To be able to use analytics effectively and thus leverage the data treasures in the company, you need a modern and scalable data platform that can react flexibly to events and was designed with a DataOps mindset from the very beginning.

1. What does a modern data
platform for analytics in the
company look like?
München, 2021-02-10, Arne Roßmann

2. Arne Roßmann
Education:
- Computer Science (BSc) with Focus on Business
Intelligence
- International Management (MBA)
Key Competences:
- Enterprise Architecture
- DevOps / DataOps
- Big Data / Cloud
Projects / Roles:
- Chief Architect
- DevOps Coach
- Solution Architect
- (before: Developer, Scrum Master, Project
Manager, …)

3. § What are the characteristics of an Enterprise Data & AI Platform
§ How does a Reference Architecture for an Enterprise Data & AI Platform look like?
§ Why Kafka is a perfect key component in the modern platform?
§ A real world example
§ Q & A
Agenda

4. 4
© Capgemini 2021. All rights reserved |
Modern Data Platform| Arne Roßmann | 2021-02-10
Enterprise Data &
AI Platform
Characteristics
Discoverable
Addressable
Trustworthy
(defined & monitored SLO)
Self Service
Inter Operable
(governed by open standards)
Secure

5. Reference Architecture for
an Enterprise Data & AI
Platform
5

6. Concept_Templates_April_2018.pptx
System of Insights Approach
6
NEXT-GEN ENTERPRISE DATA & AI PLATFORM
DATA CENTRIC MODELS
BUSINESS DATA HUB
DATA PROCESSING
DATA CURATION
STREAMING
SOURCES
BATCH
SOURCES
AI & ANALYTICS
FOUNDATION
SEARCH, AI & ANALYTICS
OLAP
PLATFORM MANAGEMENT & OPERATIONS
PLATFORM SECURITY
ACTIVE
DIRECTORY
ORCHESTRATION
KEY
VAULT
MFA SECURITY
CENTER
OMS
MONITOR
STREAM PROCESSING STREAM SERVING STORE
UNIVERSAL DATA LAKE
DATA TRANSFORMATION
DATA TRUST
AZURE DEVOPS
DATA INGESTION
LANDING
RAW DATA
INGESTION
TRANSFORMED DATA INGESTION
STREAM INGESTION
AI & ANALYTICS
EXECUTION
INTELLIGENT
APPs
SELF SERVICE &
ENTERPRISE BI
REAL-TIME
APPs
DATA
SERVICES
APP
DATA
SERVICES
CUSTOM AI
APPs
AI
&
ANALYTICS
SERVICES
Multiple sources converge to a common Data & AI platform using Microsoft Azure centric services
Goals: Consistent, repeatable methods and processes that can scale
Govern locally where it matters, manage centrally
AZURE DATA FACTORY
AZURE DATA FACTORY
AZURE DATABRICKS
AZURE DATABRICKS
AZURE DATABRICKS
EVENT HUB KAFKA
AZURE DATA LAKE
AZURE DATA LAKE
AZURE DATA LAKE
COSMOS DB
DATA LAKE SEARCH AZURE ML
AAS
ADLS
POWER BI
BOT
FRAMEWORK
COGNITIVE
SERVICES
APP SERVICE
LOGIC
APP
FUNCTION
SYNAPSE ANALYTICS
MGMT & SECURITY
AZURE INFORMATION PROTECTION AXON
SECURE@SOURCE ENTERPRISE DATA CATALOG
POLYBASE
AZURE SYNAPSE
ANALYTICS
API APP

7. Kafka as a key component
in the architecture
7

8. 8
© Capgemini 2021. All rights reserved |
Modern Data Platform| Arne Roßmann | 2021-02-10
Event Driven Architecture – an approach to solve the Big
Ball of Mud problem
https://www.confluent.io/blog/using-apache-kafka-drive-cutting-edge-machine-learning/
https://www.confluent.io/blog/changing-face-etl/

9. 9
© Capgemini 2021. All rights reserved |
Modern Data Platform| Arne Roßmann | 2021-02-10
Event Driven Architecture – “clean” architecture and AI
integration
https://www.confluent.io/blog/using-apache-kafka-drive-cutting-edge-machine-learning/
https://www.confluent.io/blog/changing-face-etl/
https://www.confluent.io/blog/importance-of-distributed-tracing-for-apache-kafka-based-applications/

10. A real world example
10

11. 11
© Capgemini 2021. All rights reserved |
Modern Data Platform| Arne Roßmann | 2021-02-10
A real world example on Car Distribution
https://github.com/arossmann/metrics_exporter

12. 12
© Capgemini 2021. All rights reserved |
Modern Data Platform| Arne Roßmann | 2021-02-10
Summary &
Q&A

13. 13
© Capgemini 2021. All rights reserved |
Modern Data Platform| Arne Roßmann | 2021-02-10
A Modern
Enterprise Data &
AI Platform
The AI Engineering Data Centricity
Platform Reference Architecture
Discoverable
Addressable
Trustworthy
(defined & monitored SLO)
Self Service
Inter Operable
(governed by open standards)
Secure
AI & ANALYTICS EXECUTION
DATA CENTRICITY FOUNDATION
AI & ANALYTICS FOUNDATION
SOURCE DATA
PLATFORM FOUNDATION
DATA TRUST
Architecture & Advisory
Modern Enterprise Data & AI Platform
AI & ANALYTICS EXECUTION
AI & Analytics Execution
AI & ANALYTICS FOUNDATIONS
DATA CENTRICITY FOUNDATION
DATA
TRUST
Data
Engine
Virtual
Semantic
Layer
&
Caching
Data
Ingestion
Data
Landing
Zone
Raw
Data
Files
Batch
Ingestion
Streaming
Ingestion
Data Governance Strategy and Process
Reference &
Master Data
Data Lifecycle
Management
Data Privacy
Data Quality &
Profiling
Data Discovery
& Lineage
Data
Catalogue
Entity
Relationship
Management
Business
Glossary
Data Lake, Data
Hub, EDW
Business
Data
Hub
Modeled
data
store
Universal
Data
Lake
Curated
Data
Store
Data
Transformation
Data
Enrichment
Data
Curation
Custom AI Solutions
Intelligent Apps
AI
&
Analytics
-
Data
Services
Internal Data
External Data
CRM
ERP
ANALYTICAL
OTHER
THIRD PARTY
SOCIAL DATA
OTHER
SENSOR
IOT
AI Monitoring
Data Science Workbench
Model Catalogue
Analytics Orchestration
KPI Catalogue
Application
-
Data
Services
Traditional BI Reporting
Data
Centricity
-
Data
Services
PLATFORM FOUNDATION
Cloud Foundations I&D Platform Foundations & Run
Platform Security
& Governance
Network
Connectivity
Cyber
Security
Cloud
Infrastructure
Platform Management
& Operations
DevOps/DataOps
Automation
Hybrid Cloud
Services
Edge
Integration
Data Modeling
Aggregated Fact
APIs
Visualization
Data Exploration & Search
Analytics & Dashboards
Self-Serve BI
Reporting, BI & Visualization

14. 14
© Capgemini 2021. All rights reserved |
Modern Data Platform| Arne Roßmann | 2021-02-10
SEC1
© 2020 Capgemini. All rights reserved.
14
Abendveranstaltung mit
Capgemini
Save the Date und sei bei unserem virtuellen
Abendprogramm am 11.02.2021 von 18:00 Uhr bis 20:00
Uhr dabei.
Es erwartet dich unter anderem eine Keynote „Coding at
Capgemini – Revolution or Evolution for Clients” von unserem
Head of Innovation Thilo Hermann.
Erhalte spannende Einblicke und Beispiele, wie Capgemini
seine Kunden revolutionär aber auch evolutionär mit Software
unterstützt.
Schnapp dir außerdem einen Drink für ein ausgelassenes
Get-Together: lerne dabei unsere Bereiche kennen und
vernetze dich mit Capgemini-Mitarbeitern.
Du hast Interesse?
Dann melde dich bis zum 11.02.2021 unter https://capgemini-
events.de/abendveranstaltung_mit_capgemini/ an.
Wir freuen uns auf dich!

15. 15
© Capgemini 2021. All rights reserved |
Modern Data Platform| Arne Roßmann | 2021-02-10
SEC1
© 2020 Capgemini. All rights reserved.
15
Let‘s get in contact and visit us now at
our virtual booth/258
here on the OOP!
Architecting Our Future

16. 16
© Capgemini 2021. All rights reserved |
Modern Data Platform| Arne Roßmann | 2021-02-10
Contact
Roßmann, Arne
Head of AI & Data Engineering Germany, Insights & Data
Chief Architect
Capgemini Nuremberg
Bahnhofstr. 30
90402 Nuremberg, Germany
arne.rossmann@capgemini.com
https://www.linkedin.com/in/arnerossmann/

17. Capgemini is a global leader in consulting, digital transformation, technology, and
engineering services. The Group is at the forefront of innovation to address the
entire breadth of clients’ opportunities in the evolving world of cloud, digital and
platforms. Building on its strong 50-year heritage and deep industry-specific
expertise, Capgemini enables organizations to realize their business ambitions
through an array of services from strategy to operations. A responsible and
multicultural company of 265,000 people in nearly 50 countries, Capgemini’s
purpose is to unleash human energy through technology for an inclusive and
sustainable future. With Altran, the Group reported 2019 combined global
revenues of €17 billion.
About Capgemini
Learn more about us at
www.capgemini.com
This presentation contains information that may be privileged or confidential
and is the property of the Capgemini Group.
Copyright © 2020 Capgemini. All rights reserved.