the data lake dream presentation
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Data Lakes - DatasaxTRANSCRIPT
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THE DATA LAKE DREAMEdd Dumbill @[email protected] svds.com/StrataNY2014
1# 2014 SILICON VALLEY DATA SCIENCE LLC. ALL RIGHTS RESERVED.
A scalable, accessible repository of data
(in its natural or processed state)
WHAT IS A DATA LAKE?# 2014 SILICON VALLEY DATA SCIENCE LLC. ALL RIGHTS RESERVED.3
CLEANVALIDATECONTROLPROTECTCONVENTIONAL DATA STRATEGYWHAT YOU DO TO DATA # 2014 SILICON VALLEY DATA SCIENCE LLC. ALL RIGHTS RESERVED.MODERN DATA STRATEGYWHAT YOU DO WITH DATA
TARGET VIP CUSTOMERS
ATTRACT NEW CUSTOMERS
AUTOMATE# 2014 SILICON VALLEY DATA SCIENCE LLC. ALL RIGHTS RESERVED.
# 2014 SILICON VALLEY DATA SCIENCE LLC. ALL RIGHTS RESERVED.TOWARDS THE DATA LAKE Step 1
# 2014 SILICON VALLEY DATA SCIENCE LLC. ALL RIGHTS RESERVED.7TOWARDS THE DATA LAKE Step 2
# 2014 SILICON VALLEY DATA SCIENCE LLC. ALL RIGHTS RESERVED.8TOWARDS THE DATA LAKE Step 3
# 2014 SILICON VALLEY DATA SCIENCE LLC. ALL RIGHTS RESERVED.9TOWARDS THE DATA LAKE Step 4
# 2014 SILICON VALLEY DATA SCIENCE LLC. ALL RIGHTS RESERVED.10UP vs. OUT Enterprise EditionDifferent use cases put different demands on the data infrastructure.Increasing cost per unit of capability from scale-up architectures causes rationing of resources. Only the most valuable use cases are pursued.
US DollarsData Resource UsageScale-up costScale-out costUC1UC2UC3UC4UC5# 2014 SILICON VALLEY DATA SCIENCE LLC. ALL RIGHTS RESERVED.11THE DATA VALUE CHAINDRAW VALUE FROM YOUR STRATEGIC DATA ASSETS
Discover Ingest Process Persist Integrate Analyze Expose
# 2014 SILICON VALLEY DATA SCIENCE LLC. ALL RIGHTS RESERVED.12Make it cheapFailure as a featureAsk good questionsMake it quickBoth learning and adaptationEnable the feedback loopDont break thingsMake operations a platform for innovationAPIs, platforms, simulation
BUILD FOR EXPERIMENTS## 2014 SILICON VALLEY DATA SCIENCE LLC. ALL RIGHTS RESERVED.
THE EXPERIMENTAL ENTERPRISEWe need to both support investigative work and build a solid layer for production.Data science allows us to observe our experiments and respond to the changing environment.The foundation of the experimental enterprise focuses on making infrastructure readily accessible.# 2014 SILICON VALLEY DATA SCIENCE LLC. ALL RIGHTS RESERVED.14Edd [email protected]@edd@SVDataScienceYes, were [email protected]
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