Streaming Systems

- The What, Where, When, and How of Large-Scale Data Processing

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Streaming Systems
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Format:
Bog, paperback
Udgivelsesdato:
31-08-2018
Sprog:
Engelsk
Sidetal:
100
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Streaming data is a big deal in big data these days. As more and more businesses seek to tame the massive unbounded data sets that pervade our world, streaming systems have finally reached a level of maturity sufficient for mainstream adoption. With this practical guide, data engineers, data scientists, and developers will learn how to work with streaming data in a conceptual and platform-agnostic way. Expanded from Tyler Akidau's popular blog posts "Streaming 101" and "Streaming 102", this book takes you from an introductory level to a nuanced understanding of the what, where, when, and how of processing real-time data streams. You'll also dive deep into watermarks and exactly-once processing with co-authors Slava Chernyak and Reuven Lax. You'll explore: How streaming and batch data processing patterns compare The core principles and concepts behind robust out-of-order data processing How watermarks track progress and completeness in infinite datasets How exactly-once data processing techniques ensure correctness How the concepts of streams and tables form the foundations of both batch and streaming data processing The practical motivations behind a powerful persistent state mechanism, driven by a real-world example How time-varying relations provide a link between stream processing and the world of SQL and relational algebra

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Udgivelsesdato:
31-08-2018
ISBN13:
9781491983874
Vægt:
614 g
Dybde:
19 mm
Bredde:
178 mm
Højde:
232 mm
Format:
Paperback
Forfattere
Bibliotekernes beskrivelse With this practical guide, data engineers, data scientists, and developers will learn how to work with streaming data in a conceptual and platform-agnostic way.

Vis mereVis mindre

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