SlideShare uma empresa Scribd logo
1 de 20
Baixar para ler offline
1© Copyright 2014 EMC Corporation. All rights reserved.
Breakout: Move to the Business Data Lake –
Not as Hard as it Sounds
Michael Wood & Steve Jones
2© Copyright 2014 EMC Corporation. All rights reserved.
Agenda
!  Introductions
!  What is the Data Lake? (…and better yet, Why?)
!  Business Demands on Data
!  Dealing with People and Technology Realistically
!  No Rip and Replace/Evolve Towards Business Value
!  Call to Action
3© Copyright 2014 EMC Corporation. All rights reserved.
What Do We Need to Change?
•  Data Volume Exploding
•  Importance of Analytics
Accelerating
•  Demand for Different
Kinds of Data
Enterprise Data Systems
Limited by Schema!
Limited by Cost!
Data that Doesn’t Fit is Discarded!
4© Copyright 2014 EMC Corporation. All rights reserved.
What if We Can Break Out?
BATTLE-TESTED
MPP DATABASE
MPP QUERY
ON HADOOP
IN-MEMORY DATA GRID
Store Everything!
Analyze Anything!
5© Copyright 2014 EMC Corporation. All rights reserved.
Multiple Internal Views–
Consistently Compromised
Corporate
Ad-hoc
LOB
Management
Operations
Market
Operations
LOB mart Spreadsheets
Line of business
Transactional systems
CRMERP PLM
EDW CorporateODS
Web
6© Copyright 2014 EMC Corporation. All rights reserved.
Multiple Internal Views–Consistently
Compromised
Corporate
Ad-hoc
LOB
Management
Operations
Market
Operations
LOB mart Spreadsheets
Line of business
Transactional systems
CRMERP PLM
EDW CorporateODS
Web
Fit
Detail
Freshness
Fidelity
7© Copyright 2014 EMC Corporation. All rights reserved.
Why the Single View Fails
Division1
Sales
Finance
Supply chain
Marketing
R&D
Personal
KPIs
DivsionalKPIs Corporate
Now agree on
everythingDivision2
Sales
Finance
Supply chain
Marketing
R&D
PersonalKPIs
DivsionalKPIs
Division3
Sales
Finance
Supply chain
Marketing
R&D
PersonalKPIs
DivsionalKPIs
Division4
Sales
Finance
Supply chain
Marketing
R&D
PersonalKPIs
DivsionalKPIs
Corporate
KPIs
8© Copyright 2014 EMC Corporation. All rights reserved.
And That Was When We Just Worked
Internally…
•  The volumes of data are exploding
•  The ability to control and dictate in
an ‘outside-in’ world is minimal
•  More and more business value is
beyond the core transactions
•  The old approach of ‘a single view’ is
impossible in a world of federated
internal and external data
Core
transactions
9© Copyright 2014 EMC Corporation. All rights reserved.
Remember…
Culture eats strategy for breakfast.
– Peter Drucker
10© Copyright 2014 EMC Corporation. All rights reserved.
How Do Pivotal & Capgemini Deliver the
Business Data Lake
Govern where it
matters
Capgemini’s Information governance approach
"  MDM & RDM data integrated
"  Information RADAR approach to identification
Encourage local
requirements
"  HAWQ – Traditional disk-based structured SQL
"  Pivotal GemFire XD – Fast in-memory database
"  Pivotal GemFire XD – Real-time analytics and integration
Distill on demand
"  HAWQ
"  Structured SQL on Pivotal HD
"  Pivotal Data Dispatch
"  Data movement and transformation
Store everything
"  Pivotal HD
"  Low cost
"  Simplified deployment
Save 80%
on Data
Storage
Compress
the time to
value
Sell to the
business
and IT
Capgemini’s
end to end
value
11© Copyright 2014 EMC Corporation. All rights reserved.
What Does This Mean?
HDFS
Load everything
Keep the history
Business driven
North America
operations
Marketing
campaign
EMEA
data mart
Distill
HAWQ
Transactional systems
CRM PLMERPSensor NetworkWeb Social Media MarketSupplier
12© Copyright 2014 EMC Corporation. All rights reserved.
Business driven
Customers
Orders
Inventory
Customers
Campaign
Contract
Customers
Orders
Invoices
What Does This Mean?
HDFS
Load everything
Keep the history
Distill
HAWQ
Transactional systems
CRM PLMERPSensor NetworkWeb Social Media MarketSupplier
13© Copyright 2014 EMC Corporation. All rights reserved.
What Does This Mean?
Business driven
Customers
Orders
Inventory
Customers
Campaign
Contract
Customers
Orders
Invoices
Distill
HAWQHDFS
Load everything
Keep the history
Transactional systems
CRM PLMERPSensor NetworkWeb Social Media MarketSupplier
Information governance MDM and RDM
The need to share
We need a global view
on customers
Customers Customers Customers
CustomerThe global view Revenue
14© Copyright 2014 EMC Corporation. All rights reserved.
Why the Business Data Lake Succeeds
Division1
Sales
Finance
Supply chain
Marketing
R&D
Personal
KPIs
DivsionalKPIs Corporate
Division2
Sales
Finance
Supply chain
Marketing
R&D
PersonalKPIs
DivsionalKPIs
Division3
Sales
Finance
Supply chain
Marketing
R&D
PersonalKPIs
DivsionalKPIs
Division4
Sales
Finance
Supply chain
Marketing
R&D
PersonalKPIs
DivsionalKPIs
Corporate
KPIs
Now agree
where it
counts
15© Copyright 2014 EMC Corporation. All rights reserved.
Business Data Lake Architecture
Ingestion
Tier
Insights
Tier
Unified Operations Tier
System monitoring System management
Unified Data Management Tier
Data mgmt.
services
MDM
RDM
Audit and
policy mgmt.
Processing Tier
Workflow management
Distillation Tier
HDFS storage
Unstructured and structured data
In-memory
MPP database
Real-time
Micro batch
Mega batch
SQL
NoSQL
SQL
MapReduce
Query interfaces
SQL
Sources Action Tier
Real-time
ingestion
Micro batch
ingestion
Batch
ingestion
Real-time
insights
Interactive
insights
Batch
insights
16© Copyright 2014 EMC Corporation. All rights reserved.
How the Business Data Lake Works
Structured tier
* SDH = Source Data History
Structured data tier
Business mart LOB Ad-hoc analytics LOB analytics hub
Business mart model LOB Ad-hoc analytics model LOB analytics Model
All data loaded
‘as is’ from sources
with history
automatically added
LOB creates
their model
Maps their model to
the sources
Source
Distillation tier
Map Map Map Map
Map Map Map
Map
Data storage
Source Source Source Source Source Source Source
SDH SDH SDH SDH SDH SDH SDH SDH
17© Copyright 2014 EMC Corporation. All rights reserved.
How the Corporate View Works
Local
view
Corporate
standards
Master data and
reference data
Corporate
view
Customer
x-ref
Customer
MDM
Invoices Orders
Customer
Invoices Orders
BU1
Information
governance
BU2 BU3
Customer
Invoices
Orders
Customer
Invoices
Orders
Customer
Invoices
Orders
18© Copyright 2014 EMC Corporation. All rights reserved.
The New Philosophy
Business
Data
Lake
Store
everything
Encourage
local
Govern
only the
common
Treat
global as a
local view
It’s all about insight at the point of action
19© Copyright 2014 EMC Corporation. All rights reserved.
Call to Action
•  Learn More about the Business Data Lake:
-  http://www.gopivotal.com/big-data/businessdatalake
•  Learn about Capgemini’s capabilities
-  http://www.capgemini.com/big-data-analytics/business-data-lake
•  Partners can get involved at http://www.gopivotal.com/partners
•  Visit the EMC booth to discover how the EMC Federation of Companies
helps drive the Data Lake
•  Follow Us on Twitter!
-  Michael - @aBitCloudy
-  Steve - @mosesjones
EMC World 2014 Breakout: Move to the Business Data Lake – Not as Hard as It Sounds

Mais conteúdo relacionado

Mais procurados

Data Lakehouse, Data Mesh, and Data Fabric (r2)
Data Lakehouse, Data Mesh, and Data Fabric (r2)Data Lakehouse, Data Mesh, and Data Fabric (r2)
Data Lakehouse, Data Mesh, and Data Fabric (r2)James Serra
 
IBM Industry Models and Data Lake
IBM Industry Models and Data Lake IBM Industry Models and Data Lake
IBM Industry Models and Data Lake Pat O'Sullivan
 
Flash session -streaming--ses1243-lon
Flash session -streaming--ses1243-lonFlash session -streaming--ses1243-lon
Flash session -streaming--ses1243-lonJeffrey T. Pollock
 
Logical Data Warehouse and Data Lakes
Logical Data Warehouse and Data Lakes Logical Data Warehouse and Data Lakes
Logical Data Warehouse and Data Lakes Denodo
 
Slides: Accelerating Queries on Cloud Data Lakes
Slides: Accelerating Queries on Cloud Data LakesSlides: Accelerating Queries on Cloud Data Lakes
Slides: Accelerating Queries on Cloud Data LakesDATAVERSITY
 
Extended Data Warehouse - A New Data Architecture for Modern BI with Claudia ...
Extended Data Warehouse - A New Data Architecture for Modern BI with Claudia ...Extended Data Warehouse - A New Data Architecture for Modern BI with Claudia ...
Extended Data Warehouse - A New Data Architecture for Modern BI with Claudia ...Denodo
 
Modern Integrated Data Environment - Whitepaper | Qubole
Modern Integrated Data Environment - Whitepaper | QuboleModern Integrated Data Environment - Whitepaper | Qubole
Modern Integrated Data Environment - Whitepaper | QuboleVasu S
 
Fast and Furious: From POC to an Enterprise Big Data Stack in 2014
Fast and Furious: From POC to an Enterprise Big Data Stack in 2014Fast and Furious: From POC to an Enterprise Big Data Stack in 2014
Fast and Furious: From POC to an Enterprise Big Data Stack in 2014MapR Technologies
 
The Future of Data Management: The Enterprise Data Hub
The Future of Data Management: The Enterprise Data HubThe Future of Data Management: The Enterprise Data Hub
The Future of Data Management: The Enterprise Data HubCloudera, Inc.
 
Enterprise Search: Addressing the First Problem of Big Data & Analytics - Sta...
Enterprise Search: Addressing the First Problem of Big Data & Analytics - Sta...Enterprise Search: Addressing the First Problem of Big Data & Analytics - Sta...
Enterprise Search: Addressing the First Problem of Big Data & Analytics - Sta...StampedeCon
 
Meet the experts dwo bde vds v7
Meet the experts dwo bde vds v7Meet the experts dwo bde vds v7
Meet the experts dwo bde vds v7mmathipra
 
Data Governance, Compliance and Security in Hadoop with Cloudera
Data Governance, Compliance and Security in Hadoop with ClouderaData Governance, Compliance and Security in Hadoop with Cloudera
Data Governance, Compliance and Security in Hadoop with ClouderaCaserta
 
IDC Retail Insights - What's Possible with a Modern Data Architecture?
IDC Retail Insights - What's Possible with a Modern Data Architecture?IDC Retail Insights - What's Possible with a Modern Data Architecture?
IDC Retail Insights - What's Possible with a Modern Data Architecture?Hortonworks
 
Oil and gas big data edition
Oil and gas  big data editionOil and gas  big data edition
Oil and gas big data editionMark Kerzner
 
Hybrid Data Architecture: Integrating Hadoop with a Data Warehouse
Hybrid Data Architecture: Integrating Hadoop with a Data WarehouseHybrid Data Architecture: Integrating Hadoop with a Data Warehouse
Hybrid Data Architecture: Integrating Hadoop with a Data WarehouseDataWorks Summit
 
Data architecture for modern enterprise
Data architecture for modern enterpriseData architecture for modern enterprise
Data architecture for modern enterprisekayalvizhi kandasamy
 
Overview - IBM Big Data Platform
Overview - IBM Big Data PlatformOverview - IBM Big Data Platform
Overview - IBM Big Data PlatformVikas Manoria
 
Value proposition for big data isv partners 0714
Value proposition for big data isv partners 0714Value proposition for big data isv partners 0714
Value proposition for big data isv partners 0714Niu Bai
 
Accelerate Self-Service Analytics with Data Virtualization and Visualization
Accelerate Self-Service Analytics with Data Virtualization and VisualizationAccelerate Self-Service Analytics with Data Virtualization and Visualization
Accelerate Self-Service Analytics with Data Virtualization and VisualizationDenodo
 

Mais procurados (20)

Data Lakehouse, Data Mesh, and Data Fabric (r2)
Data Lakehouse, Data Mesh, and Data Fabric (r2)Data Lakehouse, Data Mesh, and Data Fabric (r2)
Data Lakehouse, Data Mesh, and Data Fabric (r2)
 
IBM Industry Models and Data Lake
IBM Industry Models and Data Lake IBM Industry Models and Data Lake
IBM Industry Models and Data Lake
 
Flash session -streaming--ses1243-lon
Flash session -streaming--ses1243-lonFlash session -streaming--ses1243-lon
Flash session -streaming--ses1243-lon
 
Logical Data Warehouse and Data Lakes
Logical Data Warehouse and Data Lakes Logical Data Warehouse and Data Lakes
Logical Data Warehouse and Data Lakes
 
Slides: Accelerating Queries on Cloud Data Lakes
Slides: Accelerating Queries on Cloud Data LakesSlides: Accelerating Queries on Cloud Data Lakes
Slides: Accelerating Queries on Cloud Data Lakes
 
Extended Data Warehouse - A New Data Architecture for Modern BI with Claudia ...
Extended Data Warehouse - A New Data Architecture for Modern BI with Claudia ...Extended Data Warehouse - A New Data Architecture for Modern BI with Claudia ...
Extended Data Warehouse - A New Data Architecture for Modern BI with Claudia ...
 
Modern Integrated Data Environment - Whitepaper | Qubole
Modern Integrated Data Environment - Whitepaper | QuboleModern Integrated Data Environment - Whitepaper | Qubole
Modern Integrated Data Environment - Whitepaper | Qubole
 
Fast and Furious: From POC to an Enterprise Big Data Stack in 2014
Fast and Furious: From POC to an Enterprise Big Data Stack in 2014Fast and Furious: From POC to an Enterprise Big Data Stack in 2014
Fast and Furious: From POC to an Enterprise Big Data Stack in 2014
 
The Future of Data Management: The Enterprise Data Hub
The Future of Data Management: The Enterprise Data HubThe Future of Data Management: The Enterprise Data Hub
The Future of Data Management: The Enterprise Data Hub
 
Enterprise Search: Addressing the First Problem of Big Data & Analytics - Sta...
Enterprise Search: Addressing the First Problem of Big Data & Analytics - Sta...Enterprise Search: Addressing the First Problem of Big Data & Analytics - Sta...
Enterprise Search: Addressing the First Problem of Big Data & Analytics - Sta...
 
Semantic Data Management
Semantic Data ManagementSemantic Data Management
Semantic Data Management
 
Meet the experts dwo bde vds v7
Meet the experts dwo bde vds v7Meet the experts dwo bde vds v7
Meet the experts dwo bde vds v7
 
Data Governance, Compliance and Security in Hadoop with Cloudera
Data Governance, Compliance and Security in Hadoop with ClouderaData Governance, Compliance and Security in Hadoop with Cloudera
Data Governance, Compliance and Security in Hadoop with Cloudera
 
IDC Retail Insights - What's Possible with a Modern Data Architecture?
IDC Retail Insights - What's Possible with a Modern Data Architecture?IDC Retail Insights - What's Possible with a Modern Data Architecture?
IDC Retail Insights - What's Possible with a Modern Data Architecture?
 
Oil and gas big data edition
Oil and gas  big data editionOil and gas  big data edition
Oil and gas big data edition
 
Hybrid Data Architecture: Integrating Hadoop with a Data Warehouse
Hybrid Data Architecture: Integrating Hadoop with a Data WarehouseHybrid Data Architecture: Integrating Hadoop with a Data Warehouse
Hybrid Data Architecture: Integrating Hadoop with a Data Warehouse
 
Data architecture for modern enterprise
Data architecture for modern enterpriseData architecture for modern enterprise
Data architecture for modern enterprise
 
Overview - IBM Big Data Platform
Overview - IBM Big Data PlatformOverview - IBM Big Data Platform
Overview - IBM Big Data Platform
 
Value proposition for big data isv partners 0714
Value proposition for big data isv partners 0714Value proposition for big data isv partners 0714
Value proposition for big data isv partners 0714
 
Accelerate Self-Service Analytics with Data Virtualization and Visualization
Accelerate Self-Service Analytics with Data Virtualization and VisualizationAccelerate Self-Service Analytics with Data Virtualization and Visualization
Accelerate Self-Service Analytics with Data Virtualization and Visualization
 

Destaque

Modern Data Architecture for a Data Lake with Informatica and Hortonworks Dat...
Modern Data Architecture for a Data Lake with Informatica and Hortonworks Dat...Modern Data Architecture for a Data Lake with Informatica and Hortonworks Dat...
Modern Data Architecture for a Data Lake with Informatica and Hortonworks Dat...Hortonworks
 
Big data architectures and the data lake
Big data architectures and the data lakeBig data architectures and the data lake
Big data architectures and the data lakeJames Serra
 
選擇正確的Solution 來建置現代化的雲端資料倉儲
選擇正確的Solution 來建置現代化的雲端資料倉儲選擇正確的Solution 來建置現代化的雲端資料倉儲
選擇正確的Solution 來建置現代化的雲端資料倉儲Herman Wu
 
Monitizing Big Data at Telecom Service Providers
Monitizing Big Data at Telecom Service ProvidersMonitizing Big Data at Telecom Service Providers
Monitizing Big Data at Telecom Service ProvidersDataWorks Summit
 
Discover Red Hat and Apache Hadoop for the Modern Data Architecture - Part 3
Discover Red Hat and Apache Hadoop for the Modern Data Architecture - Part 3Discover Red Hat and Apache Hadoop for the Modern Data Architecture - Part 3
Discover Red Hat and Apache Hadoop for the Modern Data Architecture - Part 3Hortonworks
 
Anne-Sophie Roessler, International Business Developer, Dataiku - "3 ways to ...
Anne-Sophie Roessler, International Business Developer, Dataiku - "3 ways to ...Anne-Sophie Roessler, International Business Developer, Dataiku - "3 ways to ...
Anne-Sophie Roessler, International Business Developer, Dataiku - "3 ways to ...Dataconomy Media
 
What and Why and How: Apache Drill ! - Tugdual Grall
What and Why and How: Apache Drill ! - Tugdual GrallWhat and Why and How: Apache Drill ! - Tugdual Grall
What and Why and How: Apache Drill ! - Tugdual Gralldistributed matters
 
Hadoop Israel - HBase Browser in Hue
Hadoop Israel - HBase Browser in HueHadoop Israel - HBase Browser in Hue
Hadoop Israel - HBase Browser in Huegethue
 
Free Code Friday - Spark Streaming with HBase
Free Code Friday - Spark Streaming with HBaseFree Code Friday - Spark Streaming with HBase
Free Code Friday - Spark Streaming with HBaseMapR Technologies
 
NoSQL HBase schema design and SQL with Apache Drill
NoSQL HBase schema design and SQL with Apache Drill NoSQL HBase schema design and SQL with Apache Drill
NoSQL HBase schema design and SQL with Apache Drill Carol McDonald
 
MapR-DB – The First In-Hadoop Document Database
MapR-DB – The First In-Hadoop Document DatabaseMapR-DB – The First In-Hadoop Document Database
MapR-DB – The First In-Hadoop Document DatabaseMapR Technologies
 
Watson Health Closes Acquisition of Truven Health Analytics
Watson Health Closes Acquisition of Truven Health Analytics Watson Health Closes Acquisition of Truven Health Analytics
Watson Health Closes Acquisition of Truven Health Analytics Sarah McAlpine, MA
 
Online Diabetes: Inferring Community Structure in Healthcare Forums.
Online Diabetes: Inferring Community Structure in Healthcare Forums. Online Diabetes: Inferring Community Structure in Healthcare Forums.
Online Diabetes: Inferring Community Structure in Healthcare Forums. Luis Fernandez Luque
 
Apache Kudu (Incubating): New Hadoop Storage for Fast Analytics on Fast Data ...
Apache Kudu (Incubating): New Hadoop Storage for Fast Analytics on Fast Data ...Apache Kudu (Incubating): New Hadoop Storage for Fast Analytics on Fast Data ...
Apache Kudu (Incubating): New Hadoop Storage for Fast Analytics on Fast Data ...Cloudera, Inc.
 
Swimming Across the Data Lake, Lessons learned and keys to success
Swimming Across the Data Lake, Lessons learned and keys to success Swimming Across the Data Lake, Lessons learned and keys to success
Swimming Across the Data Lake, Lessons learned and keys to success DataWorks Summit/Hadoop Summit
 
Kudu: New Hadoop Storage for Fast Analytics on Fast Data
Kudu: New Hadoop Storage for Fast Analytics on Fast DataKudu: New Hadoop Storage for Fast Analytics on Fast Data
Kudu: New Hadoop Storage for Fast Analytics on Fast DataCloudera, Inc.
 
Hyperledger Sawtooth Lake Intel's OSS Contribution to Enterprise Blockchain
Hyperledger Sawtooth Lake Intel's OSS Contribution to Enterprise BlockchainHyperledger Sawtooth Lake Intel's OSS Contribution to Enterprise Blockchain
Hyperledger Sawtooth Lake Intel's OSS Contribution to Enterprise BlockchainAltoros
 
The Emerging Data Lake IT Strategy
The Emerging Data Lake IT StrategyThe Emerging Data Lake IT Strategy
The Emerging Data Lake IT StrategyThomas Kelly, PMP
 
Implementing a Data Lake with Enterprise Grade Data Governance
Implementing a Data Lake with Enterprise Grade Data GovernanceImplementing a Data Lake with Enterprise Grade Data Governance
Implementing a Data Lake with Enterprise Grade Data GovernanceHortonworks
 

Destaque (20)

Modern Data Architecture for a Data Lake with Informatica and Hortonworks Dat...
Modern Data Architecture for a Data Lake with Informatica and Hortonworks Dat...Modern Data Architecture for a Data Lake with Informatica and Hortonworks Dat...
Modern Data Architecture for a Data Lake with Informatica and Hortonworks Dat...
 
Big data architectures and the data lake
Big data architectures and the data lakeBig data architectures and the data lake
Big data architectures and the data lake
 
選擇正確的Solution 來建置現代化的雲端資料倉儲
選擇正確的Solution 來建置現代化的雲端資料倉儲選擇正確的Solution 來建置現代化的雲端資料倉儲
選擇正確的Solution 來建置現代化的雲端資料倉儲
 
Monitizing Big Data at Telecom Service Providers
Monitizing Big Data at Telecom Service ProvidersMonitizing Big Data at Telecom Service Providers
Monitizing Big Data at Telecom Service Providers
 
Discover Red Hat and Apache Hadoop for the Modern Data Architecture - Part 3
Discover Red Hat and Apache Hadoop for the Modern Data Architecture - Part 3Discover Red Hat and Apache Hadoop for the Modern Data Architecture - Part 3
Discover Red Hat and Apache Hadoop for the Modern Data Architecture - Part 3
 
Anne-Sophie Roessler, International Business Developer, Dataiku - "3 ways to ...
Anne-Sophie Roessler, International Business Developer, Dataiku - "3 ways to ...Anne-Sophie Roessler, International Business Developer, Dataiku - "3 ways to ...
Anne-Sophie Roessler, International Business Developer, Dataiku - "3 ways to ...
 
What and Why and How: Apache Drill ! - Tugdual Grall
What and Why and How: Apache Drill ! - Tugdual GrallWhat and Why and How: Apache Drill ! - Tugdual Grall
What and Why and How: Apache Drill ! - Tugdual Grall
 
Hadoop Israel - HBase Browser in Hue
Hadoop Israel - HBase Browser in HueHadoop Israel - HBase Browser in Hue
Hadoop Israel - HBase Browser in Hue
 
Free Code Friday - Spark Streaming with HBase
Free Code Friday - Spark Streaming with HBaseFree Code Friday - Spark Streaming with HBase
Free Code Friday - Spark Streaming with HBase
 
NoSQL HBase schema design and SQL with Apache Drill
NoSQL HBase schema design and SQL with Apache Drill NoSQL HBase schema design and SQL with Apache Drill
NoSQL HBase schema design and SQL with Apache Drill
 
MapR-DB – The First In-Hadoop Document Database
MapR-DB – The First In-Hadoop Document DatabaseMapR-DB – The First In-Hadoop Document Database
MapR-DB – The First In-Hadoop Document Database
 
Watson Health Closes Acquisition of Truven Health Analytics
Watson Health Closes Acquisition of Truven Health Analytics Watson Health Closes Acquisition of Truven Health Analytics
Watson Health Closes Acquisition of Truven Health Analytics
 
Online Diabetes: Inferring Community Structure in Healthcare Forums.
Online Diabetes: Inferring Community Structure in Healthcare Forums. Online Diabetes: Inferring Community Structure in Healthcare Forums.
Online Diabetes: Inferring Community Structure in Healthcare Forums.
 
Apache Kudu (Incubating): New Hadoop Storage for Fast Analytics on Fast Data ...
Apache Kudu (Incubating): New Hadoop Storage for Fast Analytics on Fast Data ...Apache Kudu (Incubating): New Hadoop Storage for Fast Analytics on Fast Data ...
Apache Kudu (Incubating): New Hadoop Storage for Fast Analytics on Fast Data ...
 
Swimming Across the Data Lake, Lessons learned and keys to success
Swimming Across the Data Lake, Lessons learned and keys to success Swimming Across the Data Lake, Lessons learned and keys to success
Swimming Across the Data Lake, Lessons learned and keys to success
 
Filling the Data Lake
Filling the Data LakeFilling the Data Lake
Filling the Data Lake
 
Kudu: New Hadoop Storage for Fast Analytics on Fast Data
Kudu: New Hadoop Storage for Fast Analytics on Fast DataKudu: New Hadoop Storage for Fast Analytics on Fast Data
Kudu: New Hadoop Storage for Fast Analytics on Fast Data
 
Hyperledger Sawtooth Lake Intel's OSS Contribution to Enterprise Blockchain
Hyperledger Sawtooth Lake Intel's OSS Contribution to Enterprise BlockchainHyperledger Sawtooth Lake Intel's OSS Contribution to Enterprise Blockchain
Hyperledger Sawtooth Lake Intel's OSS Contribution to Enterprise Blockchain
 
The Emerging Data Lake IT Strategy
The Emerging Data Lake IT StrategyThe Emerging Data Lake IT Strategy
The Emerging Data Lake IT Strategy
 
Implementing a Data Lake with Enterprise Grade Data Governance
Implementing a Data Lake with Enterprise Grade Data GovernanceImplementing a Data Lake with Enterprise Grade Data Governance
Implementing a Data Lake with Enterprise Grade Data Governance
 

Semelhante a EMC World 2014 Breakout: Move to the Business Data Lake – Not as Hard as It Sounds

Pivotal the new_pivotal_big_data_suite_-_revolutionary_foundation_to_leverage...
Pivotal the new_pivotal_big_data_suite_-_revolutionary_foundation_to_leverage...Pivotal the new_pivotal_big_data_suite_-_revolutionary_foundation_to_leverage...
Pivotal the new_pivotal_big_data_suite_-_revolutionary_foundation_to_leverage...EMC
 
Operationalizing Data Analytics
Operationalizing Data AnalyticsOperationalizing Data Analytics
Operationalizing Data AnalyticsVMware Tanzu
 
Pivotal deep dive_on_pivotal_hd_world_class_hdfs_platform
Pivotal deep dive_on_pivotal_hd_world_class_hdfs_platformPivotal deep dive_on_pivotal_hd_world_class_hdfs_platform
Pivotal deep dive_on_pivotal_hd_world_class_hdfs_platformEMC
 
Create your Big Data vision and Hadoop-ify your data warehouse
Create your Big Data vision and Hadoop-ify your data warehouseCreate your Big Data vision and Hadoop-ify your data warehouse
Create your Big Data vision and Hadoop-ify your data warehouseJeff Kelly
 
Why Infrastructure Matters for Big Data & Analytics
Why Infrastructure Matters for Big Data & AnalyticsWhy Infrastructure Matters for Big Data & Analytics
Why Infrastructure Matters for Big Data & AnalyticsRick Perret
 
Klarna Tech Talk - Mind the Data!
Klarna Tech Talk - Mind the Data!Klarna Tech Talk - Mind the Data!
Klarna Tech Talk - Mind the Data!Jeffrey T. Pollock
 
Big Memory Webcast
Big Memory WebcastBig Memory Webcast
Big Memory WebcastMemVerge
 
Apache Hadoop and its role in Big Data architecture - Himanshu Bari
Apache Hadoop and its role in Big Data architecture - Himanshu BariApache Hadoop and its role in Big Data architecture - Himanshu Bari
Apache Hadoop and its role in Big Data architecture - Himanshu Barijaxconf
 
Make from your it department a competitive differentiator for your business
Make from your it department a competitive differentiator for your businessMake from your it department a competitive differentiator for your business
Make from your it department a competitive differentiator for your businessMarcos Quezada
 
Di in the age of digital disruptions v1.0
Di in the age of digital disruptions v1.0Di in the age of digital disruptions v1.0
Di in the age of digital disruptions v1.0Amar Roy
 
MongoDB IoT City Tour LONDON: Hadoop and the future of data management. By, M...
MongoDB IoT City Tour LONDON: Hadoop and the future of data management. By, M...MongoDB IoT City Tour LONDON: Hadoop and the future of data management. By, M...
MongoDB IoT City Tour LONDON: Hadoop and the future of data management. By, M...MongoDB
 
Organising the Data Lake - Information Management in a Big Data World
Organising the Data Lake - Information Management in a Big Data WorldOrganising the Data Lake - Information Management in a Big Data World
Organising the Data Lake - Information Management in a Big Data WorldDataWorks Summit/Hadoop Summit
 
Enterprise analytics journey from Helene Lyon
Enterprise analytics journey from Helene LyonEnterprise analytics journey from Helene Lyon
Enterprise analytics journey from Helene LyonHelene Lyon
 
Fast Data Strategy Houston Roadshow Presentation
Fast Data Strategy Houston Roadshow PresentationFast Data Strategy Houston Roadshow Presentation
Fast Data Strategy Houston Roadshow PresentationDenodo
 
ADV Slides: 2021 Trends in Enterprise Analytics
ADV Slides: 2021 Trends in Enterprise AnalyticsADV Slides: 2021 Trends in Enterprise Analytics
ADV Slides: 2021 Trends in Enterprise AnalyticsDATAVERSITY
 
There are 250 Database products, are you running the right one?
There are 250 Database products, are you running the right one?There are 250 Database products, are you running the right one?
There are 250 Database products, are you running the right one?Aerospike, Inc.
 
NRB - LUXEMBOURG MAINFRAME DAY 2017 - Data Spark and the Data Federation
NRB - LUXEMBOURG MAINFRAME DAY 2017 - Data Spark and the Data FederationNRB - LUXEMBOURG MAINFRAME DAY 2017 - Data Spark and the Data Federation
NRB - LUXEMBOURG MAINFRAME DAY 2017 - Data Spark and the Data FederationNRB
 
NRB - BE MAINFRAME DAY 2017 - Data spark and the data federation
NRB - BE MAINFRAME DAY 2017 - Data spark and the data federation NRB - BE MAINFRAME DAY 2017 - Data spark and the data federation
NRB - BE MAINFRAME DAY 2017 - Data spark and the data federation NRB
 
S sy0883 smarter-storage-strategy-edge2015-v4
S sy0883 smarter-storage-strategy-edge2015-v4S sy0883 smarter-storage-strategy-edge2015-v4
S sy0883 smarter-storage-strategy-edge2015-v4Tony Pearson
 
Top SAP Online training institute in Hyderabad
Top SAP Online training institute in HyderabadTop SAP Online training institute in Hyderabad
Top SAP Online training institute in HyderabadAadhyaKrishnan
 

Semelhante a EMC World 2014 Breakout: Move to the Business Data Lake – Not as Hard as It Sounds (20)

Pivotal the new_pivotal_big_data_suite_-_revolutionary_foundation_to_leverage...
Pivotal the new_pivotal_big_data_suite_-_revolutionary_foundation_to_leverage...Pivotal the new_pivotal_big_data_suite_-_revolutionary_foundation_to_leverage...
Pivotal the new_pivotal_big_data_suite_-_revolutionary_foundation_to_leverage...
 
Operationalizing Data Analytics
Operationalizing Data AnalyticsOperationalizing Data Analytics
Operationalizing Data Analytics
 
Pivotal deep dive_on_pivotal_hd_world_class_hdfs_platform
Pivotal deep dive_on_pivotal_hd_world_class_hdfs_platformPivotal deep dive_on_pivotal_hd_world_class_hdfs_platform
Pivotal deep dive_on_pivotal_hd_world_class_hdfs_platform
 
Create your Big Data vision and Hadoop-ify your data warehouse
Create your Big Data vision and Hadoop-ify your data warehouseCreate your Big Data vision and Hadoop-ify your data warehouse
Create your Big Data vision and Hadoop-ify your data warehouse
 
Why Infrastructure Matters for Big Data & Analytics
Why Infrastructure Matters for Big Data & AnalyticsWhy Infrastructure Matters for Big Data & Analytics
Why Infrastructure Matters for Big Data & Analytics
 
Klarna Tech Talk - Mind the Data!
Klarna Tech Talk - Mind the Data!Klarna Tech Talk - Mind the Data!
Klarna Tech Talk - Mind the Data!
 
Big Memory Webcast
Big Memory WebcastBig Memory Webcast
Big Memory Webcast
 
Apache Hadoop and its role in Big Data architecture - Himanshu Bari
Apache Hadoop and its role in Big Data architecture - Himanshu BariApache Hadoop and its role in Big Data architecture - Himanshu Bari
Apache Hadoop and its role in Big Data architecture - Himanshu Bari
 
Make from your it department a competitive differentiator for your business
Make from your it department a competitive differentiator for your businessMake from your it department a competitive differentiator for your business
Make from your it department a competitive differentiator for your business
 
Di in the age of digital disruptions v1.0
Di in the age of digital disruptions v1.0Di in the age of digital disruptions v1.0
Di in the age of digital disruptions v1.0
 
MongoDB IoT City Tour LONDON: Hadoop and the future of data management. By, M...
MongoDB IoT City Tour LONDON: Hadoop and the future of data management. By, M...MongoDB IoT City Tour LONDON: Hadoop and the future of data management. By, M...
MongoDB IoT City Tour LONDON: Hadoop and the future of data management. By, M...
 
Organising the Data Lake - Information Management in a Big Data World
Organising the Data Lake - Information Management in a Big Data WorldOrganising the Data Lake - Information Management in a Big Data World
Organising the Data Lake - Information Management in a Big Data World
 
Enterprise analytics journey from Helene Lyon
Enterprise analytics journey from Helene LyonEnterprise analytics journey from Helene Lyon
Enterprise analytics journey from Helene Lyon
 
Fast Data Strategy Houston Roadshow Presentation
Fast Data Strategy Houston Roadshow PresentationFast Data Strategy Houston Roadshow Presentation
Fast Data Strategy Houston Roadshow Presentation
 
ADV Slides: 2021 Trends in Enterprise Analytics
ADV Slides: 2021 Trends in Enterprise AnalyticsADV Slides: 2021 Trends in Enterprise Analytics
ADV Slides: 2021 Trends in Enterprise Analytics
 
There are 250 Database products, are you running the right one?
There are 250 Database products, are you running the right one?There are 250 Database products, are you running the right one?
There are 250 Database products, are you running the right one?
 
NRB - LUXEMBOURG MAINFRAME DAY 2017 - Data Spark and the Data Federation
NRB - LUXEMBOURG MAINFRAME DAY 2017 - Data Spark and the Data FederationNRB - LUXEMBOURG MAINFRAME DAY 2017 - Data Spark and the Data Federation
NRB - LUXEMBOURG MAINFRAME DAY 2017 - Data Spark and the Data Federation
 
NRB - BE MAINFRAME DAY 2017 - Data spark and the data federation
NRB - BE MAINFRAME DAY 2017 - Data spark and the data federation NRB - BE MAINFRAME DAY 2017 - Data spark and the data federation
NRB - BE MAINFRAME DAY 2017 - Data spark and the data federation
 
S sy0883 smarter-storage-strategy-edge2015-v4
S sy0883 smarter-storage-strategy-edge2015-v4S sy0883 smarter-storage-strategy-edge2015-v4
S sy0883 smarter-storage-strategy-edge2015-v4
 
Top SAP Online training institute in Hyderabad
Top SAP Online training institute in HyderabadTop SAP Online training institute in Hyderabad
Top SAP Online training institute in Hyderabad
 

Mais de Capgemini

Top Healthcare Trends 2022
Top Healthcare Trends 2022Top Healthcare Trends 2022
Top Healthcare Trends 2022Capgemini
 
Top P&C Insurance Trends 2022
Top P&C Insurance Trends 2022Top P&C Insurance Trends 2022
Top P&C Insurance Trends 2022Capgemini
 
Commercial Banking Trends book 2022
Commercial Banking Trends book 2022Commercial Banking Trends book 2022
Commercial Banking Trends book 2022Capgemini
 
Top Trends in Payments 2022
Top Trends in Payments 2022Top Trends in Payments 2022
Top Trends in Payments 2022Capgemini
 
Top Trends in Wealth Management 2022
Top Trends in Wealth Management 2022Top Trends in Wealth Management 2022
Top Trends in Wealth Management 2022Capgemini
 
Retail Banking Trends book 2022
Retail Banking Trends book 2022Retail Banking Trends book 2022
Retail Banking Trends book 2022Capgemini
 
Top Life Insurance Trends 2022
Top Life Insurance Trends 2022Top Life Insurance Trends 2022
Top Life Insurance Trends 2022Capgemini
 
キャップジェミニ、あなたの『RISE WITH SAP』のパートナーです
キャップジェミニ、あなたの『RISE WITH SAP』のパートナーですキャップジェミニ、あなたの『RISE WITH SAP』のパートナーです
キャップジェミニ、あなたの『RISE WITH SAP』のパートナーですCapgemini
 
Property & Casualty Insurance Top Trends 2021
Property & Casualty Insurance Top Trends 2021Property & Casualty Insurance Top Trends 2021
Property & Casualty Insurance Top Trends 2021Capgemini
 
Life Insurance Top Trends 2021
Life Insurance Top Trends 2021Life Insurance Top Trends 2021
Life Insurance Top Trends 2021Capgemini
 
Top Trends in Commercial Banking: 2021
Top Trends in Commercial Banking: 2021Top Trends in Commercial Banking: 2021
Top Trends in Commercial Banking: 2021Capgemini
 
Top Trends in Wealth Management: 2021
Top Trends in Wealth Management: 2021Top Trends in Wealth Management: 2021
Top Trends in Wealth Management: 2021Capgemini
 
Top Trends in Payments: 2021
Top Trends in Payments: 2021Top Trends in Payments: 2021
Top Trends in Payments: 2021Capgemini
 
Health Insurance Top Trends 2021
Health Insurance Top Trends 2021Health Insurance Top Trends 2021
Health Insurance Top Trends 2021Capgemini
 
Top Trends in Retail Banking: 2021
Top Trends in Retail Banking: 2021Top Trends in Retail Banking: 2021
Top Trends in Retail Banking: 2021Capgemini
 
Capgemini’s Connected Autonomous Planning
Capgemini’s Connected Autonomous PlanningCapgemini’s Connected Autonomous Planning
Capgemini’s Connected Autonomous PlanningCapgemini
 
Top Trends in Retail Banking: 2020
Top Trends in Retail Banking: 2020Top Trends in Retail Banking: 2020
Top Trends in Retail Banking: 2020Capgemini
 
Top Trends in Life Insurance: 2020
Top Trends in Life Insurance: 2020Top Trends in Life Insurance: 2020
Top Trends in Life Insurance: 2020Capgemini
 
Top Trends in Health Insurance: 2020
Top Trends in Health Insurance: 2020Top Trends in Health Insurance: 2020
Top Trends in Health Insurance: 2020Capgemini
 
Top Trends in Payments: 2020
Top Trends in Payments: 2020Top Trends in Payments: 2020
Top Trends in Payments: 2020Capgemini
 

Mais de Capgemini (20)

Top Healthcare Trends 2022
Top Healthcare Trends 2022Top Healthcare Trends 2022
Top Healthcare Trends 2022
 
Top P&C Insurance Trends 2022
Top P&C Insurance Trends 2022Top P&C Insurance Trends 2022
Top P&C Insurance Trends 2022
 
Commercial Banking Trends book 2022
Commercial Banking Trends book 2022Commercial Banking Trends book 2022
Commercial Banking Trends book 2022
 
Top Trends in Payments 2022
Top Trends in Payments 2022Top Trends in Payments 2022
Top Trends in Payments 2022
 
Top Trends in Wealth Management 2022
Top Trends in Wealth Management 2022Top Trends in Wealth Management 2022
Top Trends in Wealth Management 2022
 
Retail Banking Trends book 2022
Retail Banking Trends book 2022Retail Banking Trends book 2022
Retail Banking Trends book 2022
 
Top Life Insurance Trends 2022
Top Life Insurance Trends 2022Top Life Insurance Trends 2022
Top Life Insurance Trends 2022
 
キャップジェミニ、あなたの『RISE WITH SAP』のパートナーです
キャップジェミニ、あなたの『RISE WITH SAP』のパートナーですキャップジェミニ、あなたの『RISE WITH SAP』のパートナーです
キャップジェミニ、あなたの『RISE WITH SAP』のパートナーです
 
Property & Casualty Insurance Top Trends 2021
Property & Casualty Insurance Top Trends 2021Property & Casualty Insurance Top Trends 2021
Property & Casualty Insurance Top Trends 2021
 
Life Insurance Top Trends 2021
Life Insurance Top Trends 2021Life Insurance Top Trends 2021
Life Insurance Top Trends 2021
 
Top Trends in Commercial Banking: 2021
Top Trends in Commercial Banking: 2021Top Trends in Commercial Banking: 2021
Top Trends in Commercial Banking: 2021
 
Top Trends in Wealth Management: 2021
Top Trends in Wealth Management: 2021Top Trends in Wealth Management: 2021
Top Trends in Wealth Management: 2021
 
Top Trends in Payments: 2021
Top Trends in Payments: 2021Top Trends in Payments: 2021
Top Trends in Payments: 2021
 
Health Insurance Top Trends 2021
Health Insurance Top Trends 2021Health Insurance Top Trends 2021
Health Insurance Top Trends 2021
 
Top Trends in Retail Banking: 2021
Top Trends in Retail Banking: 2021Top Trends in Retail Banking: 2021
Top Trends in Retail Banking: 2021
 
Capgemini’s Connected Autonomous Planning
Capgemini’s Connected Autonomous PlanningCapgemini’s Connected Autonomous Planning
Capgemini’s Connected Autonomous Planning
 
Top Trends in Retail Banking: 2020
Top Trends in Retail Banking: 2020Top Trends in Retail Banking: 2020
Top Trends in Retail Banking: 2020
 
Top Trends in Life Insurance: 2020
Top Trends in Life Insurance: 2020Top Trends in Life Insurance: 2020
Top Trends in Life Insurance: 2020
 
Top Trends in Health Insurance: 2020
Top Trends in Health Insurance: 2020Top Trends in Health Insurance: 2020
Top Trends in Health Insurance: 2020
 
Top Trends in Payments: 2020
Top Trends in Payments: 2020Top Trends in Payments: 2020
Top Trends in Payments: 2020
 

Último

The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptx
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptxThe Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptx
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptxLoriGlavin3
 
How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.Curtis Poe
 
SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024Lorenzo Miniero
 
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024BookNet Canada
 
Digital Identity is Under Attack: FIDO Paris Seminar.pptx
Digital Identity is Under Attack: FIDO Paris Seminar.pptxDigital Identity is Under Attack: FIDO Paris Seminar.pptx
Digital Identity is Under Attack: FIDO Paris Seminar.pptxLoriGlavin3
 
TrustArc Webinar - How to Build Consumer Trust Through Data Privacy
TrustArc Webinar - How to Build Consumer Trust Through Data PrivacyTrustArc Webinar - How to Build Consumer Trust Through Data Privacy
TrustArc Webinar - How to Build Consumer Trust Through Data PrivacyTrustArc
 
Dev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebDev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebUiPathCommunity
 
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek SchlawackFwdays
 
Scanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsScanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsRizwan Syed
 
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptxMerck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptxLoriGlavin3
 
Developer Data Modeling Mistakes: From Postgres to NoSQL
Developer Data Modeling Mistakes: From Postgres to NoSQLDeveloper Data Modeling Mistakes: From Postgres to NoSQL
Developer Data Modeling Mistakes: From Postgres to NoSQLScyllaDB
 
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptxUse of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptxLoriGlavin3
 
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdf
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdfHyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdf
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdfPrecisely
 
The State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptxThe State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptxLoriGlavin3
 
Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?Mattias Andersson
 
What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024Stephanie Beckett
 
Streamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupStreamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupFlorian Wilhelm
 
DSPy a system for AI to Write Prompts and Do Fine Tuning
DSPy a system for AI to Write Prompts and Do Fine TuningDSPy a system for AI to Write Prompts and Do Fine Tuning
DSPy a system for AI to Write Prompts and Do Fine TuningLars Bell
 
DevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenDevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenHervé Boutemy
 
Generative AI for Technical Writer or Information Developers
Generative AI for Technical Writer or Information DevelopersGenerative AI for Technical Writer or Information Developers
Generative AI for Technical Writer or Information DevelopersRaghuram Pandurangan
 

Último (20)

The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptx
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptxThe Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptx
The Role of FIDO in a Cyber Secure Netherlands: FIDO Paris Seminar.pptx
 
How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.
 
SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024
 
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
 
Digital Identity is Under Attack: FIDO Paris Seminar.pptx
Digital Identity is Under Attack: FIDO Paris Seminar.pptxDigital Identity is Under Attack: FIDO Paris Seminar.pptx
Digital Identity is Under Attack: FIDO Paris Seminar.pptx
 
TrustArc Webinar - How to Build Consumer Trust Through Data Privacy
TrustArc Webinar - How to Build Consumer Trust Through Data PrivacyTrustArc Webinar - How to Build Consumer Trust Through Data Privacy
TrustArc Webinar - How to Build Consumer Trust Through Data Privacy
 
Dev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebDev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio Web
 
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
 
Scanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsScanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL Certs
 
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptxMerck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptx
 
Developer Data Modeling Mistakes: From Postgres to NoSQL
Developer Data Modeling Mistakes: From Postgres to NoSQLDeveloper Data Modeling Mistakes: From Postgres to NoSQL
Developer Data Modeling Mistakes: From Postgres to NoSQL
 
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptxUse of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
Use of FIDO in the Payments and Identity Landscape: FIDO Paris Seminar.pptx
 
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdf
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdfHyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdf
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdf
 
The State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptxThe State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptx
 
Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?
 
What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024
 
Streamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupStreamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project Setup
 
DSPy a system for AI to Write Prompts and Do Fine Tuning
DSPy a system for AI to Write Prompts and Do Fine TuningDSPy a system for AI to Write Prompts and Do Fine Tuning
DSPy a system for AI to Write Prompts and Do Fine Tuning
 
DevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenDevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache Maven
 
Generative AI for Technical Writer or Information Developers
Generative AI for Technical Writer or Information DevelopersGenerative AI for Technical Writer or Information Developers
Generative AI for Technical Writer or Information Developers
 

EMC World 2014 Breakout: Move to the Business Data Lake – Not as Hard as It Sounds

  • 1. 1© Copyright 2014 EMC Corporation. All rights reserved. Breakout: Move to the Business Data Lake – Not as Hard as it Sounds Michael Wood & Steve Jones
  • 2. 2© Copyright 2014 EMC Corporation. All rights reserved. Agenda !  Introductions !  What is the Data Lake? (…and better yet, Why?) !  Business Demands on Data !  Dealing with People and Technology Realistically !  No Rip and Replace/Evolve Towards Business Value !  Call to Action
  • 3. 3© Copyright 2014 EMC Corporation. All rights reserved. What Do We Need to Change? •  Data Volume Exploding •  Importance of Analytics Accelerating •  Demand for Different Kinds of Data Enterprise Data Systems Limited by Schema! Limited by Cost! Data that Doesn’t Fit is Discarded!
  • 4. 4© Copyright 2014 EMC Corporation. All rights reserved. What if We Can Break Out? BATTLE-TESTED MPP DATABASE MPP QUERY ON HADOOP IN-MEMORY DATA GRID Store Everything! Analyze Anything!
  • 5. 5© Copyright 2014 EMC Corporation. All rights reserved. Multiple Internal Views– Consistently Compromised Corporate Ad-hoc LOB Management Operations Market Operations LOB mart Spreadsheets Line of business Transactional systems CRMERP PLM EDW CorporateODS Web
  • 6. 6© Copyright 2014 EMC Corporation. All rights reserved. Multiple Internal Views–Consistently Compromised Corporate Ad-hoc LOB Management Operations Market Operations LOB mart Spreadsheets Line of business Transactional systems CRMERP PLM EDW CorporateODS Web Fit Detail Freshness Fidelity
  • 7. 7© Copyright 2014 EMC Corporation. All rights reserved. Why the Single View Fails Division1 Sales Finance Supply chain Marketing R&D Personal KPIs DivsionalKPIs Corporate Now agree on everythingDivision2 Sales Finance Supply chain Marketing R&D PersonalKPIs DivsionalKPIs Division3 Sales Finance Supply chain Marketing R&D PersonalKPIs DivsionalKPIs Division4 Sales Finance Supply chain Marketing R&D PersonalKPIs DivsionalKPIs Corporate KPIs
  • 8. 8© Copyright 2014 EMC Corporation. All rights reserved. And That Was When We Just Worked Internally… •  The volumes of data are exploding •  The ability to control and dictate in an ‘outside-in’ world is minimal •  More and more business value is beyond the core transactions •  The old approach of ‘a single view’ is impossible in a world of federated internal and external data Core transactions
  • 9. 9© Copyright 2014 EMC Corporation. All rights reserved. Remember… Culture eats strategy for breakfast. – Peter Drucker
  • 10. 10© Copyright 2014 EMC Corporation. All rights reserved. How Do Pivotal & Capgemini Deliver the Business Data Lake Govern where it matters Capgemini’s Information governance approach "  MDM & RDM data integrated "  Information RADAR approach to identification Encourage local requirements "  HAWQ – Traditional disk-based structured SQL "  Pivotal GemFire XD – Fast in-memory database "  Pivotal GemFire XD – Real-time analytics and integration Distill on demand "  HAWQ "  Structured SQL on Pivotal HD "  Pivotal Data Dispatch "  Data movement and transformation Store everything "  Pivotal HD "  Low cost "  Simplified deployment Save 80% on Data Storage Compress the time to value Sell to the business and IT Capgemini’s end to end value
  • 11. 11© Copyright 2014 EMC Corporation. All rights reserved. What Does This Mean? HDFS Load everything Keep the history Business driven North America operations Marketing campaign EMEA data mart Distill HAWQ Transactional systems CRM PLMERPSensor NetworkWeb Social Media MarketSupplier
  • 12. 12© Copyright 2014 EMC Corporation. All rights reserved. Business driven Customers Orders Inventory Customers Campaign Contract Customers Orders Invoices What Does This Mean? HDFS Load everything Keep the history Distill HAWQ Transactional systems CRM PLMERPSensor NetworkWeb Social Media MarketSupplier
  • 13. 13© Copyright 2014 EMC Corporation. All rights reserved. What Does This Mean? Business driven Customers Orders Inventory Customers Campaign Contract Customers Orders Invoices Distill HAWQHDFS Load everything Keep the history Transactional systems CRM PLMERPSensor NetworkWeb Social Media MarketSupplier Information governance MDM and RDM The need to share We need a global view on customers Customers Customers Customers CustomerThe global view Revenue
  • 14. 14© Copyright 2014 EMC Corporation. All rights reserved. Why the Business Data Lake Succeeds Division1 Sales Finance Supply chain Marketing R&D Personal KPIs DivsionalKPIs Corporate Division2 Sales Finance Supply chain Marketing R&D PersonalKPIs DivsionalKPIs Division3 Sales Finance Supply chain Marketing R&D PersonalKPIs DivsionalKPIs Division4 Sales Finance Supply chain Marketing R&D PersonalKPIs DivsionalKPIs Corporate KPIs Now agree where it counts
  • 15. 15© Copyright 2014 EMC Corporation. All rights reserved. Business Data Lake Architecture Ingestion Tier Insights Tier Unified Operations Tier System monitoring System management Unified Data Management Tier Data mgmt. services MDM RDM Audit and policy mgmt. Processing Tier Workflow management Distillation Tier HDFS storage Unstructured and structured data In-memory MPP database Real-time Micro batch Mega batch SQL NoSQL SQL MapReduce Query interfaces SQL Sources Action Tier Real-time ingestion Micro batch ingestion Batch ingestion Real-time insights Interactive insights Batch insights
  • 16. 16© Copyright 2014 EMC Corporation. All rights reserved. How the Business Data Lake Works Structured tier * SDH = Source Data History Structured data tier Business mart LOB Ad-hoc analytics LOB analytics hub Business mart model LOB Ad-hoc analytics model LOB analytics Model All data loaded ‘as is’ from sources with history automatically added LOB creates their model Maps their model to the sources Source Distillation tier Map Map Map Map Map Map Map Map Data storage Source Source Source Source Source Source Source SDH SDH SDH SDH SDH SDH SDH SDH
  • 17. 17© Copyright 2014 EMC Corporation. All rights reserved. How the Corporate View Works Local view Corporate standards Master data and reference data Corporate view Customer x-ref Customer MDM Invoices Orders Customer Invoices Orders BU1 Information governance BU2 BU3 Customer Invoices Orders Customer Invoices Orders Customer Invoices Orders
  • 18. 18© Copyright 2014 EMC Corporation. All rights reserved. The New Philosophy Business Data Lake Store everything Encourage local Govern only the common Treat global as a local view It’s all about insight at the point of action
  • 19. 19© Copyright 2014 EMC Corporation. All rights reserved. Call to Action •  Learn More about the Business Data Lake: -  http://www.gopivotal.com/big-data/businessdatalake •  Learn about Capgemini’s capabilities -  http://www.capgemini.com/big-data-analytics/business-data-lake •  Partners can get involved at http://www.gopivotal.com/partners •  Visit the EMC booth to discover how the EMC Federation of Companies helps drive the Data Lake •  Follow Us on Twitter! -  Michael - @aBitCloudy -  Steve - @mosesjones