vasilis bankov & calin iliescu aegon
TRANSCRIPT
Cloud Eco-Systems
A safe and compliant home for your big science on the cloud
Aegon Group:
• Banking• Insurance• Asset Management
• > 20 countries
BANKING
INSURANCE
ASSET MANAGEMENT
Context of Operation – delivering tailored financial management by mirroring customer needs in the services we use .real-time packaging and underwriting of financial service and management
The ecosystems together deriveneeds and and translate them in toofferings
We need to be able to mirror an individual’s humanity and ambition in the services that we use to manage their financial health. This requires us to grow a strong relationship.
Context of Operation – making data work for uswe need to be able to mirror personal needs within our tailored services that match our vision making bettering
returns on investment
The ecosystems manage the Relationship of the customerWith services
Points of convergence – the more overlay we have here the better and timely match for convergence/sale
Our Business
Our Customer
Data Harmonyas energy never dies it simply takes different forms, so does data. This is a continuous
model driven by creativity and disruption and tamed by intelligence, knowledge andoperational feedback
Data Relevance 2 Lifecycle
Data Relevance 1 Lifecycle
Data Harmonic Lifecycle
The ecosystems together supportthe data harmony models
THE AEGON ONE ECO-SYSTEM
MAKING SENSE OF DATA AND TRANSACTIONS & BUILDING TRUST
All Eco-System working in Harmony?They can work singularly or as part of an interoperable suite.
OMNICHANNEL BI PORTAL
DATA IMPORT
DATA EXPORTDATA LAKE
DATA PUBLICATION
DATA LAB
THE ONE AEGON ECO-SYSTEM TECHNOLOGIES
1. USE CLOUD SERVICES AS MUCH AS POSSIBLE2. USE OPEN-SOURCE AS MUCH AS POSSIBLE3. USE TECHNOLOGY WITH SMALL COMPUTE FOOTPRINTS4. USE STATELESS MICRO SERVICES (1 Compute : 1 Platform: 1 Task)
1. MOVE AWAY FROM LARGE CLUSTER TECHNOLOGY2. SEPARATE COMPUTE FROM DATA3. FIX ON A SINGLE CLOUD, ALLOW FOR INTEROPERATION WITH OTHER CLOUD SERVICES4. KEEP DATA MOVEMENT TO A MINIMUM, MOVE COMPUTE AND MODELS
How do they interoperate ?The whole is greater than the sum of the parts. But the parts themselves are also very special
Data LAKE
Production Data & Meta Models
Production, Business Data
Cold Storage
AI, ML – Neural Net (DLb) Taxanomic Processing *
Meta Model Search &Data Publication
THE DATA LAKE ECOSYSTEM (DLk)
* this is Blooms taxonomy model
Data ExhaustingNOTE.Each Eco-system can exist on its own or any part ofthis configuration as a suite.
THE DATA LAKE ECOSYSTEM (DLk)
DOMAINS WITHIN THE DATA LAKE ECOSYSTEM
THE DATA LAKE ECOSYSTEM (DLk)
ENGINEERING SCHEMATIC [DATA LAKE]
TOP 10 CAPABILITIES OF THE DATA LAKE ECOSYSTEM
1. SECURE PRODUCTION DATA ON THE CLOUD2. REGULATORY & SOVEREIGNTY GOVERNANCE AND COMPLIANCE BUILT-IN3. VISIBILITY ON ALL PRODUCTION DATA CLASSES, QUALITY, COMPLETENESS AND LIFCYCLE4. PUBLISH UP TO DATE & HISTORIC PRODUCTION DATA & ITS META MODELS ADHERING TO GOVERNABLE DATA CONTROLS5. ANSWER ALL QUESTIONS ON PRODUCTION DATA USING SEMANTIC AI/ML WITHOUT HAVING TO ACCESS THE DATA6. CREATION OF NEW DATA DICTIONARIES FOR DIGITAL ONLY WITHOUT DIRTYING CORE INDUSTRY DATA MODELS7. SUPPORT DATA FEDERATION AT A LOCAL, COUNRTY, CONTINENT AND GLOBAL LEVEL.8. ON THE CLOUD BUT INVISIBLE TO THE OUTSIDE WORLD9. SINGLE POINT OF HUMAN ACCESS WITH SECURITY EXTRECATED FROM CLOUD SECURITY10. FULLY AUDITABLE, MONITORED AND ALTERTED AT ANY LEVEL OF GRANULARITY LOCALLY AND GLOBALLY
Data Pub
Published Data & Meta Models(DP)
Data Exhausting
AI, ML – Neural Net (DLb) Taxanomic Processing *
Meta Model Search &Data Publication
THE DATA PUBLICATION ECOSYSTEM (DP)
* this is Blooms taxonomy model
Production Data & Meta Models (DLk)
Cold StorageNOTE.Each Eco-system can exist on its own or any part ofthis configuration as a suite.
THE DATA PUBLICATION ECOSYSTEM (DP)
DOMAINS WITHIN THE DATA PUBLICATION ECOSYSTEM
TOP 10 CAPABILITIES OF THE DATA PUBLICATION ECOSYSTEM
1. ACCESS TO MASSIVELY SCALABLE SECURED FIT-FOR-PURPOSE PRODUCTION DATA.2. SUPPORT ANY DATA TECHNOLOGY WITHOUT HAVE TO WORRY ABOUT TECHNOLOGY SCHEMAS.3. CREATE, REFRESH AND REMOVE DATA WITHOUT ANY ADVERSE AFFECTS TO DOWNSTREAM OR CROSSSTREAM FUNCTIONS4. IMPORT DATA FROM EXTERNAL SOURCES SECURELY FOR FUNCTIONAL POINT OPERATIONAL REQUIREMENTS5. CAN SUPPORT ALL OPERATIONAL ACCESS NEEDS - TEST, DEV, PRODUCTION – REDUCING REQUIRED ENVIRONMENTS6. SECURE MULTITENANCY ACCESS TO DATA WITH NO FEAR FOR CROSS POLLINATION OR DATA LEAKAGE7. SUPPORT DATA FEDERATION AT A LOCAL, COUNRTY, CONTINENT AND GLOBAL LEVEL.8. ON THE CLOUD BUT INVISIBLE TO THE OUTSIDE WORLD9. SINGLE POINT OF HUMAN ACCESS WITH SECURITY EXTRECATED FROM CLOUD SECURITY10. FULLY AUDITABLE, MONITORED AND ALTERTED AT ANY LEVEL OF GRANULARITY LOCALLY AND GLOBALLY
Deployment architecture
Data LAB
BI REPORTS Data Sets Creation
Analytics, Cubes, AI, ML, BOTS, Neural Nets Cells
Public, Social ,Market Data & IoT
Data Exhausting
Taxanomic Data Science. AI ML Creation, Packaging
THE DATA LAB ECOSYSTEM (DLb)
Publication Data Sets (DP)
NOTE.Each Eco-system can exist on its own or any part ofthis configuration as a suite.
THE DATA LAB ECOSYSTEM (DLb)
DOMAINS WITHIN THE DATA LAB ECOSYSTEM
THE DATA LAB ECOSYSTEM (DLb)
TOP 10 CAPABILITIES OF THE DATA LAB ECOSYSTEM
1. UNBOUNDED CREATIVE LAB FOR ALL THINGS DATA, AI, ML, ANALYTICS, INTELLIGENCE AND KNOWLEDGE.2. NO NEED TO MOVE DATA OUT OF CLOUD TO EXECUTE MASSIVE COMPUTE AGAINST MASSIVE DATA3. PACKAGE INTELLIGENCE, KNOWLEDGE AI, ML, INSIGHTS FOR USE WITHIN BUSINESS PROCESS AND OPERATION DASHBOARDS4. GROW INTELLIGENCE FOR BOTS, BIOMETRIC IDENTITIES, FRAUD PREVENTION, TRUST EVALUATION5. CAN SUPPORT ALL OPERATIONAL ACCESS NEEDS - TEST, DEV, PRODUCTION – REDUCING REQUIRED ENVIRONMENTS6. SECURE MULTITENANCY ACCESS TO DATA WITH NO FEAR FOR CROSS POLLINATION OR DATA LEAKAGE7. SUPPORT DATA FEDERATION AT A LOCAL, COUNRTY, CONTINENT AND GLOBAL LEVEL.8. ON THE CLOUD BUT INVISIBLE TO THE OUTSIDE WORLD9. SINGLE POINT OF HUMAN ACCESS WITH SECURITY EXTRECATED FROM CLOUD SECURITY10. FULLY AUDITABLE, MONITORED AND ALTERTED AT ANY LEVEL OF GRANULARITY LOCALLY AND GLOBALLY
Deployment architecture
BI Reporting
BI REPORTS Data Sets Creation (DLb)
Analytics, Cubes, AI, ML, Neural Nets Cells
Public, Social ,Market Data & IoT
Data Exhausting
Data Science. AI ML Creation and Packaging
Publication Data Sets (DP)
THE BI PORTAL ECOSYSTEM (BI)
BI REPORTS BI DASHBOARDS
NOTE.Each Eco-system can exist on its own or any part ofthis configuration as a suite.
THE BI PORTAL ECOSYSTEM (BI)
DOMAINS WITHIN THE BI PORTAL ECOSYSTEM
THE BI PORTAL ECOSYSTEM (BI)
TOP 10 CAPABILITIES OF THE BI PORTAL ECOSYSTEM
1. BOUNDED PORTAL TO DELIVER DASHBOARD AND REPORTS ACROSS ALL MEDIUMS AND ASSOCIATED DEVICES 2. NO NEED TO MOVE DATA OUT OF CLOUD TO SUPPORT ACCESS AT SCALE3. PACKAGE REPORTING DATA FROM EXTERNAL SOURCE – REGULATORS, PARTNERS, SHAREHOLDERS, CUSTOMERS4. REPORT AND REALTIME CHANGES BASED ON BOTH INTERNAL, EXTERNAL AND BLENDED INSIGHTS5. CAN SUPPORT ALL OPERATIONAL ACCESS NEEDS - TEST, DEV, PRODUCTION – REDUCING REQUIRED ENVIRONMENTS6. SECURE MULTITENANCY ACCESS TO DATA WITH NO FEAR FOR CROSS POLLINATION OR DATA LEAKAGE7. SUPPORT DATA FEDERATION AT A LOCAL, COUNRTY, CONTINENT AND GLOBAL LEVEL.8. ON THE CLOUD BUT INVISIBLE TO THE OUTSIDE WORLD9. SINGLE POINT OF HUMAN ACCESS WITH SECURITY EXTRECATED FROM CLOUD SECURITY10. FULLY AUDITABLE, MONITORED AND ALTERTED AT ANY LEVEL OF GRANULARITY LOCALLY AND GLOBALLY
Deployment architecture
BI REPORTS Data Sets Creation (DLb)
AI, ML, Neural Nets Cells (DLb)
Public, Social ,Market Data & IoT
Production Writes/Alerts
Data Science. AI ML Creation and Packaging
Publication Data Sets (DP)
THE OMNICHANNEL ECOSYSTEM (OC)
Customer, Business, Bots & API Interactions
NOTE.Each Eco-system can exist on its own or any part ofthis configuration as a suite.
THE OMNICHANNEL ECOSYSTEM (OC)
DOMAINS WITHIN THE OMNICHANNEL ECOSYSTEM
THE DATA EXPORT Hub ECOSYSTEM (DEh)
* this is Blooms taxonomy model
Production Data & Meta Models (DLk/b)
Partners & Regulators
NOTE.Each Eco-system can exist on its own or any part ofthis configuration as a suite.
THE DATA EXPORT Hub ECOSYSTEM (DEh)
DOMAINS WITHIN THE DATA EXPORT ECOSYSTEM
THE DATA EXPORT Hub ECOSYSTEM (DEh)
TOP 10 CAPABILITIES OF THE DATA EXPORT ECOSYSTEM
1. PACKAGES DATA FOR EXPORT UNDER STRICT GOVERNANCE AND DATA CONTROLS2. SUPPORTS ALL EXTERNAL DATA INTEGRATIONS AND INTERPORATIONAL PROTOCOLS AND SECURITY 3. SUPPORTS ACCESS WINDOWS TO ENSURE TIGHTER LEVEL OF SECURITY ON VISIBLE ACCESS POINTS4. PROVIDES OPEN API SECURED FOR A MORE RELAXED PARTNER ACCESS TO DATA 5. SUPPORTS ALL DATA TYPES ACROSS THE ECOSYSTEM TOPOLOGY AND ALL DATA FORMATS6. CAN SUPPORT ALL OPERATIONAL ACCESS NEEDS - TEST, DEV, PRODUCTION – REDUCING REQUIRED ENVIRONMENTS7. SECURE MULTITENANCY ACCESS TO DATA WITH NO FEAR FOR CROSS POLLINATION OR DATA LEAKAGE8. SUPPORT DATA FEDERATION AND SERVICE COMBINATION AT A LOCAL, COUNRTY, CONTINENT AND GLOBAL LEVEL.9. SINGLE POINT OF HUMAN ACCESS WITH SECURITY EXTRECATED FROM CLOUD SECURITY10. FULLY AUDITABLE, MONITORED AND ALTERTED AT ANY LEVEL OF GRANULARITY LOCALLY AND GLOBALLY
THE DATA IMPORT Hub ECOSYSTEM (DIh)
* this is Blooms taxonomy model
Production Data & Meta Models (DLk/b)
Partners & Regulators
NOTE.Each Eco-system can exist on its own or any part ofthis configuration as a suite.
THE DATA IMPORT Hub ECOSYSTEM (DIh)
DOMAINS WITHIN THE DATA IMPORT ECOSYSTEM
THE DATA IMPORT Hub ECOSYSTEM (DIh)
TOP 10 CAPABILITIES OF THE DATA IMPORT ECOSYSTEM
1. IMPORTS DATA FROM EXTERNAL SOURCES AND PARTNERS UNDER STRICT GOVERNANCE AND DATA CONTROL2. SUPPORTS ALL EXTERNAL DATA INTEGRATIONS AND INTERPORATIONAL PROTOCOLS AND SECURITY 3. SUPPORTS VIRUS AND MALWARE PROTECTION ON ACROSS ALL IMPORTS AND HEADER ANALYSIS4. PROVIDES OPEN API SECURED FOR A MORE RELAXED PARTNER DEPLOYMENT OF DATA 5. SUPPORTS ALL DATA TYPES AND APPORPRIATE TRANSFORMATIONS6. CAN SUPPORT ALL OPERATIONAL ACCESS NEEDS - TEST, DEV, PRODUCTION – REDUCING REQUIRED ENVIRONMENTS7. SECURE MULTITENANCY ACCESS TO DATA WITH NO FEAR FOR CROSS POLLINATION OR DATA LEAKAGE8. SUPPORT DATA FEDERATION AND SERVICE COMBINATION AT A LOCAL, COUNRTY, CONTINENT AND GLOBAL LEVEL.9. SINGLE POINT OF HUMAN ACCESS WITH SECURITY EXTRECATED FROM CLOUD SECURITY10. FULLY AUDITABLE, MONITORED AND ALTERTED AT ANY LEVEL OF GRANULARITY LOCALLY AND GLOBALLY
DELIVERY OF GLOBAL DATA, INSIGHTS, INTELLIGENCE
ONE AEGON
BIG DATA ON A GLOBAL SCALE
GLOBAL INTELLIGENCE CREATION
LOCAL INTELLIGENT EXECUTION
MOVE ALGORITHM AND MODELS
NOT DATA AND COMPUTE
WE HAVE ALREADY STARTED ON TOMORROWS JOURNEY?% of Completion for fully working operational eco-suite.
55% 35%
35%50%20%
10%3%
The dev to date is driven through JITDev based on business need
NOTE.Each Eco-system can exist on its own or any part ofthis configuration as a suite.
Current Deployments
User Usage Type
Data Lake Data Lab Data Exp Data Imp BI Portal Data Pub Omni Channel
KNAB PROD * * * * * *
AAM POC * * *
AEGON LIFE
POC * *
NL POC * *
SPAIN POC * * * * * *
OPERATIONAL AREAS COVEREDBANKING, INSURANCE, ASSETMANAGEMENT – ONE FABRIC – MANY SOLUTIONS – ONE ECOSYSTEM