Streaming Systems

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

by Tyler Akidau, Slava Chernyak,

Subject categories
ISBNs
  • 9781491983874
  • 9781491983843
  • 9781491983829

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
  • O'Reilly Media; July 2018
  • ISBN 9781491983843
  • Read online, or download in DRM-free EPUB or DRM-free PDF format
  • Title: Streaming Systems
  • Author: Tyler Akidau; Slava Chernyak; Reuven Lax
  • Imprint: O'Reilly Media
Subject categories
ISBNs
  • 9781491983874
  • 9781491983843
  • 9781491983829