SlideShare une entreprise Scribd logo
1  sur  19
© 2009 VMware Inc. All rights reserved
Big Data: Now and in the Future
Is Your Cloud Ready for Big Data?
Richard McDougall
CTO, Application and Storage Services
2
Not Just for the Web Giants – The Intelligent Enterprise
3
Real-time analysis allows
instant understanding of
market dynamics.
Retailers can have intimate
understanding of their
customers needs.
Market Segment Analysis  Personalized Customer Targeting`
4
The Emerging Pattern of Big Data Systems: Retail Example
Real-Time
Streams
Exa-scale Data Store
Parallel Data
Processing
Real-Time
Processing
Machine
Learning
Data Science
Cloud Infrastructure
5
Storage: Plan for Peta-scale Data Storage and Processing
0.01
0.1
1
10
100
2000 2003 2006 2009 2012 2015
Online Apps
Analytics
PB of
Data
Analytics Rapidly Outgrows Traditional Data Size
by 100x
6
Unprecedented Scale
“Data transparency,
amplified by Social Networks
generates data at a
scale never seen before”
- The Human Face of Big Data
We are creating an Exabyte
of data every minute in 2013
Yottabyte by 2030
7
A single GE Jet Engine produces
10 Terabytes of data in one hour
– 90 Petabytes per year.
Enabling early detection of
faults, common mode
failures, product engineering
feedback.
Post Mortem  Proactively Maintained Connected Product
8
The Emerging Pattern of Big Data Systems: Manufacturing
Exa-scale Data Store
Parallel Data
Processing
Real-Time
Processing Machine
Learning
Data Science
Cloud Infrastructure
Real-Time
Sensor
Analytics Support
Product
Engineering
9
Cloud Infrastructure Supports Mixed Big Data Workloads
Machine
Learning HadoopReal-Time
Analytics
Cloud Infrastructure
Machine
Learning
Hadoop
Real-Time
Analytics
Management
Network/Security
Storage/Availability
Compute
10
Software-defined Datacenter: Compute
Agility / Rapid deployment
Lower Capex
Isolation for resource control
and security
1
2
3
Operational efficiency4
Management
The Core Values of Virtualization Apply to Big Data
Network/Security
Storage/Availability
Compute
11
Strong Isolation between Workloads is Key
Hungry
Workload 1
Reckless
Workload 2
Nosy
Workload 3
Cloud Infrastructure
12
Management
Software-defined Datacenter: Storage
Requirements of Next Generation Storage
Network/Security
Storage/Availability
Compute
10x lower cost of storage
Handle explosive data growth
Support a variety of
application types
1
2
3
Solve the privacy and
security issues
4
13
Software-defined Storage Enables Fundamental Economics
$-
$0.50
$1.00
$1.50
$2.00
$2.50
$3.00
$3.50
$4.00
$4.50
$5.00
$5.50
0.5 1 2 4 8 16 32 64 128
Cost per GB
Petabytes Deployed
Traditional
SAN/NAS
Distributed
Object
Storage
HDFS
MAPR
CEPH
Scale-out NAS
Isilon, NTAP
14
Management
Software-defined Datacenter: Network and Security
Automate secure
network provisioning
Network & Security Requirements for Big Data
Network/Security
Storage/Availability
Compute
3
New high bandwidth
network designs
1
Leverage Software-defined
network security
2
15
Big Data Requires Extreme Bandwidth
16
Summary
17
Customers Winning from Consolidated Big Data Platforms
“Dedicated hardware makes no
sense”
“Software-defined Datacenter
enables rapid deployment
multiple tenants and labs”
“Our mixed workloads include
Hadoop, Database, ETL and
App-servers”
“Any performance penalties are
minor”Management
Network/Security
Storage/Availability
Compute
18
Cloud Infrastructure is Ready for Big Data – Are you?
Cloud Infrastructure
19
Q&A

Contenu connexe

Tendances

Role of Unified AI and ML in Cloud Technologies. Which Cloud Service Provider...
Role of Unified AI and ML in Cloud Technologies. Which Cloud Service Provider...Role of Unified AI and ML in Cloud Technologies. Which Cloud Service Provider...
Role of Unified AI and ML in Cloud Technologies. Which Cloud Service Provider...Denodo
 
Big Data on Public Cloud
Big Data on Public CloudBig Data on Public Cloud
Big Data on Public CloudIMC Institute
 
Introduction to big data
Introduction to big dataIntroduction to big data
Introduction to big dataSitaram Kotnis
 
Data Virtualization enabled Data Fabric: Operationalize the Data Lake (APAC)
Data Virtualization enabled Data Fabric: Operationalize the Data Lake (APAC)Data Virtualization enabled Data Fabric: Operationalize the Data Lake (APAC)
Data Virtualization enabled Data Fabric: Operationalize the Data Lake (APAC)Denodo
 
Why is hybrid cloud still so hard? 4 keys to unlock the future of IT
Why is hybrid cloud still so hard? 4 keys to unlock the future of ITWhy is hybrid cloud still so hard? 4 keys to unlock the future of IT
Why is hybrid cloud still so hard? 4 keys to unlock the future of ITClearSky Data
 
Overview of big data in cloud computing
Overview of big data in cloud computingOverview of big data in cloud computing
Overview of big data in cloud computingViet-Trung TRAN
 
The rise of “Big Data” on cloud computing
The rise of “Big Data” on cloud computingThe rise of “Big Data” on cloud computing
The rise of “Big Data” on cloud computingMinhazul Arefin
 
Webinar: Which Storage Architecture is Best for Splunk Analytics?
Webinar: Which Storage Architecture is Best for Splunk Analytics?Webinar: Which Storage Architecture is Best for Splunk Analytics?
Webinar: Which Storage Architecture is Best for Splunk Analytics?Storage Switzerland
 
Big Data Introduction
Big Data IntroductionBig Data Introduction
Big Data IntroductionTiago Knoch
 
How Virtual Reality and Machine Learning Are Powering the New Age of Network ...
How Virtual Reality and Machine Learning Are Powering the New Age of Network ...How Virtual Reality and Machine Learning Are Powering the New Age of Network ...
How Virtual Reality and Machine Learning Are Powering the New Age of Network ...DataStax
 
One Billion Rows per Second: Analytics for the Digital Media Markets
One Billion Rows per Second:  Analytics for the Digital Media MarketsOne Billion Rows per Second:  Analytics for the Digital Media Markets
One Billion Rows per Second: Analytics for the Digital Media MarketsMichael Driscoll
 
Cloudian HyperStore 5.0 Release What's New
Cloudian HyperStore 5.0 Release What's NewCloudian HyperStore 5.0 Release What's New
Cloudian HyperStore 5.0 Release What's NewCloudian
 
High Performance Computing and Big Data: The coming wave
High Performance Computing and Big Data: The coming waveHigh Performance Computing and Big Data: The coming wave
High Performance Computing and Big Data: The coming waveIntel IT Center
 
Data Services and the Modern Data Ecosystem (Middle East)
Data Services and the Modern Data Ecosystem (Middle East)Data Services and the Modern Data Ecosystem (Middle East)
Data Services and the Modern Data Ecosystem (Middle East)Denodo
 
Accelerate Cloud Modernization using Data Virtualization
Accelerate Cloud Modernization using Data VirtualizationAccelerate Cloud Modernization using Data Virtualization
Accelerate Cloud Modernization using Data VirtualizationDenodo
 
A Journey to the Cloud with Data Virtualization
A Journey to the Cloud with Data VirtualizationA Journey to the Cloud with Data Virtualization
A Journey to the Cloud with Data VirtualizationDenodo
 
Building a Consistent Hybrid Cloud Semantic Model In Denodo
Building a Consistent Hybrid Cloud Semantic Model In DenodoBuilding a Consistent Hybrid Cloud Semantic Model In Denodo
Building a Consistent Hybrid Cloud Semantic Model In DenodoDenodo
 

Tendances (20)

Role of Unified AI and ML in Cloud Technologies. Which Cloud Service Provider...
Role of Unified AI and ML in Cloud Technologies. Which Cloud Service Provider...Role of Unified AI and ML in Cloud Technologies. Which Cloud Service Provider...
Role of Unified AI and ML in Cloud Technologies. Which Cloud Service Provider...
 
Big Data on Public Cloud
Big Data on Public CloudBig Data on Public Cloud
Big Data on Public Cloud
 
Introduction to big data
Introduction to big dataIntroduction to big data
Introduction to big data
 
Data Virtualization enabled Data Fabric: Operationalize the Data Lake (APAC)
Data Virtualization enabled Data Fabric: Operationalize the Data Lake (APAC)Data Virtualization enabled Data Fabric: Operationalize the Data Lake (APAC)
Data Virtualization enabled Data Fabric: Operationalize the Data Lake (APAC)
 
Why is hybrid cloud still so hard? 4 keys to unlock the future of IT
Why is hybrid cloud still so hard? 4 keys to unlock the future of ITWhy is hybrid cloud still so hard? 4 keys to unlock the future of IT
Why is hybrid cloud still so hard? 4 keys to unlock the future of IT
 
Overview of big data in cloud computing
Overview of big data in cloud computingOverview of big data in cloud computing
Overview of big data in cloud computing
 
The rise of “Big Data” on cloud computing
The rise of “Big Data” on cloud computingThe rise of “Big Data” on cloud computing
The rise of “Big Data” on cloud computing
 
5 v of big data
5 v of big data5 v of big data
5 v of big data
 
Webinar: Which Storage Architecture is Best for Splunk Analytics?
Webinar: Which Storage Architecture is Best for Splunk Analytics?Webinar: Which Storage Architecture is Best for Splunk Analytics?
Webinar: Which Storage Architecture is Best for Splunk Analytics?
 
Big Data Introduction
Big Data IntroductionBig Data Introduction
Big Data Introduction
 
How Virtual Reality and Machine Learning Are Powering the New Age of Network ...
How Virtual Reality and Machine Learning Are Powering the New Age of Network ...How Virtual Reality and Machine Learning Are Powering the New Age of Network ...
How Virtual Reality and Machine Learning Are Powering the New Age of Network ...
 
One Billion Rows per Second: Analytics for the Digital Media Markets
One Billion Rows per Second:  Analytics for the Digital Media MarketsOne Billion Rows per Second:  Analytics for the Digital Media Markets
One Billion Rows per Second: Analytics for the Digital Media Markets
 
Cloudian HyperStore 5.0 Release What's New
Cloudian HyperStore 5.0 Release What's NewCloudian HyperStore 5.0 Release What's New
Cloudian HyperStore 5.0 Release What's New
 
Big data tools
Big data toolsBig data tools
Big data tools
 
High Performance Computing and Big Data: The coming wave
High Performance Computing and Big Data: The coming waveHigh Performance Computing and Big Data: The coming wave
High Performance Computing and Big Data: The coming wave
 
Data Services and the Modern Data Ecosystem (Middle East)
Data Services and the Modern Data Ecosystem (Middle East)Data Services and the Modern Data Ecosystem (Middle East)
Data Services and the Modern Data Ecosystem (Middle East)
 
Accelerate Cloud Modernization using Data Virtualization
Accelerate Cloud Modernization using Data VirtualizationAccelerate Cloud Modernization using Data Virtualization
Accelerate Cloud Modernization using Data Virtualization
 
A Journey to the Cloud with Data Virtualization
A Journey to the Cloud with Data VirtualizationA Journey to the Cloud with Data Virtualization
A Journey to the Cloud with Data Virtualization
 
Building a Consistent Hybrid Cloud Semantic Model In Denodo
Building a Consistent Hybrid Cloud Semantic Model In DenodoBuilding a Consistent Hybrid Cloud Semantic Model In Denodo
Building a Consistent Hybrid Cloud Semantic Model In Denodo
 
Big data ppt
Big data pptBig data ppt
Big data ppt
 

En vedette

Navigating the Transition from relational to NoSQL - CloudCon Expo 2012
Navigating the Transition from relational to NoSQL - CloudCon Expo 2012Navigating the Transition from relational to NoSQL - CloudCon Expo 2012
Navigating the Transition from relational to NoSQL - CloudCon Expo 2012exponential-inc
 
Keynote Address at 2013 CloudCon: A day in the life of the SMB by Michael To...
Keynote Address at 2013 CloudCon: A day in the life of the SMB  by Michael To...Keynote Address at 2013 CloudCon: A day in the life of the SMB  by Michael To...
Keynote Address at 2013 CloudCon: A day in the life of the SMB by Michael To...exponential-inc
 
The New Alchemy: Turning Data into Gold By Brian Johnson Engineering Director...
The New Alchemy: Turning Data into Gold By Brian Johnson Engineering Director...The New Alchemy: Turning Data into Gold By Brian Johnson Engineering Director...
The New Alchemy: Turning Data into Gold By Brian Johnson Engineering Director...exponential-inc
 
Keynote Address at 2013 CloudCon: Future of Enterprise IT: Manage Cloud Spraw...
Keynote Address at 2013 CloudCon: Future of Enterprise IT: Manage Cloud Spraw...Keynote Address at 2013 CloudCon: Future of Enterprise IT: Manage Cloud Spraw...
Keynote Address at 2013 CloudCon: Future of Enterprise IT: Manage Cloud Spraw...exponential-inc
 
Delivering Big Data - By Rod Smith at the CloudCon 2013
Delivering Big Data - By Rod Smith at the CloudCon 2013Delivering Big Data - By Rod Smith at the CloudCon 2013
Delivering Big Data - By Rod Smith at the CloudCon 2013exponential-inc
 
Database Virtualization: The Next Wave of Big Data
Database Virtualization: The Next Wave of Big DataDatabase Virtualization: The Next Wave of Big Data
Database Virtualization: The Next Wave of Big Dataexponential-inc
 
Big Data is the Future of the Enterprise
Big Data is the Future of the EnterpriseBig Data is the Future of the Enterprise
Big Data is the Future of the EnterpriseAvisoInc
 
Future of Analytics - Visual Insight with Cognitive Capability - April 2016
Future of Analytics - Visual Insight with Cognitive Capability - April 2016Future of Analytics - Visual Insight with Cognitive Capability - April 2016
Future of Analytics - Visual Insight with Cognitive Capability - April 2016Jonathan Woodward
 
Driving the future of big data | PromptCloud
Driving the future of big data | PromptCloudDriving the future of big data | PromptCloud
Driving the future of big data | PromptCloudPromptCloud
 
Future proof me en ict 2016
Future proof me en ict 2016Future proof me en ict 2016
Future proof me en ict 2016Liane Duit
 
Big Data Analytics [UTC]
Big Data Analytics [UTC]Big Data Analytics [UTC]
Big Data Analytics [UTC]Matouš Havlena
 
ICT and the future of education
ICT and the future of educationICT and the future of education
ICT and the future of educationDerek Wenmoth
 
Big Data & Oracle Technologies
Big Data & Oracle TechnologiesBig Data & Oracle Technologies
Big Data & Oracle TechnologiesOleksii Movchaniuk
 
Green ICT and its transformation in Korea (Green Startups)
Green ICT and its transformation in Korea (Green Startups)Green ICT and its transformation in Korea (Green Startups)
Green ICT and its transformation in Korea (Green Startups)Hoon Jung
 
IIFT Leadership summit- Data Analytics and Big Data Technology for business c...
IIFT Leadership summit- Data Analytics and Big Data Technology for business c...IIFT Leadership summit- Data Analytics and Big Data Technology for business c...
IIFT Leadership summit- Data Analytics and Big Data Technology for business c...Sumit Dhar
 
The Future of ICT / TIME: Futurist Gerd Leonhard in Cologne (NSN)
The Future of ICT / TIME: Futurist Gerd Leonhard in Cologne (NSN)The Future of ICT / TIME: Futurist Gerd Leonhard in Cologne (NSN)
The Future of ICT / TIME: Futurist Gerd Leonhard in Cologne (NSN)Gerd Leonhard
 
Digital-Warriors-Marketing Roadmap with Big Data Analytics
Digital-Warriors-Marketing Roadmap with Big Data AnalyticsDigital-Warriors-Marketing Roadmap with Big Data Analytics
Digital-Warriors-Marketing Roadmap with Big Data AnalyticsJaysonBowden
 
A timeline view of Evolution of Analytics
A timeline view of Evolution of AnalyticsA timeline view of Evolution of Analytics
A timeline view of Evolution of AnalyticsSaurabh Banerjee
 

En vedette (20)

Navigating the Transition from relational to NoSQL - CloudCon Expo 2012
Navigating the Transition from relational to NoSQL - CloudCon Expo 2012Navigating the Transition from relational to NoSQL - CloudCon Expo 2012
Navigating the Transition from relational to NoSQL - CloudCon Expo 2012
 
Keynote Address at 2013 CloudCon: A day in the life of the SMB by Michael To...
Keynote Address at 2013 CloudCon: A day in the life of the SMB  by Michael To...Keynote Address at 2013 CloudCon: A day in the life of the SMB  by Michael To...
Keynote Address at 2013 CloudCon: A day in the life of the SMB by Michael To...
 
The New Alchemy: Turning Data into Gold By Brian Johnson Engineering Director...
The New Alchemy: Turning Data into Gold By Brian Johnson Engineering Director...The New Alchemy: Turning Data into Gold By Brian Johnson Engineering Director...
The New Alchemy: Turning Data into Gold By Brian Johnson Engineering Director...
 
Keynote Address at 2013 CloudCon: Future of Enterprise IT: Manage Cloud Spraw...
Keynote Address at 2013 CloudCon: Future of Enterprise IT: Manage Cloud Spraw...Keynote Address at 2013 CloudCon: Future of Enterprise IT: Manage Cloud Spraw...
Keynote Address at 2013 CloudCon: Future of Enterprise IT: Manage Cloud Spraw...
 
Delivering Big Data - By Rod Smith at the CloudCon 2013
Delivering Big Data - By Rod Smith at the CloudCon 2013Delivering Big Data - By Rod Smith at the CloudCon 2013
Delivering Big Data - By Rod Smith at the CloudCon 2013
 
Database Virtualization: The Next Wave of Big Data
Database Virtualization: The Next Wave of Big DataDatabase Virtualization: The Next Wave of Big Data
Database Virtualization: The Next Wave of Big Data
 
Big Data is the Future of the Enterprise
Big Data is the Future of the EnterpriseBig Data is the Future of the Enterprise
Big Data is the Future of the Enterprise
 
Future of Analytics - Visual Insight with Cognitive Capability - April 2016
Future of Analytics - Visual Insight with Cognitive Capability - April 2016Future of Analytics - Visual Insight with Cognitive Capability - April 2016
Future of Analytics - Visual Insight with Cognitive Capability - April 2016
 
Driving the future of big data | PromptCloud
Driving the future of big data | PromptCloudDriving the future of big data | PromptCloud
Driving the future of big data | PromptCloud
 
ICT in H2020
ICT  in  H2020ICT  in  H2020
ICT in H2020
 
Future proof me en ict 2016
Future proof me en ict 2016Future proof me en ict 2016
Future proof me en ict 2016
 
Big Data Analytics [UTC]
Big Data Analytics [UTC]Big Data Analytics [UTC]
Big Data Analytics [UTC]
 
ICT and the future of education
ICT and the future of educationICT and the future of education
ICT and the future of education
 
Big Data & Oracle Technologies
Big Data & Oracle TechnologiesBig Data & Oracle Technologies
Big Data & Oracle Technologies
 
Green ICT and its transformation in Korea (Green Startups)
Green ICT and its transformation in Korea (Green Startups)Green ICT and its transformation in Korea (Green Startups)
Green ICT and its transformation in Korea (Green Startups)
 
IIFT Leadership summit- Data Analytics and Big Data Technology for business c...
IIFT Leadership summit- Data Analytics and Big Data Technology for business c...IIFT Leadership summit- Data Analytics and Big Data Technology for business c...
IIFT Leadership summit- Data Analytics and Big Data Technology for business c...
 
Lean Marketing
Lean MarketingLean Marketing
Lean Marketing
 
The Future of ICT / TIME: Futurist Gerd Leonhard in Cologne (NSN)
The Future of ICT / TIME: Futurist Gerd Leonhard in Cologne (NSN)The Future of ICT / TIME: Futurist Gerd Leonhard in Cologne (NSN)
The Future of ICT / TIME: Futurist Gerd Leonhard in Cologne (NSN)
 
Digital-Warriors-Marketing Roadmap with Big Data Analytics
Digital-Warriors-Marketing Roadmap with Big Data AnalyticsDigital-Warriors-Marketing Roadmap with Big Data Analytics
Digital-Warriors-Marketing Roadmap with Big Data Analytics
 
A timeline view of Evolution of Analytics
A timeline view of Evolution of AnalyticsA timeline view of Evolution of Analytics
A timeline view of Evolution of Analytics
 

Similaire à Is Your Cloud Ready for Big Data

Big Data Companies and Apache Software
Big Data Companies and Apache SoftwareBig Data Companies and Apache Software
Big Data Companies and Apache SoftwareBob Marcus
 
Data Virtualization: An Introduction
Data Virtualization: An IntroductionData Virtualization: An Introduction
Data Virtualization: An IntroductionDenodo
 
Is your cloud ready for Big Data? Strata NY 2013
Is your cloud ready for Big Data? Strata NY 2013Is your cloud ready for Big Data? Strata NY 2013
Is your cloud ready for Big Data? Strata NY 2013Richard McDougall
 
The Evolution of Data Architecture
The Evolution of Data ArchitectureThe Evolution of Data Architecture
The Evolution of Data ArchitectureWei-Chiu Chuang
 
Don't Let Your Shoppers Drop; 5 Rules for Today’s eCommerce
Don't Let Your Shoppers Drop; 5 Rules for Today’s eCommerceDon't Let Your Shoppers Drop; 5 Rules for Today’s eCommerce
Don't Let Your Shoppers Drop; 5 Rules for Today’s eCommerceDataStax
 
The Growth Of Data Centers
The Growth Of Data CentersThe Growth Of Data Centers
The Growth Of Data CentersGina Buck
 
Building Confidence in Big Data - IBM Smarter Business 2013
Building Confidence in Big Data - IBM Smarter Business 2013 Building Confidence in Big Data - IBM Smarter Business 2013
Building Confidence in Big Data - IBM Smarter Business 2013 IBM Sverige
 
Exploring the Wider World of Big Data
Exploring the Wider World of Big DataExploring the Wider World of Big Data
Exploring the Wider World of Big DataNetApp
 
Bridging the Last Mile: Getting Data to the People Who Need It
Bridging the Last Mile: Getting Data to the People Who Need ItBridging the Last Mile: Getting Data to the People Who Need It
Bridging the Last Mile: Getting Data to the People Who Need ItDenodo
 
Presentation architecting virtualized infrastructure for big data
Presentation   architecting virtualized infrastructure for big dataPresentation   architecting virtualized infrastructure for big data
Presentation architecting virtualized infrastructure for big datasolarisyourep
 
Presentation architecting virtualized infrastructure for big data
Presentation   architecting virtualized infrastructure for big dataPresentation   architecting virtualized infrastructure for big data
Presentation architecting virtualized infrastructure for big dataxKinAnx
 
The Future of Data Warehousing, Data Science and Machine Learning
The Future of Data Warehousing, Data Science and Machine LearningThe Future of Data Warehousing, Data Science and Machine Learning
The Future of Data Warehousing, Data Science and Machine LearningModusOptimum
 
A Key to Real-time Insights in a Post-COVID World (ASEAN)
A Key to Real-time Insights in a Post-COVID World (ASEAN)A Key to Real-time Insights in a Post-COVID World (ASEAN)
A Key to Real-time Insights in a Post-COVID World (ASEAN)Denodo
 
Architecting virtualized infrastructure for big data presentation
Architecting virtualized infrastructure for big data presentationArchitecting virtualized infrastructure for big data presentation
Architecting virtualized infrastructure for big data presentationVlad Ponomarev
 
DAMA & Denodo Webinar: Modernizing Data Architecture Using Data Virtualization
DAMA & Denodo Webinar: Modernizing Data Architecture Using Data Virtualization DAMA & Denodo Webinar: Modernizing Data Architecture Using Data Virtualization
DAMA & Denodo Webinar: Modernizing Data Architecture Using Data Virtualization Denodo
 
Google Cloud Platform & rockPlace Big Data Event-Mar.31.2016
Google Cloud Platform & rockPlace Big Data Event-Mar.31.2016Google Cloud Platform & rockPlace Big Data Event-Mar.31.2016
Google Cloud Platform & rockPlace Big Data Event-Mar.31.2016Chris Jang
 
How much money do you lose every time your ecommerce site goes down?
How much money do you lose every time your ecommerce site goes down?How much money do you lose every time your ecommerce site goes down?
How much money do you lose every time your ecommerce site goes down?DataStax
 
Converged Everything, Converged Infrastructure delivering business value and ...
Converged Everything, Converged Infrastructure delivering business value and ...Converged Everything, Converged Infrastructure delivering business value and ...
Converged Everything, Converged Infrastructure delivering business value and ...NetAppUK
 
Big data oracle_introduccion
Big data oracle_introduccionBig data oracle_introduccion
Big data oracle_introduccionFran Navarro
 

Similaire à Is Your Cloud Ready for Big Data (20)

Big Data Companies and Apache Software
Big Data Companies and Apache SoftwareBig Data Companies and Apache Software
Big Data Companies and Apache Software
 
Data Virtualization: An Introduction
Data Virtualization: An IntroductionData Virtualization: An Introduction
Data Virtualization: An Introduction
 
Is your cloud ready for Big Data? Strata NY 2013
Is your cloud ready for Big Data? Strata NY 2013Is your cloud ready for Big Data? Strata NY 2013
Is your cloud ready for Big Data? Strata NY 2013
 
The Evolution of Data Architecture
The Evolution of Data ArchitectureThe Evolution of Data Architecture
The Evolution of Data Architecture
 
Don't Let Your Shoppers Drop; 5 Rules for Today’s eCommerce
Don't Let Your Shoppers Drop; 5 Rules for Today’s eCommerceDon't Let Your Shoppers Drop; 5 Rules for Today’s eCommerce
Don't Let Your Shoppers Drop; 5 Rules for Today’s eCommerce
 
The Growth Of Data Centers
The Growth Of Data CentersThe Growth Of Data Centers
The Growth Of Data Centers
 
Building Confidence in Big Data - IBM Smarter Business 2013
Building Confidence in Big Data - IBM Smarter Business 2013 Building Confidence in Big Data - IBM Smarter Business 2013
Building Confidence in Big Data - IBM Smarter Business 2013
 
Exploring the Wider World of Big Data
Exploring the Wider World of Big DataExploring the Wider World of Big Data
Exploring the Wider World of Big Data
 
Bridging the Last Mile: Getting Data to the People Who Need It
Bridging the Last Mile: Getting Data to the People Who Need ItBridging the Last Mile: Getting Data to the People Who Need It
Bridging the Last Mile: Getting Data to the People Who Need It
 
Presentation architecting virtualized infrastructure for big data
Presentation   architecting virtualized infrastructure for big dataPresentation   architecting virtualized infrastructure for big data
Presentation architecting virtualized infrastructure for big data
 
Presentation architecting virtualized infrastructure for big data
Presentation   architecting virtualized infrastructure for big dataPresentation   architecting virtualized infrastructure for big data
Presentation architecting virtualized infrastructure for big data
 
The Future of Data Warehousing, Data Science and Machine Learning
The Future of Data Warehousing, Data Science and Machine LearningThe Future of Data Warehousing, Data Science and Machine Learning
The Future of Data Warehousing, Data Science and Machine Learning
 
A Key to Real-time Insights in a Post-COVID World (ASEAN)
A Key to Real-time Insights in a Post-COVID World (ASEAN)A Key to Real-time Insights in a Post-COVID World (ASEAN)
A Key to Real-time Insights in a Post-COVID World (ASEAN)
 
Architecting virtualized infrastructure for big data presentation
Architecting virtualized infrastructure for big data presentationArchitecting virtualized infrastructure for big data presentation
Architecting virtualized infrastructure for big data presentation
 
DAMA & Denodo Webinar: Modernizing Data Architecture Using Data Virtualization
DAMA & Denodo Webinar: Modernizing Data Architecture Using Data Virtualization DAMA & Denodo Webinar: Modernizing Data Architecture Using Data Virtualization
DAMA & Denodo Webinar: Modernizing Data Architecture Using Data Virtualization
 
Google Cloud Platform & rockPlace Big Data Event-Mar.31.2016
Google Cloud Platform & rockPlace Big Data Event-Mar.31.2016Google Cloud Platform & rockPlace Big Data Event-Mar.31.2016
Google Cloud Platform & rockPlace Big Data Event-Mar.31.2016
 
Fundamentals of Big Data
Fundamentals of Big DataFundamentals of Big Data
Fundamentals of Big Data
 
How much money do you lose every time your ecommerce site goes down?
How much money do you lose every time your ecommerce site goes down?How much money do you lose every time your ecommerce site goes down?
How much money do you lose every time your ecommerce site goes down?
 
Converged Everything, Converged Infrastructure delivering business value and ...
Converged Everything, Converged Infrastructure delivering business value and ...Converged Everything, Converged Infrastructure delivering business value and ...
Converged Everything, Converged Infrastructure delivering business value and ...
 
Big data oracle_introduccion
Big data oracle_introduccionBig data oracle_introduccion
Big data oracle_introduccion
 

Dernier

Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...Neo4j
 
Top 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live StreamsTop 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live StreamsRoshan Dwivedi
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Miguel Araújo
 
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking MenDelhi Call girls
 
Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Enterprise Knowledge
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityPrincipled Technologies
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...Martijn de Jong
 
Developing An App To Navigate The Roads of Brazil
Developing An App To Navigate The Roads of BrazilDeveloping An App To Navigate The Roads of Brazil
Developing An App To Navigate The Roads of BrazilV3cube
 
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Igalia
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonAnna Loughnan Colquhoun
 
Histor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slideHistor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slidevu2urc
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)Gabriella Davis
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Scriptwesley chun
 
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationRadu Cotescu
 
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsEnterprise Knowledge
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking MenDelhi Call girls
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking MenDelhi Call girls
 
Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024The Digital Insurer
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...apidays
 
Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Allon Mureinik
 

Dernier (20)

Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
 
Top 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live StreamsTop 5 Benefits OF Using Muvi Live Paywall For Live Streams
Top 5 Benefits OF Using Muvi Live Paywall For Live Streams
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
 
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
 
Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivity
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...
 
Developing An App To Navigate The Roads of Brazil
Developing An App To Navigate The Roads of BrazilDeveloping An App To Navigate The Roads of Brazil
Developing An App To Navigate The Roads of Brazil
 
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt Robison
 
Histor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slideHistor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slide
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Script
 
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organization
 
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI Solutions
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
 
Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
 
Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)
 

Is Your Cloud Ready for Big Data

  • 1. © 2009 VMware Inc. All rights reserved Big Data: Now and in the Future Is Your Cloud Ready for Big Data? Richard McDougall CTO, Application and Storage Services
  • 2. 2 Not Just for the Web Giants – The Intelligent Enterprise
  • 3. 3 Real-time analysis allows instant understanding of market dynamics. Retailers can have intimate understanding of their customers needs. Market Segment Analysis  Personalized Customer Targeting`
  • 4. 4 The Emerging Pattern of Big Data Systems: Retail Example Real-Time Streams Exa-scale Data Store Parallel Data Processing Real-Time Processing Machine Learning Data Science Cloud Infrastructure
  • 5. 5 Storage: Plan for Peta-scale Data Storage and Processing 0.01 0.1 1 10 100 2000 2003 2006 2009 2012 2015 Online Apps Analytics PB of Data Analytics Rapidly Outgrows Traditional Data Size by 100x
  • 6. 6 Unprecedented Scale “Data transparency, amplified by Social Networks generates data at a scale never seen before” - The Human Face of Big Data We are creating an Exabyte of data every minute in 2013 Yottabyte by 2030
  • 7. 7 A single GE Jet Engine produces 10 Terabytes of data in one hour – 90 Petabytes per year. Enabling early detection of faults, common mode failures, product engineering feedback. Post Mortem  Proactively Maintained Connected Product
  • 8. 8 The Emerging Pattern of Big Data Systems: Manufacturing Exa-scale Data Store Parallel Data Processing Real-Time Processing Machine Learning Data Science Cloud Infrastructure Real-Time Sensor Analytics Support Product Engineering
  • 9. 9 Cloud Infrastructure Supports Mixed Big Data Workloads Machine Learning HadoopReal-Time Analytics Cloud Infrastructure Machine Learning Hadoop Real-Time Analytics Management Network/Security Storage/Availability Compute
  • 10. 10 Software-defined Datacenter: Compute Agility / Rapid deployment Lower Capex Isolation for resource control and security 1 2 3 Operational efficiency4 Management The Core Values of Virtualization Apply to Big Data Network/Security Storage/Availability Compute
  • 11. 11 Strong Isolation between Workloads is Key Hungry Workload 1 Reckless Workload 2 Nosy Workload 3 Cloud Infrastructure
  • 12. 12 Management Software-defined Datacenter: Storage Requirements of Next Generation Storage Network/Security Storage/Availability Compute 10x lower cost of storage Handle explosive data growth Support a variety of application types 1 2 3 Solve the privacy and security issues 4
  • 13. 13 Software-defined Storage Enables Fundamental Economics $- $0.50 $1.00 $1.50 $2.00 $2.50 $3.00 $3.50 $4.00 $4.50 $5.00 $5.50 0.5 1 2 4 8 16 32 64 128 Cost per GB Petabytes Deployed Traditional SAN/NAS Distributed Object Storage HDFS MAPR CEPH Scale-out NAS Isilon, NTAP
  • 14. 14 Management Software-defined Datacenter: Network and Security Automate secure network provisioning Network & Security Requirements for Big Data Network/Security Storage/Availability Compute 3 New high bandwidth network designs 1 Leverage Software-defined network security 2
  • 15. 15 Big Data Requires Extreme Bandwidth
  • 17. 17 Customers Winning from Consolidated Big Data Platforms “Dedicated hardware makes no sense” “Software-defined Datacenter enables rapid deployment multiple tenants and labs” “Our mixed workloads include Hadoop, Database, ETL and App-servers” “Any performance penalties are minor”Management Network/Security Storage/Availability Compute
  • 18. 18 Cloud Infrastructure is Ready for Big Data – Are you? Cloud Infrastructure

Notes de l'éditeur

  1. There are a number of characteristics that define true network and security virtualization, with the four key points being:Completely decouples virtual networks from physical network hardwareFaithfully reproduces the physical network and security  model in the virtual network space, workloads see no differenceAutomation, from both a cloud operations and network operations perspective.And, a platform that preserves choice