SlideShare une entreprise Scribd logo
1  sur  20
Télécharger pour lire hors ligne
DELIVERING ANALYTICS
AT SCALE WITH A
GOVERNED DATA LAKE
Jean-Michel Franco
Sr Director for Data Governance Products
@jmichel_franco
22
AGENDA
A data governance model for
the Data Lake
Building the platform for the
governed data lake
Use Cases : Establishing
GDPR/Data Privacy compliance
in a customer 360° lake
01
02
03
33
2012 2013 2014 2015 2016 2017 2018 2019 2020 2021
DATA ECONOMICS ARE BROKEN
TRADITIONAL APPROACH CAN NO LONGER KEEP UP
Data &
business
expectations
Delivery
Capabilities
WIDENING
GAP
3Xgrowth
rate in
self-service
users
Data doubling
every 2 years
cloud
machine
learning
IOT
People
44
Traditional
DataWarehouse
Authoritative Governance
WHY TRADITIONAL APPROACHES FAILED WITH BIG DATA
Old Model -> Too Few People Access Too Few Data
Restricted
Data Access
Governance
Costs, Time to market, Scalability
Limited
User Reach
55
RawData
WHY MOST DATA LAKE APPROACHES WILL FAIL
New model -> Struggling To Control The Data Sprawl
Any Data Costs, Time to value, Scalability
Governance, Risks
Any Data
Worker
Data Scientists
Business Analysts
Operations
INGEST CURATE MANAGE CONSUME
INGEST CURATE MANAGE CONSUME
INGEST CURATE MANAGE CONSUME
GOVERN
GOVERN
Open Data
Hadoop & NoSQL
Traditional Data Sources
Streams
Enterprise Apps
Cloud
Smart
Data
Smart
Data
Smart
Data
66
BALANCING THE GOVERNANCE ‘SEE-SAW’
ControlAutonomy
77
COLLABORATIVE GOVERNANCE FROM THE GET GO
Scaling Trust And Reach Through Collaboration
Costs, Time to value, Scalability, Governance Any Data
Worker
Any Data
Open Data
Hadoop & NoSQL
Traditional Data Sources
Streams
Enterprise Apps
Cloud RawData
IT’s Sanctionned Content
Business Crowdsourced Content
SmartData
PAVING THE ROAD FOR THE
GOVERNED DATA LAKE
99
A 5 STEPS APPROACH FOR MODERN DATA GOVERNANCE
√
• Establish Data Quality Upfront
• Unleash Data as a Service
for People and Apps
• Capture & Document Any Data Sources
√
√
√
√
√
√
• Take Control & Protect
Data Engineers
Business Users
Data Scientists
Customers
Applications
API
• Foster accountability
10
WHAT ARE THE RELATED 5 DATA MGMT DISCIPLINES?
Know
Your Data
Build the
360°view
Protect and
govern your Data
Foster
Accounta-
lities
Publish data
in a controlled
way
Data Anonymization,
Policy Enforcement,
Data Lineage
Data Cataloging & Metadata Management
Data Quality &
Master Data Management
Data Stewardship
Data Cataloging and API
11
BOOSTING DATA USAGE TENFOLD
AT ISO-BUDGET WITH A CLOUD
DATA-LAKE
Goals & Benefits
• Expanding data usage and reaping
the benefits of data monetization
• Turbo-charging analytics from
batch to near real time
• Establishing end to end security
and compliance (MIFID, GDPR…)
• Improving data accessibility ->
from 45 days to 1 day for
provisioning a data lab
Data
Lake
Catalog &
Search
Access &
UI
Processing
and
Analytics
Gover-
nance &
Security
Data
Ingestion
&
Integration
USE CASE: THE GDPR DATA LAKE
1313
MOST COMPANIES FAIL, BADLY
Policies are defined…
98%HAVE UPDATED THEIR
PRIVACY POLICIES FOR
GDPR
70%FAILED TO PROVIDE THE
DATA REQUESTED!
21 days
AVG TIME IT TOOK
COMPLIANT COMPANIES
TO RESPOND
But are not enforced… or poorly delivered
1414
THE ROAD TO
COMPLIANCE:
WHY DO
COMPANIES FAIL?
• No established accountability
• Unautomated process
• A legal process, rather than a
customer service engagement
• People as human data integrators
• No control over personal data
• Reluctance to share the data
1515
CAPTURE AND TRACK PERSONAL DATA
Data Management Discipline: Data Cataloging
The road to success (1/5)
1616
FOSTER ACCOUNTABILITY
Data Management Discipline: Data Stewardship
The road to success (2/5)
6%
ASKED FOR A
DELAY
EXTENSION
1717
RECONCILE DATA
Data Management Discipline: Customer 360/MDM
The road to success (3/5)
1818
ENFORCE COMPLIANCE
Data Management discipline: Data Masking
The road to success (4/5)
1919
MAKE DATA AVAILABLE FOR DATA SUBJECTS
Data Management Discipline: Data Services
The road to success (5/5)
7%
RESPONDED
IN < 1 DAY
DELIVERING ANALYTICS
AT SCALE WITH A
GOVERNED DATA LAKE
Jean-Michel Franco
Sr Director for Data Governance Products
@jmichel_franco

Contenu connexe

Tendances

Dynamic Talks: "Data Strategy as a Conduit for Data Maturity and Monetization...
Dynamic Talks: "Data Strategy as a Conduit for Data Maturity and Monetization...Dynamic Talks: "Data Strategy as a Conduit for Data Maturity and Monetization...
Dynamic Talks: "Data Strategy as a Conduit for Data Maturity and Monetization...Grid Dynamics
 
Practical steps to GDPR compliance
Practical steps to GDPR compliance Practical steps to GDPR compliance
Practical steps to GDPR compliance Jean-Michel Franco
 
Delivering data governance with a Yes
Delivering data governance with a YesDelivering data governance with a Yes
Delivering data governance with a YesJean-Michel Franco
 
Big data engineering slideshare - v0.4
Big data engineering   slideshare - v0.4Big data engineering   slideshare - v0.4
Big data engineering slideshare - v0.4Agilisium Consulting
 
Big Data LDN 2017: Data Governance Reimagined
Big Data LDN 2017: Data Governance ReimaginedBig Data LDN 2017: Data Governance Reimagined
Big Data LDN 2017: Data Governance ReimaginedMatt Stubbs
 
The State of Big Data Adoption: A Glance at Top Industries Adopting Big Data ...
The State of Big Data Adoption: A Glance at Top Industries Adopting Big Data ...The State of Big Data Adoption: A Glance at Top Industries Adopting Big Data ...
The State of Big Data Adoption: A Glance at Top Industries Adopting Big Data ...Datameer
 
New Strategies for More Effective Remote/Branch Office Data Protection
New Strategies for More Effective Remote/Branch Office Data ProtectionNew Strategies for More Effective Remote/Branch Office Data Protection
New Strategies for More Effective Remote/Branch Office Data ProtectionDruva
 
Big data and social media, BAE Systems Detica
Big data and social media, BAE Systems DeticaBig data and social media, BAE Systems Detica
Big data and social media, BAE Systems DeticaInternet World
 
Big data governance slideshare - v0.5
Big data governance   slideshare - v0.5Big data governance   slideshare - v0.5
Big data governance slideshare - v0.5Agilisium Consulting
 
Unlocking Greater Insights with Integrated Data Quality for Collibra
Unlocking Greater Insights with Integrated Data Quality for CollibraUnlocking Greater Insights with Integrated Data Quality for Collibra
Unlocking Greater Insights with Integrated Data Quality for CollibraPrecisely
 
Big data consulting slideshare - v0.4
Big data consulting   slideshare - v0.4Big data consulting   slideshare - v0.4
Big data consulting slideshare - v0.4Agilisium Consulting
 
Webinar: The Three New Requirements of Unstructured Data Protection
Webinar: The Three New Requirements of Unstructured Data ProtectionWebinar: The Three New Requirements of Unstructured Data Protection
Webinar: The Three New Requirements of Unstructured Data ProtectionStorage Switzerland
 
GDPR Scotland 2017
GDPR Scotland 2017GDPR Scotland 2017
GDPR Scotland 2017Ray Bugg
 
De groote de man Ingrid de Poorter
De groote de man Ingrid de PoorterDe groote de man Ingrid de Poorter
De groote de man Ingrid de PoorterBigDataExpo
 
Data Virtualization Accelerating Your Data Strategy
Data Virtualization Accelerating Your Data StrategyData Virtualization Accelerating Your Data Strategy
Data Virtualization Accelerating Your Data StrategyDenodo
 
Multi Cloud Data Integration- Retail
Multi Cloud Data Integration- RetailMulti Cloud Data Integration- Retail
Multi Cloud Data Integration- Retailalanwaler
 
Big data services slideshare - agilisium 2.0 - v1.0
Big data services   slideshare - agilisium 2.0 - v1.0Big data services   slideshare - agilisium 2.0 - v1.0
Big data services slideshare - agilisium 2.0 - v1.0Agilisium Consulting
 
DAMA Webinar: The Data Governance of Personal (PII) Data
DAMA Webinar: The Data Governance of  Personal (PII) DataDAMA Webinar: The Data Governance of  Personal (PII) Data
DAMA Webinar: The Data Governance of Personal (PII) DataDATAVERSITY
 
Accelerating Fast Data Strategy with Data Virtualization
Accelerating Fast Data Strategy with Data VirtualizationAccelerating Fast Data Strategy with Data Virtualization
Accelerating Fast Data Strategy with Data VirtualizationDenodo
 
Cookie Consent was Only the Beginning of Your Privacy Journey
Cookie Consent was Only the Beginning of Your Privacy Journey Cookie Consent was Only the Beginning of Your Privacy Journey
Cookie Consent was Only the Beginning of Your Privacy Journey TrustArc
 

Tendances (20)

Dynamic Talks: "Data Strategy as a Conduit for Data Maturity and Monetization...
Dynamic Talks: "Data Strategy as a Conduit for Data Maturity and Monetization...Dynamic Talks: "Data Strategy as a Conduit for Data Maturity and Monetization...
Dynamic Talks: "Data Strategy as a Conduit for Data Maturity and Monetization...
 
Practical steps to GDPR compliance
Practical steps to GDPR compliance Practical steps to GDPR compliance
Practical steps to GDPR compliance
 
Delivering data governance with a Yes
Delivering data governance with a YesDelivering data governance with a Yes
Delivering data governance with a Yes
 
Big data engineering slideshare - v0.4
Big data engineering   slideshare - v0.4Big data engineering   slideshare - v0.4
Big data engineering slideshare - v0.4
 
Big Data LDN 2017: Data Governance Reimagined
Big Data LDN 2017: Data Governance ReimaginedBig Data LDN 2017: Data Governance Reimagined
Big Data LDN 2017: Data Governance Reimagined
 
The State of Big Data Adoption: A Glance at Top Industries Adopting Big Data ...
The State of Big Data Adoption: A Glance at Top Industries Adopting Big Data ...The State of Big Data Adoption: A Glance at Top Industries Adopting Big Data ...
The State of Big Data Adoption: A Glance at Top Industries Adopting Big Data ...
 
New Strategies for More Effective Remote/Branch Office Data Protection
New Strategies for More Effective Remote/Branch Office Data ProtectionNew Strategies for More Effective Remote/Branch Office Data Protection
New Strategies for More Effective Remote/Branch Office Data Protection
 
Big data and social media, BAE Systems Detica
Big data and social media, BAE Systems DeticaBig data and social media, BAE Systems Detica
Big data and social media, BAE Systems Detica
 
Big data governance slideshare - v0.5
Big data governance   slideshare - v0.5Big data governance   slideshare - v0.5
Big data governance slideshare - v0.5
 
Unlocking Greater Insights with Integrated Data Quality for Collibra
Unlocking Greater Insights with Integrated Data Quality for CollibraUnlocking Greater Insights with Integrated Data Quality for Collibra
Unlocking Greater Insights with Integrated Data Quality for Collibra
 
Big data consulting slideshare - v0.4
Big data consulting   slideshare - v0.4Big data consulting   slideshare - v0.4
Big data consulting slideshare - v0.4
 
Webinar: The Three New Requirements of Unstructured Data Protection
Webinar: The Three New Requirements of Unstructured Data ProtectionWebinar: The Three New Requirements of Unstructured Data Protection
Webinar: The Three New Requirements of Unstructured Data Protection
 
GDPR Scotland 2017
GDPR Scotland 2017GDPR Scotland 2017
GDPR Scotland 2017
 
De groote de man Ingrid de Poorter
De groote de man Ingrid de PoorterDe groote de man Ingrid de Poorter
De groote de man Ingrid de Poorter
 
Data Virtualization Accelerating Your Data Strategy
Data Virtualization Accelerating Your Data StrategyData Virtualization Accelerating Your Data Strategy
Data Virtualization Accelerating Your Data Strategy
 
Multi Cloud Data Integration- Retail
Multi Cloud Data Integration- RetailMulti Cloud Data Integration- Retail
Multi Cloud Data Integration- Retail
 
Big data services slideshare - agilisium 2.0 - v1.0
Big data services   slideshare - agilisium 2.0 - v1.0Big data services   slideshare - agilisium 2.0 - v1.0
Big data services slideshare - agilisium 2.0 - v1.0
 
DAMA Webinar: The Data Governance of Personal (PII) Data
DAMA Webinar: The Data Governance of  Personal (PII) DataDAMA Webinar: The Data Governance of  Personal (PII) Data
DAMA Webinar: The Data Governance of Personal (PII) Data
 
Accelerating Fast Data Strategy with Data Virtualization
Accelerating Fast Data Strategy with Data VirtualizationAccelerating Fast Data Strategy with Data Virtualization
Accelerating Fast Data Strategy with Data Virtualization
 
Cookie Consent was Only the Beginning of Your Privacy Journey
Cookie Consent was Only the Beginning of Your Privacy Journey Cookie Consent was Only the Beginning of Your Privacy Journey
Cookie Consent was Only the Beginning of Your Privacy Journey
 

Similaire à Delivering Analytics at Scale with a Governed Data Lake

¿En qué se parece el Gobierno del Dato a un parque de atracciones?
¿En qué se parece el Gobierno del Dato a un parque de atracciones?¿En qué se parece el Gobierno del Dato a un parque de atracciones?
¿En qué se parece el Gobierno del Dato a un parque de atracciones?Denodo
 
Big data and the data quality imperative
Big data and the data quality imperativeBig data and the data quality imperative
Big data and the data quality imperativeTrillium Software
 
Implementar una estrategia eficiente de gobierno y seguridad del dato con la ...
Implementar una estrategia eficiente de gobierno y seguridad del dato con la ...Implementar una estrategia eficiente de gobierno y seguridad del dato con la ...
Implementar una estrategia eficiente de gobierno y seguridad del dato con la ...Denodo
 
Perspectives on Ethical Big Data Governance
Perspectives on Ethical Big Data GovernancePerspectives on Ethical Big Data Governance
Perspectives on Ethical Big Data GovernanceCloudera, Inc.
 
Reinvent Your Data Management Strategy for Successful Digital Transformation
Reinvent Your Data Management Strategy for Successful Digital TransformationReinvent Your Data Management Strategy for Successful Digital Transformation
Reinvent Your Data Management Strategy for Successful Digital TransformationDenodo
 
GDPR Compliance Made Easy with Data Virtualization
GDPR Compliance Made Easy with Data VirtualizationGDPR Compliance Made Easy with Data Virtualization
GDPR Compliance Made Easy with Data VirtualizationDenodo
 
Foundational Strategies for Trust in Big Data Part 3: Data Lineage
Foundational Strategies for Trust in Big Data Part 3: Data LineageFoundational Strategies for Trust in Big Data Part 3: Data Lineage
Foundational Strategies for Trust in Big Data Part 3: Data LineagePrecisely
 
The value of big data analytics
The value of big data analyticsThe value of big data analytics
The value of big data analyticsMarc Vael
 
Group 2 Handling and Processing of big data (1).pptx
Group 2 Handling and Processing of big data (1).pptxGroup 2 Handling and Processing of big data (1).pptx
Group 2 Handling and Processing of big data (1).pptxNATASHABANO
 
The Bigger They Are The Harder They Fall
The Bigger They Are The Harder They FallThe Bigger They Are The Harder They Fall
The Bigger They Are The Harder They FallTrillium Software
 
7 Big Data Challenges and How to Overcome Them
7 Big Data Challenges and How to Overcome Them7 Big Data Challenges and How to Overcome Them
7 Big Data Challenges and How to Overcome ThemQubole
 
2018 Big Data Trends: Liberate, Integrate, and Trust Your Data
2018 Big Data Trends: Liberate, Integrate, and Trust Your Data2018 Big Data Trends: Liberate, Integrate, and Trust Your Data
2018 Big Data Trends: Liberate, Integrate, and Trust Your DataPrecisely
 
Tdwi austin simplifying big data delivery to drive new insights final
Tdwi austin   simplifying big data delivery to drive new insights finalTdwi austin   simplifying big data delivery to drive new insights final
Tdwi austin simplifying big data delivery to drive new insights finalSal Marcus
 
From Near to Maturity - Presentation to European Data Forum
From Near to Maturity - Presentation to European Data ForumFrom Near to Maturity - Presentation to European Data Forum
From Near to Maturity - Presentation to European Data ForumCastlebridge Associates
 
Solving the Data Management Challenge for Healthcare
Solving the Data Management Challenge for HealthcareSolving the Data Management Challenge for Healthcare
Solving the Data Management Challenge for HealthcareDelphix
 
Master Data Management
Master Data ManagementMaster Data Management
Master Data ManagementSabir Akhtar
 
Is your big data journey stalling? Take the Leap with Capgemini and Cloudera
Is your big data journey stalling? Take the Leap with Capgemini and ClouderaIs your big data journey stalling? Take the Leap with Capgemini and Cloudera
Is your big data journey stalling? Take the Leap with Capgemini and ClouderaCloudera, Inc.
 
Active Governance Across the Delta Lake with Alation
Active Governance Across the Delta Lake with AlationActive Governance Across the Delta Lake with Alation
Active Governance Across the Delta Lake with AlationDatabricks
 
GDPR: Leverage the Power of Graphs
GDPR: Leverage the Power of GraphsGDPR: Leverage the Power of Graphs
GDPR: Leverage the Power of GraphsNeo4j
 
Why Data Science Projects Fail
Why Data Science Projects FailWhy Data Science Projects Fail
Why Data Science Projects FailSense Corp
 

Similaire à Delivering Analytics at Scale with a Governed Data Lake (20)

¿En qué se parece el Gobierno del Dato a un parque de atracciones?
¿En qué se parece el Gobierno del Dato a un parque de atracciones?¿En qué se parece el Gobierno del Dato a un parque de atracciones?
¿En qué se parece el Gobierno del Dato a un parque de atracciones?
 
Big data and the data quality imperative
Big data and the data quality imperativeBig data and the data quality imperative
Big data and the data quality imperative
 
Implementar una estrategia eficiente de gobierno y seguridad del dato con la ...
Implementar una estrategia eficiente de gobierno y seguridad del dato con la ...Implementar una estrategia eficiente de gobierno y seguridad del dato con la ...
Implementar una estrategia eficiente de gobierno y seguridad del dato con la ...
 
Perspectives on Ethical Big Data Governance
Perspectives on Ethical Big Data GovernancePerspectives on Ethical Big Data Governance
Perspectives on Ethical Big Data Governance
 
Reinvent Your Data Management Strategy for Successful Digital Transformation
Reinvent Your Data Management Strategy for Successful Digital TransformationReinvent Your Data Management Strategy for Successful Digital Transformation
Reinvent Your Data Management Strategy for Successful Digital Transformation
 
GDPR Compliance Made Easy with Data Virtualization
GDPR Compliance Made Easy with Data VirtualizationGDPR Compliance Made Easy with Data Virtualization
GDPR Compliance Made Easy with Data Virtualization
 
Foundational Strategies for Trust in Big Data Part 3: Data Lineage
Foundational Strategies for Trust in Big Data Part 3: Data LineageFoundational Strategies for Trust in Big Data Part 3: Data Lineage
Foundational Strategies for Trust in Big Data Part 3: Data Lineage
 
The value of big data analytics
The value of big data analyticsThe value of big data analytics
The value of big data analytics
 
Group 2 Handling and Processing of big data (1).pptx
Group 2 Handling and Processing of big data (1).pptxGroup 2 Handling and Processing of big data (1).pptx
Group 2 Handling and Processing of big data (1).pptx
 
The Bigger They Are The Harder They Fall
The Bigger They Are The Harder They FallThe Bigger They Are The Harder They Fall
The Bigger They Are The Harder They Fall
 
7 Big Data Challenges and How to Overcome Them
7 Big Data Challenges and How to Overcome Them7 Big Data Challenges and How to Overcome Them
7 Big Data Challenges and How to Overcome Them
 
2018 Big Data Trends: Liberate, Integrate, and Trust Your Data
2018 Big Data Trends: Liberate, Integrate, and Trust Your Data2018 Big Data Trends: Liberate, Integrate, and Trust Your Data
2018 Big Data Trends: Liberate, Integrate, and Trust Your Data
 
Tdwi austin simplifying big data delivery to drive new insights final
Tdwi austin   simplifying big data delivery to drive new insights finalTdwi austin   simplifying big data delivery to drive new insights final
Tdwi austin simplifying big data delivery to drive new insights final
 
From Near to Maturity - Presentation to European Data Forum
From Near to Maturity - Presentation to European Data ForumFrom Near to Maturity - Presentation to European Data Forum
From Near to Maturity - Presentation to European Data Forum
 
Solving the Data Management Challenge for Healthcare
Solving the Data Management Challenge for HealthcareSolving the Data Management Challenge for Healthcare
Solving the Data Management Challenge for Healthcare
 
Master Data Management
Master Data ManagementMaster Data Management
Master Data Management
 
Is your big data journey stalling? Take the Leap with Capgemini and Cloudera
Is your big data journey stalling? Take the Leap with Capgemini and ClouderaIs your big data journey stalling? Take the Leap with Capgemini and Cloudera
Is your big data journey stalling? Take the Leap with Capgemini and Cloudera
 
Active Governance Across the Delta Lake with Alation
Active Governance Across the Delta Lake with AlationActive Governance Across the Delta Lake with Alation
Active Governance Across the Delta Lake with Alation
 
GDPR: Leverage the Power of Graphs
GDPR: Leverage the Power of GraphsGDPR: Leverage the Power of Graphs
GDPR: Leverage the Power of Graphs
 
Why Data Science Projects Fail
Why Data Science Projects FailWhy Data Science Projects Fail
Why Data Science Projects Fail
 

Plus de Jean-Michel Franco

A commonsense approach to data
A commonsense approach to dataA commonsense approach to data
A commonsense approach to dataJean-Michel Franco
 
Prendre la data par le bon sens
Prendre la data par le bon sensPrendre la data par le bon sens
Prendre la data par le bon sensJean-Michel Franco
 
Reveal the Intelligence in your Data with Talend Data Fabric
Reveal the Intelligence in your Data with Talend Data FabricReveal the Intelligence in your Data with Talend Data Fabric
Reveal the Intelligence in your Data with Talend Data FabricJean-Michel Franco
 
Dévoilez l'essentiel de vos données avec Talend
Dévoilez l'essentiel de vos données avec TalendDévoilez l'essentiel de vos données avec Talend
Dévoilez l'essentiel de vos données avec TalendJean-Michel Franco
 
Delivering data you can trust with Talend 2019
Delivering data you can trust with Talend 2019 Delivering data you can trust with Talend 2019
Delivering data you can trust with Talend 2019 Jean-Michel Franco
 
Deliver Data Governance with a “Yes”
Deliver Data Governance with a “Yes”Deliver Data Governance with a “Yes”
Deliver Data Governance with a “Yes”Jean-Michel Franco
 
Libérez vos données avec un catalogue de données
Libérez vos données avec un catalogue de donnéesLibérez vos données avec un catalogue de données
Libérez vos données avec un catalogue de donnéesJean-Michel Franco
 
Enacting the data subjects access rights for gdpr with data services and data...
Enacting the data subjects access rights for gdpr with data services and data...Enacting the data subjects access rights for gdpr with data services and data...
Enacting the data subjects access rights for gdpr with data services and data...Jean-Michel Franco
 
Enacting the Data Subjects Access Rights for GDPR with Data Services and Data...
Enacting the Data Subjects Access Rights for GDPR with Data Services and Data...Enacting the Data Subjects Access Rights for GDPR with Data Services and Data...
Enacting the Data Subjects Access Rights for GDPR with Data Services and Data...Jean-Michel Franco
 
Créer la vue 360° des employés
Créer la vue 360° des employés Créer la vue 360° des employés
Créer la vue 360° des employés Jean-Michel Franco
 
Etapes Pratiques Pour La Mise En Conformité Au GDPR avec Talend
Etapes Pratiques Pour La Mise En Conformité Au GDPR avec TalendEtapes Pratiques Pour La Mise En Conformité Au GDPR avec Talend
Etapes Pratiques Pour La Mise En Conformité Au GDPR avec TalendJean-Michel Franco
 
Présentation de Talend Winter 2017
Présentation de Talend Winter 2017 Présentation de Talend Winter 2017
Présentation de Talend Winter 2017 Jean-Michel Franco
 
Talend winter 2017 overview webinar
Talend winter 2017 overview webinarTalend winter 2017 overview webinar
Talend winter 2017 overview webinarJean-Michel Franco
 
Self-service data and data governance: friends or foes?
Self-service data and data governance: friends or foes?Self-service data and data governance: friends or foes?
Self-service data and data governance: friends or foes?Jean-Michel Franco
 
Etablir une collaboration durable entre les équipes informatiques et les méti...
Etablir une collaboration durable entre les équipes informatiques et les méti...Etablir une collaboration durable entre les équipes informatiques et les méti...
Etablir une collaboration durable entre les équipes informatiques et les méti...Jean-Michel Franco
 
Big Data : au delà du proof of concept et de l'expérimentation (Matinale busi...
Big Data : au delà du proof of concept et de l'expérimentation (Matinale busi...Big Data : au delà du proof of concept et de l'expérimentation (Matinale busi...
Big Data : au delà du proof of concept et de l'expérimentation (Matinale busi...Jean-Michel Franco
 
Piloter l'entreprise par ses données (présentation Talend pour la matinale ED...
Piloter l'entreprise par ses données (présentation Talend pour la matinale ED...Piloter l'entreprise par ses données (présentation Talend pour la matinale ED...
Piloter l'entreprise par ses données (présentation Talend pour la matinale ED...Jean-Michel Franco
 
Talend Summer 16 (version française) : la Préparation des Données à la Portée...
Talend Summer 16 (version française) : la Préparation des Données à la Portée...Talend Summer 16 (version française) : la Préparation des Données à la Portée...
Talend Summer 16 (version française) : la Préparation des Données à la Portée...Jean-Michel Franco
 
Talend Summer 16 launch présentation: Open Data Preparation for Everyone
Talend Summer 16 launch présentation: Open Data Preparation for Everyone Talend Summer 16 launch présentation: Open Data Preparation for Everyone
Talend Summer 16 launch présentation: Open Data Preparation for Everyone Jean-Michel Franco
 
Bi et partage des données financières en libre -service
Bi et partage des données financières en libre -serviceBi et partage des données financières en libre -service
Bi et partage des données financières en libre -serviceJean-Michel Franco
 

Plus de Jean-Michel Franco (20)

A commonsense approach to data
A commonsense approach to dataA commonsense approach to data
A commonsense approach to data
 
Prendre la data par le bon sens
Prendre la data par le bon sensPrendre la data par le bon sens
Prendre la data par le bon sens
 
Reveal the Intelligence in your Data with Talend Data Fabric
Reveal the Intelligence in your Data with Talend Data FabricReveal the Intelligence in your Data with Talend Data Fabric
Reveal the Intelligence in your Data with Talend Data Fabric
 
Dévoilez l'essentiel de vos données avec Talend
Dévoilez l'essentiel de vos données avec TalendDévoilez l'essentiel de vos données avec Talend
Dévoilez l'essentiel de vos données avec Talend
 
Delivering data you can trust with Talend 2019
Delivering data you can trust with Talend 2019 Delivering data you can trust with Talend 2019
Delivering data you can trust with Talend 2019
 
Deliver Data Governance with a “Yes”
Deliver Data Governance with a “Yes”Deliver Data Governance with a “Yes”
Deliver Data Governance with a “Yes”
 
Libérez vos données avec un catalogue de données
Libérez vos données avec un catalogue de donnéesLibérez vos données avec un catalogue de données
Libérez vos données avec un catalogue de données
 
Enacting the data subjects access rights for gdpr with data services and data...
Enacting the data subjects access rights for gdpr with data services and data...Enacting the data subjects access rights for gdpr with data services and data...
Enacting the data subjects access rights for gdpr with data services and data...
 
Enacting the Data Subjects Access Rights for GDPR with Data Services and Data...
Enacting the Data Subjects Access Rights for GDPR with Data Services and Data...Enacting the Data Subjects Access Rights for GDPR with Data Services and Data...
Enacting the Data Subjects Access Rights for GDPR with Data Services and Data...
 
Créer la vue 360° des employés
Créer la vue 360° des employés Créer la vue 360° des employés
Créer la vue 360° des employés
 
Etapes Pratiques Pour La Mise En Conformité Au GDPR avec Talend
Etapes Pratiques Pour La Mise En Conformité Au GDPR avec TalendEtapes Pratiques Pour La Mise En Conformité Au GDPR avec Talend
Etapes Pratiques Pour La Mise En Conformité Au GDPR avec Talend
 
Présentation de Talend Winter 2017
Présentation de Talend Winter 2017 Présentation de Talend Winter 2017
Présentation de Talend Winter 2017
 
Talend winter 2017 overview webinar
Talend winter 2017 overview webinarTalend winter 2017 overview webinar
Talend winter 2017 overview webinar
 
Self-service data and data governance: friends or foes?
Self-service data and data governance: friends or foes?Self-service data and data governance: friends or foes?
Self-service data and data governance: friends or foes?
 
Etablir une collaboration durable entre les équipes informatiques et les méti...
Etablir une collaboration durable entre les équipes informatiques et les méti...Etablir une collaboration durable entre les équipes informatiques et les méti...
Etablir une collaboration durable entre les équipes informatiques et les méti...
 
Big Data : au delà du proof of concept et de l'expérimentation (Matinale busi...
Big Data : au delà du proof of concept et de l'expérimentation (Matinale busi...Big Data : au delà du proof of concept et de l'expérimentation (Matinale busi...
Big Data : au delà du proof of concept et de l'expérimentation (Matinale busi...
 
Piloter l'entreprise par ses données (présentation Talend pour la matinale ED...
Piloter l'entreprise par ses données (présentation Talend pour la matinale ED...Piloter l'entreprise par ses données (présentation Talend pour la matinale ED...
Piloter l'entreprise par ses données (présentation Talend pour la matinale ED...
 
Talend Summer 16 (version française) : la Préparation des Données à la Portée...
Talend Summer 16 (version française) : la Préparation des Données à la Portée...Talend Summer 16 (version française) : la Préparation des Données à la Portée...
Talend Summer 16 (version française) : la Préparation des Données à la Portée...
 
Talend Summer 16 launch présentation: Open Data Preparation for Everyone
Talend Summer 16 launch présentation: Open Data Preparation for Everyone Talend Summer 16 launch présentation: Open Data Preparation for Everyone
Talend Summer 16 launch présentation: Open Data Preparation for Everyone
 
Bi et partage des données financières en libre -service
Bi et partage des données financières en libre -serviceBi et partage des données financières en libre -service
Bi et partage des données financières en libre -service
 

Dernier

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
 
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
 
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
 
Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024The Digital Insurer
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024The Digital Insurer
 
Boost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfBoost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfsudhanshuwaghmare1
 
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
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationMichael W. Hawkins
 
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
 
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemkeProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemkeProduct Anonymous
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptxHampshireHUG
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsMaria Levchenko
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024Rafal Los
 
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
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerThousandEyes
 
What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?Antenna Manufacturer Coco
 
Evaluating the top large language models.pdf
Evaluating the top large language models.pdfEvaluating the top large language models.pdf
Evaluating the top large language models.pdfChristopherTHyatt
 
presentation ICT roal in 21st century education
presentation ICT roal in 21st century educationpresentation ICT roal in 21st century education
presentation ICT roal in 21st century educationjfdjdjcjdnsjd
 
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot TakeoffStrategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoffsammart93
 

Dernier (20)

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
 
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...
 
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...
 
Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024
 
Boost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfBoost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdf
 
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...
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day Presentation
 
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...
 
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemkeProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed texts
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024
 
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
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 
What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?
 
Evaluating the top large language models.pdf
Evaluating the top large language models.pdfEvaluating the top large language models.pdf
Evaluating the top large language models.pdf
 
presentation ICT roal in 21st century education
presentation ICT roal in 21st century educationpresentation ICT roal in 21st century education
presentation ICT roal in 21st century education
 
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot TakeoffStrategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
 

Delivering Analytics at Scale with a Governed Data Lake

  • 1. DELIVERING ANALYTICS AT SCALE WITH A GOVERNED DATA LAKE Jean-Michel Franco Sr Director for Data Governance Products @jmichel_franco
  • 2. 22 AGENDA A data governance model for the Data Lake Building the platform for the governed data lake Use Cases : Establishing GDPR/Data Privacy compliance in a customer 360° lake 01 02 03
  • 3. 33 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 DATA ECONOMICS ARE BROKEN TRADITIONAL APPROACH CAN NO LONGER KEEP UP Data & business expectations Delivery Capabilities WIDENING GAP 3Xgrowth rate in self-service users Data doubling every 2 years cloud machine learning IOT People
  • 4. 44 Traditional DataWarehouse Authoritative Governance WHY TRADITIONAL APPROACHES FAILED WITH BIG DATA Old Model -> Too Few People Access Too Few Data Restricted Data Access Governance Costs, Time to market, Scalability Limited User Reach
  • 5. 55 RawData WHY MOST DATA LAKE APPROACHES WILL FAIL New model -> Struggling To Control The Data Sprawl Any Data Costs, Time to value, Scalability Governance, Risks Any Data Worker Data Scientists Business Analysts Operations INGEST CURATE MANAGE CONSUME INGEST CURATE MANAGE CONSUME INGEST CURATE MANAGE CONSUME GOVERN GOVERN Open Data Hadoop & NoSQL Traditional Data Sources Streams Enterprise Apps Cloud Smart Data Smart Data Smart Data
  • 6. 66 BALANCING THE GOVERNANCE ‘SEE-SAW’ ControlAutonomy
  • 7. 77 COLLABORATIVE GOVERNANCE FROM THE GET GO Scaling Trust And Reach Through Collaboration Costs, Time to value, Scalability, Governance Any Data Worker Any Data Open Data Hadoop & NoSQL Traditional Data Sources Streams Enterprise Apps Cloud RawData IT’s Sanctionned Content Business Crowdsourced Content SmartData
  • 8. PAVING THE ROAD FOR THE GOVERNED DATA LAKE
  • 9. 99 A 5 STEPS APPROACH FOR MODERN DATA GOVERNANCE √ • Establish Data Quality Upfront • Unleash Data as a Service for People and Apps • Capture & Document Any Data Sources √ √ √ √ √ √ • Take Control & Protect Data Engineers Business Users Data Scientists Customers Applications API • Foster accountability
  • 10. 10 WHAT ARE THE RELATED 5 DATA MGMT DISCIPLINES? Know Your Data Build the 360°view Protect and govern your Data Foster Accounta- lities Publish data in a controlled way Data Anonymization, Policy Enforcement, Data Lineage Data Cataloging & Metadata Management Data Quality & Master Data Management Data Stewardship Data Cataloging and API
  • 11. 11 BOOSTING DATA USAGE TENFOLD AT ISO-BUDGET WITH A CLOUD DATA-LAKE Goals & Benefits • Expanding data usage and reaping the benefits of data monetization • Turbo-charging analytics from batch to near real time • Establishing end to end security and compliance (MIFID, GDPR…) • Improving data accessibility -> from 45 days to 1 day for provisioning a data lab Data Lake Catalog & Search Access & UI Processing and Analytics Gover- nance & Security Data Ingestion & Integration
  • 12. USE CASE: THE GDPR DATA LAKE
  • 13. 1313 MOST COMPANIES FAIL, BADLY Policies are defined… 98%HAVE UPDATED THEIR PRIVACY POLICIES FOR GDPR 70%FAILED TO PROVIDE THE DATA REQUESTED! 21 days AVG TIME IT TOOK COMPLIANT COMPANIES TO RESPOND But are not enforced… or poorly delivered
  • 14. 1414 THE ROAD TO COMPLIANCE: WHY DO COMPANIES FAIL? • No established accountability • Unautomated process • A legal process, rather than a customer service engagement • People as human data integrators • No control over personal data • Reluctance to share the data
  • 15. 1515 CAPTURE AND TRACK PERSONAL DATA Data Management Discipline: Data Cataloging The road to success (1/5)
  • 16. 1616 FOSTER ACCOUNTABILITY Data Management Discipline: Data Stewardship The road to success (2/5) 6% ASKED FOR A DELAY EXTENSION
  • 17. 1717 RECONCILE DATA Data Management Discipline: Customer 360/MDM The road to success (3/5)
  • 18. 1818 ENFORCE COMPLIANCE Data Management discipline: Data Masking The road to success (4/5)
  • 19. 1919 MAKE DATA AVAILABLE FOR DATA SUBJECTS Data Management Discipline: Data Services The road to success (5/5) 7% RESPONDED IN < 1 DAY
  • 20. DELIVERING ANALYTICS AT SCALE WITH A GOVERNED DATA LAKE Jean-Michel Franco Sr Director for Data Governance Products @jmichel_franco