turning the corner: what it takes to build a modern data warehouse

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Page 1: Turning the Corner: What It Takes to Build a Modern Data Warehouse

Grab some

coffee and enjoy the pre-show

banter before the top of the

hour!

Page 2: Turning the Corner: What It Takes to Build a Modern Data Warehouse

Building the Modern Data WarehouseRoundtable Webcast | Oct. 15, 2015

SPONSORED BY

Page 3: Turning the Corner: What It Takes to Build a Modern Data Warehouse

Welcome

Host:Eric KavanaghCEO, The Bloor Group@[email protected]

Page 4: Turning the Corner: What It Takes to Build a Modern Data Warehouse

Guests

TJ LaherProduct Marketing, Cloudera

Dwaine SnowStrategy Lead, IBM Analytics Platforms

Heine Krog IversenGroup CEO, TimeXtender

Page 5: Turning the Corner: What It Takes to Build a Modern Data Warehouse

Findings WebcastDec. 2

The Modern Data Warehouse

Roundtable WebcastToday, Oct. 15

Survey Under Way!Ends Friday, Oct. 14 @ 5pm ET

#MDW

Page 6: Turning the Corner: What It Takes to Build a Modern Data Warehouse

Data Warehousing: Past, Present, Future

Dennis JarvisTibet-5809 - Yak at Yundrok Yumtso Lake

kevin ryderold tractor

Original data warehouses were slow but powerfulSecond generation offered new functionalityThird generation? Agile, Automated, Adaptive

Page 7: Turning the Corner: What It Takes to Build a Modern Data Warehouse

Agile, Automated, Adaptive: How So?

!Agile: How quickly does the warehouse deliver value to key stakeholders? Can new users be onboarded efficiently?

!Automated: Does your team need to do much manual, tedious maintance? What about documentation?

!Adaptive: How easily can the warehouse be modified to add new data sets?

Page 8: Turning the Corner: What It Takes to Build a Modern Data Warehouse

Data Warehousing vs Big Data Analytics

!Data Warehousing uses structured (relational) data to enable accurate reporting, and facilitate ad hoc queries.

!Big Data Analytics focuses on “unstructured” (non-relational) data to enable business analytics.

!These are two very different paradigms, though there is some overlap.

Page 9: Turning the Corner: What It Takes to Build a Modern Data Warehouse

Whither, the Warehouse?

!For the time being, the Data Warehouse will surely remain the “golden source” of curated, governed, trusted data for key executive decision-makers.

!Forward-thinking organizations will find ways to combine warehouse data with insights derived from Big Data, via use of dashboards and data visualizations.

Page 10: Turning the Corner: What It Takes to Build a Modern Data Warehouse

Big Value, Big Hurdles for Big Data

!Big Data offers a second chance for the data management industry

!Because machines don’t lie, Big Data can provide built-in accuracy (except social)

!The toolsets for harnessing Big Data remain relatively nascent

!Though tremendously powerful, the open-source movement is volatile

Page 11: Turning the Corner: What It Takes to Build a Modern Data Warehouse

©"2015"IBM"Corporation

The"Future"of"Data"Warehousing"is"“Logical”

Dwaine'SnowStrategy"Lead,"IBM"Analytics"PlatformsSeptember"25th,"2015

Page 12: Turning the Corner: What It Takes to Build a Modern Data Warehouse

©"2015"IBM"Corporation12 IBM"Confidential

Agenda• The Changing Nature of Data• The Hybrid, Logical Data Warehouse• Fluid Query – Powering Hybrid, Logical

Data Warehousing

Page 13: Turning the Corner: What It Takes to Build a Modern Data Warehouse

©"2015"IBM"Corporation13 IBM"Confidential

Page 14: Turning the Corner: What It Takes to Build a Modern Data Warehouse

©"2015"IBM"Corporation14 IBM"Confidential

The Big Data counter ( ) will aggregate all the data generated from the moment you load the page …

This is Causing an Explosion in Data Types and Volumes

Page 15: Turning the Corner: What It Takes to Build a Modern Data Warehouse

©"2015"IBM"Corporation15 IBM"Confidential

Not'just'Social'Media,'all'of'these'“new”data'sources'–

JSONWeb'Logs

Free'form'TextXML

CDR,'TDRPicturesAudioVideo

True Insight Today Requires All of Your Data Being Combined

Page 16: Turning the Corner: What It Takes to Build a Modern Data Warehouse

©"2015"IBM"Corporation16 IBM"Confidential

Data"Sources

Transactional

Social

Application

User"Generated

Journal

Video"and"Audio

Machine"/"Sensor

Documents

Third"Party

The Market Has Evolved into the Logical Data WarehouseOptimizing access and reducing costs

Internal"Insight

Reporting

Enterprise"Content

Discovery"Exploration

Decision"Management

PredictiveAnalytics

Visualization

ExternalWFacing"ApplicationsWeb"or"Mobile"Systems"of"Engagement

Information"Governance

RealWtime"Analytics

NoSQL"Doc"Store Data"Warehouse Deep"Analytics,"Modeling

Transactional"Systems

Landing,"Exploration,"Archive

Reporting,"Analytics

Logical'Data'Warehouse

Page 17: Turning the Corner: What It Takes to Build a Modern Data Warehouse

©"2015"IBM"Corporation17 IBM"Confidential

On'Premise CloudFluid'Query

IBM"Fluid"Query"– Powering"Big"Data"Analytics

" Intelligently"route"queries"to"the"correct"data"store

" Simplify"and"unify"information"access"for"end"users"and"applications

" Access"all"data"within"the"logical"data"warehouse"for"analytics"and"business"insight

Move'the'query'to'the'data,'not'the'data'to'the'query

Question

Answer

Hadoop

Data'Warehouse

Data'Mart

Operational

Other

In#the#world#of#big#data,#can#you#really#afford#to#move#all#your#data#to#the#analytics?

Page 18: Turning the Corner: What It Takes to Build a Modern Data Warehouse
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Page 23: Turning the Corner: What It Takes to Build a Modern Data Warehouse
Page 24: Turning the Corner: What It Takes to Build a Modern Data Warehouse

1"©"Cloudera,"Inc."All"rights"reserved."

Enterprise"Data"Warehouse"

Op=miza=on"

TJ"Laher"|"Product"Marke=ng,"Business"Solu=ons"

Page 25: Turning the Corner: What It Takes to Build a Modern Data Warehouse

2"©"Cloudera,"Inc."All"rights"reserved."

Trends"in"the"Market"

16#billion"connected"devices"genera=ng"more"data"

"

“It"will"soon"be"technically#feasible#&#affordable#to"record"&"store"everything…”"

ELT"drives"up"to"80%"of"database"capacity"

"

Internet"of"Things" Data"Storage"Costs" Resource"Intensive"ELT"

Trends"Driving"Change"

Source:(Forbes( Source:(New(York(Times( Source:(Syncsort((

Page 26: Turning the Corner: What It Takes to Build a Modern Data Warehouse

3"©"Cloudera,"Inc."All"rights"reserved."

Challenges"with"a"Tradi=onal"Architecture"

1)  Limited#Data#Ingest#

Enterprise"Data"Warehouse"

Applica@ons#Data#Sources#

Structured"

Unstructured"

Ingest"

Staging#Environment##

Tradi@onal#Architecture##Enterprise#Data#Warehouse#

Serve"ELT"

Archive"

BI"System"

Modeling"

Repor=ng"

ETL"

Storage"#1"

Storage"#2"

Storage"N"

Ingest"

Process" L

oad"

1"

Page 27: Turning the Corner: What It Takes to Build a Modern Data Warehouse

4"©"Cloudera,"Inc."All"rights"reserved."

Challenges"with"a"Tradi=onal"Architecture"

1)  Limited#Data#Ingest#

2)#Inefficient#Data#Processing##

Enterprise"Data"Warehouse"

Applica@ons#Data#Sources#

Structured"

Unstructured"

Ingest"

Staging#Environment##

Tradi@onal#Architecture##Enterprise#Data#Warehouse#

Serve"ELT"

Archive"

BI"System"

Modeling"

Repor=ng"

ETL"

Storage"#1"

Storage"#2"

Storage"N"

Ingest"

Process" L

oad"

1"

2"

2"

Page 28: Turning the Corner: What It Takes to Build a Modern Data Warehouse

5"©"Cloudera,"Inc."All"rights"reserved."

Challenges"with"a"Tradi=onal"Architecture"

1)  Limited#Data#Ingest#

2)#Inefficient#Data#Processing##

3)#Data#Archived##

Enterprise"Data"Warehouse"

Applica@ons#Data#Sources#

Structured"

Unstructured"

Ingest"

Staging#Environment##

Tradi@onal#Architecture##Enterprise#Data#Warehouse#

Serve"ELT"

Archive"

BI"System"

Modeling"

Repor=ng"

ETL"

Storage"#1"

Storage"#2"

Storage"N"

Ingest"

Process" L

oad"

1"

2"

2"

3"

Page 29: Turning the Corner: What It Takes to Build a Modern Data Warehouse

6"©"Cloudera,"Inc."All"rights"reserved."

A"New"Way"Forward"

1)#Ingest#More#Data#

Applica@ons#Data#Sources#

Structured"

Unstructured"

Staging#Environment##

Modern#Architecture##

Enterprise#Data#Warehouse#

EDH"Ingest"

Ac=ve"

Structured"Data"

Serve"

Serve"

ELT"

Archive"

Load"

1"

ETL"

BI"System"

Modeling"

Repor=ng"

Page 30: Turning the Corner: What It Takes to Build a Modern Data Warehouse

7"©"Cloudera,"Inc."All"rights"reserved."

A"New"Way"Forward"

1)#Ingest#More#Data#

2)#Op@mize#Data#Processing#

Applica@ons#Data#Sources#

Structured"

Unstructured"

Staging#Environment##

Modern#Architecture##

Enterprise#Data#Warehouse#

EDH"Ingest"

Ac=ve"

Structured"Data"

Serve"

Serve"

ELT"

Archive"

Load"

2"

1"

ETL"

BI"System"

Modeling"

Repor=ng"

Page 31: Turning the Corner: What It Takes to Build a Modern Data Warehouse

8"©"Cloudera,"Inc."All"rights"reserved."

A"New"Way"Forward"

1)#Ingest#More#Data#

2)#Op@mize#Data#Processing#

3)#Automated#Secure#Archive#

Applica@ons#Data#Sources#

Structured"

Unstructured"

Staging#Environment##

Modern#Architecture##

Enterprise#Data#Warehouse#

EDH"Ingest"

Ac=ve"

Structured"Data"

Serve"

Serve"

ELT"

Archive"

Load"

2"

3"1"

ETL"

BI"System"

Modeling"

Repor=ng"

Page 32: Turning the Corner: What It Takes to Build a Modern Data Warehouse

9"©"Cloudera,"Inc."All"rights"reserved."

Thank"you."

Page 33: Turning the Corner: What It Takes to Build a Modern Data Warehouse

Questions?

Page 34: Turning the Corner: What It Takes to Build a Modern Data Warehouse

THANK YOU!

FIND OUT MORE athttp://insideanalysis.com/research/modern-data-warehouse