Cisco Analytics: Accelerate Network Optimization with Virtualization
Accelerate Big Data Analytics
Transcript of Accelerate Big Data Analytics
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© 2012 IBM Corporation2
™
Integration by
DesignDeeply in tegrat ing and
tuning h ardware and
sof tware – in a ready-to-go workload optimizedsystem
Built-in Expertise
Captur ing andautomat ing what
experts do – fromthe infrastructure
patterns to theapplication patterns
Simplified Experience
Making every part of th e IT l i fecycle easier - withintegrated management of the entire system and a
broad open ecosystem of optimized solutions
April 2012 - IBM announced a new family of expert integrated systems:
Systems with integrated expertise and built for cloud
TM
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© 2012 IBM Corporation3
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New announcements for the PureSystems family that change theeconomics and experience of IT and accelerate time to value
Infrastructure
Delivering Infrastructure Services
Application Platform
Delivering Platform Services
Data Platform
Delivering Data Services
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© 2012 IBM Corporation4
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For apps like E-commerce…
Database cluster serv ices opt imized for
t ransact ional throug hput and s calabi l i ty
For apps like Customer Analysis…
Data warehouse serv ices opt imized for
high -speed, peta-scale analyt ics and sim pl ici ty
For apps like Real-time Fraud Detection…
Operational data wareho use services optim ized to
balance high performan ce analyt ics and real-t ime
operat ional throughpu t
Powered by Netezza
technology
Meeting B ig Data Challenges –
Fast and Easy!IBM PureData System
System for Transactions
System for Analytics
System for Operational Analytics
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© 2012 IBM Corporation5
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Optimized fordata services:
Transactional
Analytics
Expert integrated:
Data platform
Infrastructure
Unified platformmanagement
Built-in expertise
IBM PureData System: Optimized exclusively for data services
Workload optim ized
performance
Integrated management
Integrated maintenance
Single point of supp or t
Data Platform
Delivering Data Services
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© 2012 IBM Corporation6
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The NEW PureData System for Analytics provides:
The FASTEST time to value on the market today
Optimized analytics performance
for Big Data
Simple administration for fast and agile deployment
Large library of analytic functions to accelerate analytic performance
NEW
System for Analytics
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© 2012 IBM Corporation7
™
System for Analytics
Delivering data services
for analytics
IBM PureData System for AnalyticsOptimized exclusively for analytic data workloads
Speed 10-100x faster than traditional custom systems1
Patented, hardware accelerated MPP(Massively Parallel Processing)
Simplicity
Data load ready in hours No database indexes No tuning No storage administration
Scalability Peta-scale data capacity2
Smart Designed to runs complex analytics in minutes,
not hours
Richest set of in-database analytics
1 Based on IBM customers' reported results. "Traditional custom systems" refers to systems that are not professionally pre-built,pre-tested and optimized. Individual results may vary.
2 Peta Scale capacity offered in the N1001 model
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© 2012 IBM Corporation8
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Benefits of the IBM PureData System for AnalyticsThe fastest performance of Netezza technology to date!
1 Based on a comparison of the IBM PureData System for Analytics N2001 to the IBM PureData System for Analytics N1001. The performance speed refers to the query times onboth macro-analytic and mixed workload tests as conducted in IBM engineering lab benchmarks. The N2001 query times were an average of 3x faster than those of the N1001.Individual results may vary.
2 128 GB/sec scan rate assuming an average of 4x compression across the system. Individual results may vary.3 Capacity of IBM PureData System for Analytics N2001 compared to previous generation IBM PureData System for Analytics N1001.
Accelerate Performanceof An alyt ic Qu er ies
Inc rease Efficiency
of y ou r Data Center
Simpl ic i ty and
Ease of Admin istrat ion
3X faster performance1 for Big Data analytics
128 GB/sec effective scan rate per rack2
to tackle Big Data faster
Improved system management and resilienceto spend less time managing and more time
delivering value
50% greater data capacity per rack3helps optimize data center efficiency
More capacity and less power per rackthan both Oracle and Teradata
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© 2012 IBM Corporation10
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High scan rates drive analytic results- faster!
NYSE has replaced an Oraclerelational database with a
data warehousing appliancefrom Netezza allowing it toconduct rapid searches of 650terabytes of data.
- ComputerWeekly.com
Acc elerate Performanc e
of A nalyt ic Quer ies
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© 2012 IBM Corporation11
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Spend less on PureDatathan Oracle Exadata for faster performance!
Comparingdollars per GB per second…
Oracle will cost you morethan 500% more to scan the
same gigabyte of data!1
1 IBM PureData System for Analytics N2001 = $2,637,300 list price/128 GB per sec. = $20,603.91/GB/sec. 1 28 GB/sec scan rate assumes an average of 4x out of the box compression across the system. Oracle X3-2 = $11,384,280list price /100 GB/ per sec. = $113,842.80/GB/sec. Oracle scan rate from Oracle X3 datasheet at http://www.oracle.com/us/products/database/exadata-db-machine-x3-2-1851253.pdf and prici ng documents at
http://www.oracle.com/us/corporate/pricing/exadata-pricelist-070598.pdf and http://www.oracle.com/us/corporate/pricing/technology-price-list-070617.pdf. Individual results may vary. This comparison is based on out of boxconfigurations for both systems
1
553%
more
Acc elerate Performanc e
of A nalyt ic Quer ies
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© 2012 IBM Corporation12
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Increase data center efficiencyWith faster, more efficient systems
1 Teradata 2690 data sheet claims 8.8kW power per rack. IBM PureData System for Analytics N2001 is 7.5kW power per rack. 2 Oracle high performance drives provide 45TB per rack before compression per Oracle X3-2 datasheet. IBM PureData System for Analytics N2001 pre-compression capacity is 48 TB per rack.Claims are basedon out of the box configurations.3 300 GB drive capacity for Teradata 2690 is 18.2 TB before compression per http://www.teradata.com/News-Releases/2011/Fifth-Generation-Teradata-Data-Warehouse-Appliance-Delivers-Double-the-Performance-and-Triple-the-Data-Capacity/. IBM PureData System for Analytics N2001 pre-compression capacity is 48 T B per rack. Claims are based per rack and on out of the box configurations.
See Slide 9 for scan rate footer
PureData System for Analytics
Offers more than 160% greater capacity than Teradata 2690 Has more than a 200% faster scan rate than Teradata! Nearly 30% faster scan rate than Oracle X3-2 Uses less power than Oracle X3-2 using nearly 40% less
power than Teradata 2690
Increase Eff ic iency
of yo ur Data Center
Less floor space Less power per data center tile Less cooling per data center tile
PureData uses
Less Powerthan other systems1
PureData has
More Capacitythan other systems 2,3
PureData has
Out of the box Faster Scan Ratesthan other systems
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© 2012 IBM Corporation13
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Spend less time managing and more time innovating Simpl ic i ty andEase of
Administ rat ion
No dbspace/tablespace sizing and configuration
No redo/physical/Logical log sizing and configuration
No page/block sizing and configuration for tables
No extent sizing and configuration for tables
No Temp space allocation and monitoring
No RAID level decisions for dbspaces
No logical volume creations of files
No integration of OS kernel recommendations
No maintenance of OS recommended patch levels
No JAD sessions to configure host/network/storage
Data Experts , not
Database Experts
Easy Administration Portal No software installation
No indexes and tuning
No storage administration
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© 2012 IBM Corporation14
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Balanced Performance
How we did it, conceptually
FPGA Core CPU Core
500
MB/sec
800
MB/sec +
1 drive @
120 MB/sec
More Drives with
Faster Scan Rates
Leading to
Faster Perform ance
Faster FPGA Cores,
Dr iv ing Higher Performance
2.5 drives @
130 MB/sec
each
1000
MB/sec
1000
MB/sec +
CPU Core
• Analyze
FPGA Core
• Decompress• Project• Filter
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© 2012 IBM Corporation
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Leveraging the
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© 2012 IBM Corporation17
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Smarter Analytics should be your goal
CIOs rankAnalytics as the
#1 factorContributing to anorganization’scompetitiveness.1
1 IBM CIO Study 20092 IBM IBV/MIT Sloan Management Review Study 2011
Financialoutperformers are
64%more likely touse analytics toevaluate talentsupply and
demand on anongoing basis.3
Enterprises thatapply advancedanalytics have
33%More revenueGrowth and
12X more profitgrowth.4
3 IBM CHRO Study 20104 IBM CFO Study 2010
Organizations thatembrace analyticsare more than
2Xas likely tooutperform theirPeers.2
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© 2012 IBM Corporation18
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Achieve Smarter Analytics by using all types of analytics againstall types of data
SmarterAnalytics
Operat ional r eports
Analyt ic reports
Statist ical Analysis
Forecast ing
Predict ive Model ing
Optimization
Social Analyt ics
Web Analyt ics
Alerts
Transactional &
Appl ication Data
Machine &Sensor Data
Social Data
EnterpriseContent
Web Data
Documents
Spatial Analysis
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© 2012 IBM Corporation20
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Increasing
Variety of data
requires new techniques
Increasing
Velocity of data
requires higher performance
Increasing
Volume of data
requires growing capacity
35 ZB
by 2020
Today’s big data challenges for both transactions and analyticsare increasing demands on data systems
Millions oftransactionsper second
Mobile CloudSocial Big DataCommerce
2020
50x
2010
Analytics
Billions ofdevices &sensors
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© 2012 IBM Corporation21
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Built-in expertise makes this as simple as an appliance
Dedicated device
Optimized for purpose
Complete solution
Fast installation
Very easy operation
Standard interfaces Low cost
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© 2012 IBM Corporation22
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SimplifyMove analytics into the Data Warehouse
Integrate the server,storage and databaseinto one optimizedpackage
Move complex analyticsinto the database
Integrated, highperformance analytics
within the datawarehouse Server
Storage
Database
Analy t ics
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© 2012 IBM Corporation23
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Built-in Expertise No indexes or tuning
Data model agnostic
Hardware accelerated, fully parallel, optimized, In Database Analytics
Integration by Design Server, Storage, Database in one easy to use package
Automatic parallelization and resource optimization to scale efficientlyand economically
Enterprise-class security and platform management
Simplified Experience
Up and running in hours Minimal up front design and tuning
Minimal ongoing administration
Standard interfaces to best of breed Analytics, Business Intelligence,and data integration tools
Built-in, complex analytical capabilities allow users to derive insight fromtheir data quickly
Easy connectivity to other Big Data Platform components
IBM PureData System for AnalyticsThe Simple Appliance for Serious Analytics
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© 2012 IBM Corporation24
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Purpose-built analytics engine
Integrated database, server and storage
Standard interfaces
Low total cost of ownership
Speed: 10-100x faster than traditional systems
Simplicity: Minimal administration and tuning
Scalability: Peta-scale user data capacity
Smart: High-performance advanced analytics
IBM PureData System for Analytics
Transforms theUser Experience
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© 2012 IBM Corporation26
™ Premier Healthcare
Alliance
improves patient
outcomes while reducing
spending by USD 2.85B
Need
• Improve patient outcomes through enhanced data
sharing and analytics
• Make data in different formats shared across
thousands of locations easier to access
Benefits
• 157 participating hospitals saved an estimated
23,000 lives and reduced healthcare spending by
USD 2.85B
• Reduced health spending by decreasing
unnecessary readmissions, ER visits andprocedures
• Improved access to data helps deliver the promise of
Accountable Care Organizations
2626Video Testimonial
http://www.youtube.com/watch?v=VYQDJVSE_qohttp://www.youtube.com/watch?v=VYQDJVSE_qo
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© 2012 IBM Corporation27
™
What makes PureData System for Analytics different?
Speed
Simplicity
Scalability
Smart
Up to 2000X faster than before
Growing by 30% every month
“ Netezza has allowed us to reduce the complexity
of regulatory reporting and processing of
exchange data from days down to minutes.”
200X faster than Oracle systemROI in less than 3 months
Up and running 6 months
before having any training Allowing the business users access to theNetezza box was what sold it.
- Steve Taff, Executive Dir. of IT Services
1 PB on Netezza
7 years of historical data
100-200% annual data growth
NYSE … has replaced an Oracle IO
relational database with a data
warehousing appliance from Netezza,
allowing it to conduct rapid searches of
650 terabytes of data.
- ComputerWeekly.com
SUNY Buffalo researchers reduced
the time to perform quintillions of
computations from 27 hours to 12
minutes
Once we had the data on Netezza we were
able to do the same analysis and much more
complex analysis in minutes. The research
draws on medical records, lab results, MRI
scans, and patient surveys.”
- Dr. Murali Ramanathan, SUNY Buffalo
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© 2012 IBM Corporation28
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What’s new?Improved performance, energy efficiency and resiliency
IncreasedPerformance & Capacity
ImprovedEnergy Efficiency
50% greater capacity and
faster performance, with no
increase in floor space, power
or cooling requirements2
Uses less power than the
competition
Better capacity and power
requirements than
competition
Improved 3x faster
performance1
Faster disk scan rate-128
GB/sec effective scan rate
per rack
Improved Resiliencyand Fault Tolerance
More spare drives per
cabinet
Faster disk regeneration
due to smaller drives
70% Fewer service calls3
13x faster performance refers to the query times on both macro-analytic and mixed workload tests as conducted in IBM engineering lab benchmarks where the IBM PureData System for Analytics N2001 was shown to be an average of 3x faster than N1001. Individual results may vary.
2 50% greater capacity when compared to previous model PureData System for Analytics N1001. Power and cooling specifications within 97% of previous model PureData System for Analytics N1001.
3 Each N2001 rack contains 34 hot spare drives and 240 active drives for a ratio of 1 spare per 7 drives. Each N1001 rack contains 4 hot spare drives and 92 active drives for a ratio of 1
spare per 23 drives. The N2001 has 3.3x more spares per active drive. Frequency of disk related service calls expected to decrease by 70% assuming the same drive failure rates.
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© 2012 IBM Corporation29
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IBM DB2 Analytics AcceleratorSynergy and integration with IBM and partner products
Internal Use Only | Do Not Distribute
The PureData System for Analytics N2001 is also the
next generation DB2 Analytics Accelerator
Providing the sameimprovements to our DB2 forzOS customers
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© 2012 IBM Corporation30
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BI Reporting and
Ad-Hoc Analysis
What happened?
When and where?
How much?
Predictive
Analytics
What will happen? What will the impact be?
Optimization
What is the best
choice?
© 2012 IBM Corporation30
PureData System for Analytics takes analytics beyond reporting
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© 2012 IBM Corporation32
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Basic Math*
Permutation andCombination*
Greatest CommonDivisor and LeastCommon Multiple*
Conversion of Values*
Exponential and
Logarithm* Gamma and Beta
Functions
Matrix Algebra+
Area Under Curve*
Interpolation Methods*
Transformations MathematicalTime Series
Linear Regression+
Logistic Regression+
Classification
Bayesian
Sampling
Model Testing
Geospatial Data Type
Geometric Functions
Geometric Analysis
Predictive Geospatial * Fuzzy LogixDB Lytix
capabilities
+ Netezza
Analytics
and Fuzzy
Logix DB
Lytix
capabilities
Data Profiling /Descriptive Statistics+
General Diagnostics
Statistics+
Sampling
Data prep
Pre-built in-database analytics
Descriptive Statistics+
Distance Measures*
Hypothesis Testing*
Chi-Square &Contingency Tables*
Univariate &MultivariateDistributions+
Monte CarloSimulation*
Autoregressive+
Forecasting*
Association Rules+
Clustering+
Feature Extraction+
Discriminant Analysis*
Data Mining
Statistics
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© 2012 IBM Corporation34
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PureData System for Analytics optimization with other IBM offerings
System Z
Big Data
Platform
Business
Intelligence /
PerformanceManagement
InfoSphere Streams
InfoSphere BigInsights
System ML (Machine Learning)
IBM DB2 Analytics Accelerator (IDAA)
zLinux ODBC driver
Data
Integration
Information Server v9.1 InfoSphere Discovery v4.5 InfoSphere Data Architect v8.1 InfoSphere CDC Heterogeneous Replication InfoSphere Optim Data Archive 9.1
Industry Models v8.4 –
Banking, Insurance, Healthcare Industry Model Packs – Supply Chain, Customer, Market & Campaign Tivoli Storage Manager Vivismo Data Explorer v8.2
Coming Soon:
PureData System for Operational
Analytics
Guardium
Informix Data Warehouse Edition
SPSS v16
Cognos v10.2
Cognos TM1 v9.5
Guardium DB Monitoring v9
SPSS Modeler v15
Unica EMM Marketing Analytics 8.6
Unica NetInsights 8.6
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© 2012 IBM Corporation35
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Data In
Loading the PureData System for Analytics
Data Integration
Ab Initio
Cloudera
Composite Software
IBM Big Insights
IBM Information Server
IBM InfoSphere Streams
Informatica
Oracle Data Integrator Oracle GoldenGate
SAP Business Objects
S Q L
O D B C
J D
B C
O L E - D B
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© 2012 IBM Corporation36
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Querying the PureData System for Analytics
Repor t ing & A nalys is
IBM Cognos
IBM SPSS
IBM Unica
Information Builders
Kalido
KXEN
Microsoft Excel
MicroStrategy
Oracle OBIEE
SAP Business Objects
SAS
Actuate
Data Out
S Q L
O D B C
J D
B C
O L E - D B
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© 2012 IBM Corporation37
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Analytics without constraint
Big Data meets deep analytics
™
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© 2012 IBM Corporation38
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IBM Netezza Analytics: Built-in features and capabilities
BI Tools
Visualization
Tools
PureData for Analytics AMPP Platform
SoftwareDevelopment
Kit
IBMIn-Database
Analytics
3rd
PartyIn-Database
Analytics
IBMInfoSphere
Streams
Tanay GPU
Appliance by
Fuzzy Logix
IBM
InfoSphere
BigInsights
Cloudera
Apache Hadoop
IBM SPSS
SAS
Revolution
Analytics
Eclipse
Esri
™
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© 2012 IBM Corporation39
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Advanced
Analytics
Loader
ETL
BI
Applications
Host
Using advanced analytics with BI tools and SQL
Node
Host
…
Node
Node
SQL SnippetProcessor
IO StreamProcessor
SQL
Processor
SQL Snippet
Processor
IO Stream
Processor
SQL Snippet
Processor
IO Stream
Processor
ExtendedSQLSnippet
Snippet
Snippet
Accelerated
Result
Result
Snippet
Result
Snippet
Result
Snippet
™
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© 2012 IBM Corporation40
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Part of the IBM Big Data PlatformWorkload Optimized Solutions for all your analytic needs
Analytics & Decision Management
Solutions
Big Data Infrastructure
IBM Big Data Platform
Accelerators
Information Integration & Governance
Visualization
& Discovery
Application
Development
Systems
Management
StreamComputing
HadoopSystem
DataWarehouse
PureData
System for Analy t ics
™
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© 2012 IBM Corporation41
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Listen to what some other clients have to say
http://www.youtube.com/watch?v=Y0j1XSdMSDE http://www.youtube.com/watch?v=-6UBeGIIc98
http://www.youtube.com/watch?v=yKIGQuSYUd4
http://www.youtube.com/watch?v=uwn8HX0IM8o
http://www.youtube.com/watch?v=ySLiDYgObFc
41
™
http://www.youtube.com/watch?v=Y0j1XSdMSDEhttp://www.youtube.com/watch?v=-6UBeGIIc98http://www.youtube.com/watch?v=yKIGQuSYUd4http://www.youtube.com/watch?v=uwn8HX0IM8ohttp://www.youtube.com/watch?v=ySLiDYgObFchttp://www.youtube.com/watch?v=ySLiDYgObFchttp://www.youtube.com/watch?v=uwn8HX0IM8ohttp://www.youtube.com/watch?v=yKIGQuSYUd4http://www.youtube.com/watch?v=-6UBeGIIc98http://www.youtube.com/watch?v=-6UBeGIIc98http://www.youtube.com/watch?v=-6UBeGIIc98http://www.youtube.com/watch?v=Y0j1XSdMSDE
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© 2012 IBM Corporation42
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PureExperience ProgramLet us prove it at no charge:
www.ibm.com/PureExperience
1. Guided analysis of business value
2. PureSystems Technology Demonstration
3. On-Site Trial & Support
Free execution ofon-site service engagement
Continued use of the PureSystems
offering for 30 days
Access to a technical advocate
for usage questions and advice
Single point of IBM support and
maintenance
™
http://www.ibm.com/PureExperiencehttp://www.ibm.com/PureExperience
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© 2012 IBM Corporation43
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Take the next step….
Discover the value and begin you r journey with IBM PureSystems:
Visit ibm.com/puresystems to learn more
Join the conversation about this new categoryof computing:
‒ Twitter: @IBM PureSystems
Hashtag: #IBMPureSystems or #expertintsys ‒ YouTube Channel: expertintegratedsys
‒ Blog: expertintegratedsystemsblog.com
Developers – Get started today with our no charge trial offerings!ibm.com/developerworks/puresystems/try
Explore PureSystem partner solutionsibm.com/puresystems/centre
Take a Test Driveibm.com/PureExperience
™
http://www.ibm.com/puresystemshttp://localhost/var/www/apps/Temp/ibm.com/developerworks/puresystems/tryhttp://www.ibm.com/puresystems/centrehttp://localhost/var/www/apps/Temp/ibm.com/developerworks/puresystems/tryhttp://localhost/var/www/apps/conversion/tmp/scratch_6/ibm.com/PureExperiencehttp://localhost/var/www/apps/conversion/tmp/scratch_6/ibm.com/PureExperiencehttp://localhost/var/www/apps/Temp/ibm.com/developerworks/puresystems/tryhttp://www.ibm.com/puresystems/centrehttp://localhost/var/www/apps/Temp/ibm.com/developerworks/puresystems/tryhttp://www.ibm.com/puresystems
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© International Business Machines Corporation 2012International Business Machines Corporation New Orchard Road Armonk, NY 10504IBM, the IBM logo, PureSystems, PureFlex, PureApplication, PureData and ibm.com are trademarks of International Business Machines Corporation,registered in many jurisdictions worldwide.
http://www.ibm.com/legal/copytrade.shtml