from Part VI - Closing notes
Published online by Cambridge University Press: 05 March 2014
Stream processing has emerged from the confluence of advances in data management, parallel and distributed computing, signal processing, statistics, data mining, and optimization theory.
Stream processing is an intuitive computing paradigm where data is consumed as it is generated, computation is performed at wire speed, and results are immediately produced, all within a continuous cycle. The rise of this computing paradigm was the result of the need to support a new class of applications. These analytic-centric applications are focused on extracting intelligence from large quantities of continuously generated data, to provide faster, online, and real-time results. These applications span multiple domains, including environment and infrastructure monitoring, manufacturing, finance, healthcare, telecommunications, physical and cyber security, and, finally, large-scale scientific and experimental research.
In this book, we have discussed the emergence of stream processing and the three pillars that sustain it: the programming paradigm, the software infrastructure, and the analytics, which together enable the development of large-scale high-performance SPAs.
In this chapter, we start with a quick recap of the book (Section 13.1), then look at the existing challenges and open problems in stream processing (Section 13.2), and end with a discussion on how this technology may evolve in the coming years (Section 13.3).
Book summary
In the two introductory chapters (Chapters 1 and 2) of the book, we traced the origins of stream processing as well as provided an overview of its technical fundamentals, and a description of the technological landscape in the area of continuous data processing.
To save this book to your Kindle, first ensure no-reply@cambridge.org is added to your Approved Personal Document E-mail List under your Personal Document Settings on the Manage Your Content and Devices page of your Amazon account. Then enter the ‘name’ part of your Kindle email address below. Find out more about saving to your Kindle.
Note you can select to save to either the @free.kindle.com or @kindle.com variations. ‘@free.kindle.com’ emails are free but can only be saved to your device when it is connected to wi-fi. ‘@kindle.com’ emails can be delivered even when you are not connected to wi-fi, but note that service fees apply.
Find out more about the Kindle Personal Document Service.
To save content items to your account, please confirm that you agree to abide by our usage policies. If this is the first time you use this feature, you will be asked to authorise Cambridge Core to connect with your account. Find out more about saving content to Dropbox.
To save content items to your account, please confirm that you agree to abide by our usage policies. If this is the first time you use this feature, you will be asked to authorise Cambridge Core to connect with your account. Find out more about saving content to Google Drive.