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big Data NATHAN MARZ with JAMES WARREN
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Manning Publications Co. Development editors: Renae Gregoire, Jennifer Stout 20 Baldwin Road Technical development editor: Jerry Gaines PO Box 761 Copyeditor: Andy Carroll Shelter Island, NY 11964 Proofreader: Katie Tennant Technical proofreader: Jerry Kuch Typesetter: Gordan Salinovic Cover designer: Marija Tudor
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MANNING
Nathan Marz
WITH James Warren
Principles and best practices of
scalable real-time data systems

Big Data
PRINCIPLES AND BEST PRACTICES OF
SCALABLE REAL-TIME DATA SYSTEMS
NATHAN MARZ
with JAMES WARREN
MANNING
Shelter Island
Licensed to Mark Watson <nordickan@gmail.com>

For online information and ordering of this and other Manning books, please visit
www.manning.com. The publisher offers discounts on this book when ordered in quantity.
For more information, please contact
Special Sales Department
Manning Publications Co.
20 Baldwin Road
PO Box 761
Shelter Island, NY 11964
Email: orders@manning.com
©2015 by Manning Publications Co. All rights reserved.
No part of this publication may be reproduced, stored in a retrieval system, or transmitted, in
any form or by means electronic, mechanical, photocopying, or otherwise, without prior written
permission of the publisher.
Many of the designations used by manufacturers and sellers to distinguish their products are
claimed as trademarks. Where those designations appear in the book, and Manning
Publications was aware of a trademark claim, the designations have been printed in initial caps
or all caps.
Recognizing the importance of preserving what has been written, it is Manning’s policy to have
the books we publish printed on acid-free paper, and we exert our best efforts to that end.
Recognizing also our responsibility to conserve the resources of our planet, Manning books are
printed on paper that is at least 15 percent recycled and processed without the use of elemental
chlorine.
Manning Publications Co. Development editors: Renae Gregoire, Jennifer Stout
20 Baldwin Road Technical development editor: Jerry Gaines
PO Box 761 Copyeditor: Andy Carroll
Shelter Island, NY 11964 Proofreader: Katie Tennant
Technical proofreader: Jerry Kuch
Typesetter: Gordan Salinovic
Cover designer: Marija Tudor
ISBN 9781617290343
Printed in the United States of America
1 2 3 4 5 6 7 8 9 10 – EBM – 20 19 18 17 16 15
Licensed to Mark Watson <nordickan@gmail.com>

iii
brief contents
1 ■ A new paradigm for Big Data 1
PART 1BATCH LAYER.................................................................25
2 ■ Data model for Big Data 27
3
■ Data model for Big Data: Illustration 47
4
■ Data storage on the batch layer 54
5
■ Data storage on the batch layer: Illustration 65
6
■ Batch layer 83
7
■ Batch layer: Illustration 111
8
■ An example batch layer: Architecture and
algorithms 139
9
■ An example batch layer: Implementation 156
PART 2SERVING LAYER ............................................................177
10 ■ Serving layer 179
11
■ Serving layer: Illustration 196
Licensed to Mark Watson <nordickan@gmail.com>

BRIEF CONTENTS
iv
PART 3SPEED LAYER ................................................................205
12 ■ Realtime views 207
13
■ Realtime views: Illustration 220
14
■ Queuing and stream processing 225
15
■ Queuing and stream processing: Illustration 242
16
■ Micro-batch stream processing 254
17
■ Micro-batch stream processing: Illustration 269
18
■ Lambda Architecture in depth 284
Licensed to Mark Watson <nordickan@gmail.com>
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