Our way to a data-driven enterprise - A Journey by Bosch

1. Our way to a data-driven
enterprise
A journey by Bosch
Rainer Metje – Vice President Data & Integration Platforms
Wolfgang Klein – Director Data-as-a-Service

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Bosch Global
Business
Sectors
Facts
&
Figures*
* figures 2022

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Digitalization at Bosch
Change is all around us.
Be it the Corona pandemic,
geopolitical challenges, climate
change, industry disruption or
digitalization.
Bosch has to build up
significant digital business and
leverage efficiency
opportunities through
digitalization to address the
needs of our customers.
The purpose of Bosch Digital is
to provide world class
technology services and grow
digital business together with
our divisions.

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Our company values
Let‘s inspire each
other.
Inspire a better today and tomorrow
by staying true to your values and
creating future.
Let‘s enjoy more.
Enjoy the benefits of balancing your life and
your job environment and rewards to make it
all worthwhile.
Let‘s grow
together.
Grow into countless roles,
positions and opportunities.

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Bosch Digital: customer centricity and business outcomes
Bosch Digital
Digital/IT Products, Services,
Solutions and Projects
Bosch divisions & central functions
For our customers we deliver outstanding digital products,
services and solutions for growth and efficiency.
We are the trusted partner for digital business and
enterprise IT for Bosch.
We empower our diverse talents that are united by the
passion to drive digital transformation in an agile
environment.

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Success factors of a digital transformation
Purpose, Strategy
& Priorities
from Ambiguity to Alignment
Steering & Funding
from Forecasting Budgets
to Business Value
Realization
Transformation &
Change
from Short-term Change
to Sustainable
Transformation
1 2
Processes
from Sequential
to Iterative
Culture & Behavior
from Being told
to Being bold
Leadership & Talent
from Human Resource
to Nurtured People
4
Tech. Enablers
from Manual Complexity
to Seamless Automation
Measurement
Framework
from Outputs
to Outcomes
7 9
8
5 6
Structure
from Vertical Silos
to Horizontal Co-operation
3
A successful Digital Target Operating Model needs to go beyond a re-organization

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Bosch Digital Portfolio

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Data products connect by API management & enablement
APIs are a must-have for standardized product connectivity.
Vision 2025:
“A modular, API driven, automated landscape to gain speed and foster re-use”
A successful API program needs both a strong technical platform and an
organizational enablement.
How it should look
What it really looks like

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Companies with a complete view on data…
… are at a competitive advantage
Traditional tools answer
known questions
to known data…
…restricting
visibility,
efficiency, and
flexibility
Efficiency
The value of data in use cases for
efficiency gains enable data driven
operations.
Business Growth
The value of data in use cases for
business growth enable data driven
business.

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Data culture as prerequisite for data-driven enterprise
0%
10%
20%
30%
40%
50%
60%
70%
80%
2015 2017 2019 2021 2023
Decisions are taken rather based on…
Experience Data
Source: Bosch internal
Let data drive decisions, not the
Highest Paid Person’s Opinion.

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Three step approach to a data driven culture based on a strong data foundation
and all disciplines of the Bosch Data Strategy
Data strategy implementation in three steps
Data
Democratization
Data as (re)usable and
transferable object with
defined quality
Data
Transparency
Data as embedded
part of IT systems
Manage data
like an
industrial product
Data as a real asset
managed across the
entire lifecycle

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Data mesh as enabler for business
Data 3.0: Data Mesh
Data 2.0: Data Lakes
Data 1.0: Local Databases
Centralized & Standardized
Federated & Standardized
…to data mesh
…via data lakes…
From databases…
Data analytics platforms
Decentralized data domains
and products
Distributed data platforms
Data mesh principles
1
2
3
4
Data as a Product
>800 TB
of data stored on
distributed
technical
platforms
>36k
tables
continuously
replicated in
near-realtime
from SAP
220%
increase of data
consumption in
2023
60%
faster ad-hoc
data analysis
based on data
products
Decentralized & Non-Standard
„Data mesh is a decentralized sociotechnical approach to share, access and
manage analytical data in complex and large-scale environments – within or
across organizations.“ Zhamak Dehghani
Data domain ownership
Self-serve data platform
Federated governance

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redmesh initiative
Self-Serve Data Platforms
Finance
Logistics
…
Enabling
Enterprise IT
(e.g. ERP)
User
generated
IoT Web
…
• Governance
• Consulting
• Data marketplace
• Compliance
• DataOps Toolsuite
• …
Automotive
Data Mesh Domains
Storage, Pipelines, Data Catalogue, Access Control, …
Sustainability
API

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Sustainability data analytics platform (SusAn)
Sustainability analytics maturity levels identified:
L1
L2
L3
Decision assistant
Sustainability KPIs
Cause & Effect analysis
2023 2024 2025
30% cost
advantage
compared to
decentral data
solutions*
Data consistency
across all dimensions
and value chain
Data quality
for external auditing
ensured
SusAn is the foundation to steer Bosch towards a sustainable company – Invented for Life
*Reducing data costs without sacrificing growth | McKinsey 2022
Ensure compliance with European Law
Steer Bosch towards sustainability
Enable competitive advantage
Data Acceleration
for fast decision
taking

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redmesh enables GenAI / ML use cases
redmesh and API initiatives powering GenAI and ML use cases and enabling innovation
redmesh-powered
analytics
GenAI-powered
marketing
content
generation
Data + foundation services to enable data-driven business
redmesh
+41% data usage @ Bosch
SW & AI Engineering
for efficient development
& operation
Partnering to avoid redundant development & accelerate time to market
Apps
layer
AI/ML
layer
Data
layer
No/Low Code
API Suite
+50% reusable
APIs offered by BD
via a single source
MLOps
GenAI-
powered
search Q&A
platform
GenAI-
powered job
offerings
GenAI-
powered
regulatory
excellence
GenAI-
powered
software
engineering
Technology Foundation
DevOps
AI/ML Services, Tools, Frameworks…
DataOps
AI platforms & tools
+55% productivity in development

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Key take-aways
1 Bosch’s future is digital with a boosting need for digitalization and IT solutions.
2
Companies not leveraging their full data potential put their future business success at
risk.
3 Data culture is key to enable data-driven business and digitalization.
4
redmesh complemented by API initiative enables business divisions to leverage the
full potential of data with a maximum of flexibility and autonomy.

18. Together
we shape
tomorrow
Thank You!