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#TalendConnect
DELIVERING ANALYTICS AT SCALE
WITH A GOVERNED DATA LAKE
Jean-Michel Franco @jmichel_franco
22
AGENDA
A data governance model for
the Data Lake
Building the platform for the
governed data lake
Use Case: 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
A DATA GOVERNANCE MODEL
FOR THE DATA LAKE
55
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
66
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
7
BALANCING THE GOVERNANCE ‘SEE-SAW’
Governance
& control
Accessibility
88
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
99
A 4 STEPS APPROACH FOR GOVERNING THE DATA LAKE
√
• Establish Data Quality Upfront
• Unleash Data as a Service
for People and Apps
• Capture & Document Diverse Data Sources
√
√
√
√
√
√
• Take Control & Govern
Data Engineers
Business Users
Data Scientists
Customers
Applications
API
PAVING THE ROAD FOR THE
GOVERNED DATA LAKE
1111
DELIVERING THE GOVERNED DATA LAKE WITH TALEND
ONLYARCHITECTURE WITHEMBEDDED QUALITY,SECURITY &GOVERNANCE
Sensors
Twitter
Web Logs
MANAGE METADATA | TRACK LINEAGE | GOVERN ACCESS
Applications
Big Data & Databases
INGEST / TRANSFORM CURATE MANAGE CONSUME
Talend One Architecture
Operations The entire business
Developers Analysts/Data Scientists
1212
CAPTURE & DOCUMENT DATA SOURCES
Integrate Crowdsource Document
INGEST CURATE MANAGE CONSUME
Developers / Data Engineers Data StewardsBusiness Analysts / Data Scientists
1313
ESTABLISH DATA QUALITY UPFRONT
Discover Cleanse Reconcile
INGEST CURATE MANAGE CONSUME
Engineers / Analysts / Scientists Engineers / StewardsBusiness Analysts / Data Scientists
1414
CONTROL & GOVERN
Monitor & Engage Protect Track & Trace
INGEST CURATE MANAGE CONSUME
Developers / Data Engineers Data StewardsBusiness Analysts / Data Scientists
1515
CONSUME DATA AS A SERVICE
Find & Consume Prepare Expand Reach
INGEST CURATE MANAGE CONSUME
Engineers / Stewards / Operations Partners / The Entire BusinessEngineers / Analysts / Scientists
USE CASE: THE GDPR/PRIVACY
COMPLIANT DATA LAKE
1717
DATA INGESTION AS A TEAM SPORT
Use case: Reconcile governed and shadow IT for consent management
INGEST CURATE MANAGE CONSUME
Governed IT
Shadow IT
#TalendConnect18
1919
DATA GOVERNANCE AS A TEAM SPORT
Use case: Anonymize data before sharing
INGEST CURATE MANAGE CONSUME
#TalendConnect20
2121
DATA GOVERNANCE AS A TEAM SPORT
Use case: Liberate the Data Access Rights for the Data Subjects
INGEST CURATE MANAGE CONSUME
#TalendConnect22
23 #TalendConnect
THE 5 PILLARS FOR
DATA PRIVACY
COMPLIANCE WITH
MAPR & TALEND
Map your
Personal Data
Build your
Data Subject
360°
Protect your most
Sensitive Data
Delegate
Accounta-
lities
Manage
Data Location,
Movement &
Portability
Crédit Agricole Consumer Finance has introduced
innovative projects, like website monitoring,
compliant 360° customer view and real-time
capabilities on social media loans subscription.
10+ TB collected each day
with customer consent
2525
DELIVERING THE GOVERNED DATA LAKE WITH TALEND
ONLYARCHITECTURE WITHEMBEDDED QUALITY,SECURITY &GOVERNANCE
Sensors
Twitter
Web Logs
MANAGE METADATA | TRACK LINEAGE | GOVERN ACCESS
Applications
Big Data & Databases
INGEST / TRANSFORM CURATE MANAGE CONSUME
Talend One Architecture
Operations The entire business
Developers Analysts/Data Scientists
Delivering analytics at scale with a governed data lake

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Delivering analytics at scale with a governed data lake

  • 1. #TalendConnect DELIVERING ANALYTICS AT SCALE WITH A GOVERNED DATA LAKE Jean-Michel Franco @jmichel_franco
  • 2. 22 AGENDA A data governance model for the Data Lake Building the platform for the governed data lake Use Case: 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. A DATA GOVERNANCE MODEL FOR THE DATA LAKE
  • 5. 55 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
  • 6. 66 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
  • 7. 7 BALANCING THE GOVERNANCE ‘SEE-SAW’ Governance & control Accessibility
  • 8. 88 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
  • 9. 99 A 4 STEPS APPROACH FOR GOVERNING THE DATA LAKE √ • Establish Data Quality Upfront • Unleash Data as a Service for People and Apps • Capture & Document Diverse Data Sources √ √ √ √ √ √ • Take Control & Govern Data Engineers Business Users Data Scientists Customers Applications API
  • 10. PAVING THE ROAD FOR THE GOVERNED DATA LAKE
  • 11. 1111 DELIVERING THE GOVERNED DATA LAKE WITH TALEND ONLYARCHITECTURE WITHEMBEDDED QUALITY,SECURITY &GOVERNANCE Sensors Twitter Web Logs MANAGE METADATA | TRACK LINEAGE | GOVERN ACCESS Applications Big Data & Databases INGEST / TRANSFORM CURATE MANAGE CONSUME Talend One Architecture Operations The entire business Developers Analysts/Data Scientists
  • 12. 1212 CAPTURE & DOCUMENT DATA SOURCES Integrate Crowdsource Document INGEST CURATE MANAGE CONSUME Developers / Data Engineers Data StewardsBusiness Analysts / Data Scientists
  • 13. 1313 ESTABLISH DATA QUALITY UPFRONT Discover Cleanse Reconcile INGEST CURATE MANAGE CONSUME Engineers / Analysts / Scientists Engineers / StewardsBusiness Analysts / Data Scientists
  • 14. 1414 CONTROL & GOVERN Monitor & Engage Protect Track & Trace INGEST CURATE MANAGE CONSUME Developers / Data Engineers Data StewardsBusiness Analysts / Data Scientists
  • 15. 1515 CONSUME DATA AS A SERVICE Find & Consume Prepare Expand Reach INGEST CURATE MANAGE CONSUME Engineers / Stewards / Operations Partners / The Entire BusinessEngineers / Analysts / Scientists
  • 16. USE CASE: THE GDPR/PRIVACY COMPLIANT DATA LAKE
  • 17. 1717 DATA INGESTION AS A TEAM SPORT Use case: Reconcile governed and shadow IT for consent management INGEST CURATE MANAGE CONSUME Governed IT Shadow IT
  • 19. 1919 DATA GOVERNANCE AS A TEAM SPORT Use case: Anonymize data before sharing INGEST CURATE MANAGE CONSUME
  • 21. 2121 DATA GOVERNANCE AS A TEAM SPORT Use case: Liberate the Data Access Rights for the Data Subjects INGEST CURATE MANAGE CONSUME
  • 23. 23 #TalendConnect THE 5 PILLARS FOR DATA PRIVACY COMPLIANCE WITH MAPR & TALEND Map your Personal Data Build your Data Subject 360° Protect your most Sensitive Data Delegate Accounta- lities Manage Data Location, Movement & Portability
  • 24. Crédit Agricole Consumer Finance has introduced innovative projects, like website monitoring, compliant 360° customer view and real-time capabilities on social media loans subscription. 10+ TB collected each day with customer consent
  • 25. 2525 DELIVERING THE GOVERNED DATA LAKE WITH TALEND ONLYARCHITECTURE WITHEMBEDDED QUALITY,SECURITY &GOVERNANCE Sensors Twitter Web Logs MANAGE METADATA | TRACK LINEAGE | GOVERN ACCESS Applications Big Data & Databases INGEST / TRANSFORM CURATE MANAGE CONSUME Talend One Architecture Operations The entire business Developers Analysts/Data Scientists