that every Michigan angler should have; and equipment (line weight, rod length, etc.) for Michigan streams. At the heart of the book is the increased number of public access sites complete with GPS coordinates---a first among guides to Michigan streams. There are also all new photographs and improved maps that include stream bottom identification. Twelve Classic Trout Streams answers basic questions for any trip to a trout stream to be successful. Where are the best access sites? How wide and deep is the river there? Will you stand on firm sand or gravel, slip on hard clay or muddy stones, or sink into soft sand or mud? Is the current slow enough that you can wade easily upstream or so fast that you will be swept off your feet? All of these things are described or shown on the maps. Gerth E. Hendrickson was a member of Trout Unlimited and the Federation of Fly Fishers. He wrote prolifically on trout streams. Jim DuFresne is an outdoor writer based in Clarkston, Michigan, and author of more than a dozen wilderness/travel guidebooks. DuFresne gave up the spinning rod for the fly rod in the mid-1980s and has never turned back. Cover photograph by Jacom Stephens © iStockphoto.com

Grokking Streaming Systems

Author : Josh Fischer
Publisher : Simon and Schuster
ISBN 13 : 1638356491
Total Pages : 310 pages
Book Rating : 4.6/5 (383 download)

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Book Synopsis Grokking Streaming Systems by : Josh Fischer

Download or read book Grokking Streaming Systems written by Josh Fischer and published by Simon and Schuster. This book was released on 2022-04-19 with total page 310 pages. Available in PDF, EPUB and Kindle. Book excerpt: A friendly, framework-agnostic tutorial that will help you grok how streaming systems work—and how to build your own! In Grokking Streaming Systems you will learn how to: Implement and troubleshoot streaming systems Design streaming systems for complex functionalities Assess parallelization requirements Spot networking bottlenecks and resolve back pressure Group data for high-performance systems Handle delayed events in real-time systems Grokking Streaming Systems is a simple guide to the complex concepts behind streaming systems. This friendly and framework-agnostic tutorial teaches you how to handle real-time events, and even design and build your own streaming job that’s a perfect fit for your needs. Each new idea is carefully explained with diagrams, clear examples, and fun dialogue between perplexed personalities! About the technology Streaming systems minimize the time between receiving and processing event data, so they can deliver responses in real time. For applications in finance, security, and IoT where milliseconds matter, streaming systems are a requirement. And streaming is hot! Skills on platforms like Spark, Heron, and Kafka are in high demand. About the book Grokking Streaming Systems introduces real-time event streaming applications in clear, reader-friendly language. This engaging book illuminates core concepts like data parallelization, event windows, and backpressure without getting bogged down in framework-specific details. As you go, you’ll build your own simple streaming tool from the ground up to make sure all the ideas and techniques stick. The helpful and entertaining illustrations make streaming systems come alive as you tackle relevant examples like real-time credit card fraud detection and monitoring IoT services. What's inside Implement and troubleshoot streaming systems Design streaming systems for complex functionalities Spot networking bottlenecks and resolve backpressure Group data for high-performance systems About the reader No prior experience with streaming systems is assumed. Examples in Java. About the author Josh Fischer and Ning Wang are Apache Committers, and part of the committee for the Apache Heron distributed stream processing engine. Table of Contents PART 1 GETTING STARTED WITH STREAMING 1 Welcome to Grokking Streaming Systems 2 Hello, streaming systems! 3 Parallelization and data grouping 4 Stream graph 5 Delivery semantics 6 Streaming systems review and a glimpse ahead PART 2 STEPPING UP 7 Windowed computations 8 Join operations 9 Backpressure 10 Stateful computation 11 Wrap-up: Advanced concepts in streaming systems