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    The Data Warehouse Toolkit
    The Data Warehouse Toolkit The Defi nitive Guide to Dimensional Modeling Third Edition Ralph Kimball Margy Ross
    The Data Warehouse Toolkit: The Defi nitive Guide to Dimensional Modeling, Third Edition Published by John Wiley & Sons, Inc. 10475 Crosspoint Boulevard Indianapolis, IN 46256 www.wiley.com Copyright © 2013 by Ralph Kimball and Margy Ross Published by John Wiley & Sons, Inc., Indianapolis, Indiana Published simultaneously in Canada ISBN: 978-1-118-53080-1 ISBN: 978-1-118-53077-1 (ebk) ISBN: 978-1-118-73228-1 (ebk) ISBN: 978-1-118-73219-9 (ebk) Manufactured in the United States of America 10 9 8 7 6 5 4 3 2 1 No part of this publication may be reproduced, stored in a retrieval system or transmitted in any form or by any means, electronic, mechanical, photocopying, recording, scanning or otherwise, except as permit- ted under Sections 107 or 108 of the 1976 United States Copyright Act, without either the prior written permission of the Publisher, or authorization through payment of the appropriate per-copy fee to the Copyright Clearance Center, 222 Rosewood Drive, Danvers, MA 01923, (978) 750-8400, fax (978) 646- 8600. Requests to the Publisher for permission should be addressed to the Permissions Department, John Wiley & Sons, Inc., 111 River Street, Hoboken, NJ 07030, (201) 748-6011, fax (201) 748-6008, or online at http://www.wiley.com/go/permissions. Limit of Liability/Disclaimer of Warranty: The publisher and the author make no representations or war- ranties with respect to the accuracy or completeness of the contents of this work and specifi cally disclaim all warranties, including without limitation warranties of fi tness for a particular purpose. No warranty may be created or extended by sales or promotional materials. The advice and strategies contained herein may not be suitable for every situation. This work is sold with the understanding that the publisher is not engaged in rendering legal, accounting, or other professional services. If professional assistance is required, the services of a competent professional person should be sought. Neither the publisher nor the author shall be liable for damages arising herefrom. The fact that an organization or Web site is referred to in this work as a citation and/or a potential source of further information does not mean that the author or the publisher endorses the information the organization or website may provide or recommendations it may make. Further, readers should be aware that Internet websites listed in this work may have changed or disappeared between when this work was written and when it is read. For general information on our other products and services please contact our Customer Care Department within the United States at (877) 762-2974, outside the United States at (317) 572-3993 or fax (317) 572-4002. Wiley publishes in a variety of print and electronic formats and by print-on-demand. Some material included with standard print versions of this book may not be included in e-books or in print-on- demand. If this book refers to media such as a CD or DVD that is not included in the version you purchased, you may download this material at http://booksupport.wiley.com. For more informa- tion about Wiley products, visit www.wiley.com. Library of Congress Control Number: 2013936841 Trademarks: Wiley and the Wiley logo are trademarks or registered trademarks of John Wiley & Sons, Inc. and/or its affi liates, in the United States and other countries, and may not be used without written per- mission. All other trademarks are the property of their respective owners. John Wiley & Sons, Inc. is not associated with any product or vendor mentioned in this book.
    About the Authors Ralph Kimball founded the Kimball Group. Since the mid-1980s, he has been the data warehouse and business intelligence industry’s thought leader on the dimen- sional approach. He has educated tens of thousands of IT professionals. The Toolkit books written by Ralph and his colleagues have been the industry’s best sellers since 1996. Prior to working at Metaphor and founding Red Brick Systems, Ralph coinvented the Star workstation, the fi rst commercial product with windows, icons, and a mouse, at Xerox’s Palo Alto Research Center (PARC). Ralph has a PhD in electrical engineering from Stanford University. Margy Ross is president of the Kimball Group. She has focused exclusively on data warehousing and business intelligence since 1982 with an emphasis on business requirements and dimensional modeling. Like Ralph, Margy has taught the dimen- sional best practices to thousands of students; she also coauthored fi ve Toolkit books with Ralph. Margy previously worked at Metaphor and cofounded DecisionWorks Consulting. She graduated with a BS in industrial engineering from Northwestern University.
    Credits Executive Editor Robert Elliott Project Editor Maureen Spears Senior Production Editor Kathleen Wisor Copy Editor Apostrophe Editing Services Editorial Manager Mary Beth Wakefi eld Freelancer Editorial Manager Rosemarie Graham Associate Director of Marketing David Mayhew Marketing Manager Ashley Zurcher Business Manager Amy Knies Production Manager Tim Tate Vice President and Executive Group Publisher Richard Swadley Vice President and Executive Publisher Neil Edde Associate Publisher Jim Minatel Project Coordinator, Cover Katie Crocker Proofreader Word One, New York Indexer Johnna VanHoose Dinse Cover Image iStockphoto.com / teekid Cover Designer Ryan Sneed
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