[DSC Europe 24] Sofija Pervulov - Building up the Bosch Semantic Data Lake.pptx

Building up the Bosch Semantic Data Lake

1. Building up the Bosch Semanti c Data Lake 22.11.2024 Sofija Pervulov – Technology Data Steward @Bosch

2. Electrical Engineer by Education Technology Data Steward for Finance Maintainer Group as Current Position Data Architect by Vocation Sofija Pervulov www.linkedin.com/in/sofija My LinkedIn Profile Bosch Digital | 2024-11-22 © Robert Bosch d.o.o. 2024. All rights reserved, also regarding any disposal, exploitation, reproduction , editing, distribution, as well as in the event of applications for industry property rights.

3. Get to know Data Work with Data Understand Data Relationship with Data Data works for You Bosch Digital | 2024-11-22 © Robert Bosch d.o.o. 2024. All rights reserved, also regarding any disposal, exploitation, reproduction , editing, distribution, as well as in the event of applications for industry property rights.

4. Get to know Data Work with Data Understand Data Relationship with Data Data works for You Search for Data Bosch Digital | 2024-11-22 © Robert Bosch d.o.o. 2024. All rights reserved, also regarding any disposal, exploitation, reproduction , editing, distribution, as well as in the event of applications for industry property rights.

5. Get to know Data Work with Data Understand Data Relationship with Data Data works for You Search for Data Bosch Digital | 2024-11-22 © Robert Bosch d.o.o. 2024. All rights reserved, also regarding any disposal, exploitation, reproduction , editing, distribution, as well as in the event of applications for industry property rights.

6. Get to know Data Work with Data Understand Data Relationship with Data Data works for You Search for Data Bosch Digital | 2024-11-22 © Robert Bosch d.o.o. 2024. All rights reserved, also regarding any disposal, exploitation, reproduction , editing, distribution, as well as in the event of applications for industry property rights.

7. Get to know Data Work with Data Understand Data Relationship with Data Data works for You Search for Data Bosch Digital | 2024-11-22 © Robert Bosch d.o.o. 2024. All rights reserved, also regarding any disposal, exploitation, reproduction , editing, distribution, as well as in the event of applications for industry property rights.

8. Get to know Data Work with Data Understand Data Relationship with Data Data works for You Search for Data Bosch Digital | 2024-11-22 © Robert Bosch d.o.o. 2024. All rights reserved, also regarding any disposal, exploitation, reproduction , editing, distribution, as well as in the event of applications for industry property rights.

9. More than 430 000 Employees More than 55 000 IT Experts Engineering and Technology (manufacturing) Company Multinational (global) Company Bosch Bosch Digital | 2024-11-22 © Robert Bosch d.o.o. 2024. All rights reserved, also regarding any disposal, exploitation, reproduction , editing, distribution, as well as in the event of applications for industry property rights. Mobility Solutions (hardware and software) Consumer Goods (including household appliances and power tools) Industrial Technology (including drive and control) Energy and Building Technology Company with tradition. Founded by Robert Bosch in 1886 “ His #vision to improve quality of life continues to live on in our hearts and minds. #InventedForLife #values ”

10. Collect data Business Terms & Rules Collect Information & Knowledge Integrate Tools Make Data Available Connect to Data Sources Define Business Rules and Definitions Map the unified semantic layer across sources Connected all data and information via any Tool Everyone can discover and access all Data and Knowledge Bosch’s Relationship with Data Bosch Digital | 2024-11-22 © Robert Bosch d.o.o. 2024. All rights reserved, also regarding any disposal, exploitation, reproduction , editing, distribution, as well as in the event of applications for industry property rights.

11. Semantic data lake combines best of both worlds: data lake-like scalability with semantic features of Bosch Semantic Stack D ata L ake is a scalable data management platform for the flexible analysis (e.g., reporting, machine learning, stream analytics) of all kinds of data (e.g., batch & stream, structured & unstructured, raw & aggregated) Knowledge layer with Semantic features of Semantic Stack with Semantic Data Modeling , Graph Databases, Aspect Models and Digital Twins - connects data information with the data Semantic Metadata Management with Data Lake , uses Semantic Data Access/Integration to complement and enhance existing Data Lakes making them S emantic D ata L akes but do not replace them Semantic Data Lake Bosch Digital | 2024-11-22 © Robert Bosch d.o.o. 2024. All rights reserved, also regarding any disposal, exploitation, reproduction , editing, distribution, as well as in the event of applications for industry property rights.

12. Relational data lake Data Onboarding Service Data Onboarding Service Big Data & AI Platforms Exploration zone Data Provisioning Service Business Satellite Data Onboarding Service Data lake Data Marketplace Data Modelling Legend Data Catalogue Enabling & Consulting on-premise cloud general platform service Bosch Data Lake – Data Mash + Data as Product Bosch Digital | 2024-11-22 © Robert Bosch d.o.o. 2024. All rights reserved, also regarding any disposal, exploitation, reproduction , editing, distribution, as well as in the event of applications for industry property rights.

13. Metadata Information Architecture Taxonomy Business Glossary Content: (Knowledge, Data, Information) Ontology Knowledge Graph Knowledge Layer CATEGORIZATION CONTEXT ACCESS ALIGNMENT CONNECTIVITY Bosch Knowledge Layer Bosch Digital | 2024-11-22 © Robert Bosch d.o.o. 2024. All rights reserved, also regarding any disposal, exploitation, reproduction , editing, distribution, as well as in the event of applications for industry property rights. © Enterprise Knowledge, LLC https://enterprise-knowledge.com/what-is-a-semantic-layer-components-and-enterprise-applications

14. Data Lake Knowledge Layer Data Analytics and AI Applications (decision support) Operational Applications (process support) Central repository Semantic Model Catalog Syntactic Model Catalog Aspect Model Catalog Data Catalog Semantic Data Lake Enterprise Data IoT, Web, User-Generated Data Data Sources Business Glossary metadata data data data data Semantic Data Integration Semantic analytics Ontologies Aspect Models Aspects Digital Twin Bosch Semantic Stack semantic data data metadata Digital Twin Catalog semantic data metadata metadata Bosch Semantic Data Lake Bosch Digital | 2024-11-22 © Robert Bosch d.o.o. 2024. All rights reserved, also regarding any disposal, exploitation, reproduction , editing, distribution, as well as in the event of applications for industry property rights.

15. Data Transparency Provide transparency about existing data Data is embedded part of IT systems Bosch Data Strategy – Data as Asset Data – Driven Culture Data Democratization Make data usable by everyone in the organization Data as (re)usable and transferable object with defined quality Data as Asset Manage data like and industrial product Data as real asset managed across the entire lifecycle Bosch Digital | 2024-11-22 © Robert Bosch d.o.o. 2024. All rights reserved, also regarding any disposal, exploitation, reproduction , editing, distribution, as well as in the event of applications for industry property rights.

16. Data Domains are the basis for structuring and differentiating all the data at Bosch with objective for: Clear assignment of accountability and responsibility Ensure consistent and cross-organizational terminologies ( Glossaries ) and data structures ( Semantic Data Models ) Provision of Data Domain-relevant regulations within the framework of Bosch directives Manufacturing Engineering Logistic Finance Experts Fields of expertise … A group of experts that develops data management standards for a data domain. These standards are developed for the Bosch group. This group works on standardizations for a data domain that are needed from a business point of view. Maintainer Group for the Finance Domain Note: Count of expert symbols and distribution arrows do not reflect real world figures. The visualization aims at documenting the concept, not the facts Cross Data Domain Bosch Core Finance Data Domain Product Data Domain Sub-Domains Logistic Data Domain HR Data Domain Bosch Data Strategy – Data Management Bosch Digital | 2024-11-22 © Robert Bosch d.o.o. 2024. All rights reserved, also regarding any disposal, exploitation, reproduction , editing, distribution, as well as in the event of applications for industry property rights.

17. Data Management Process Transparency & Automation Integration & Interfaces Data Analytics & AI Applications Applications Solutions Products Enterprise Architecture Management Business Process Management Process Info Model Declarative approach Explorative approach BO  e.g. Product, Invoice Data Domains (e.g. PUR, MAN) Declarative approach - From Knowledge To Data Bosch Business Process Org. Requirements Analytics projects Bosch Digital | 2024-11-22 © Robert Bosch d.o.o. 2024. All rights reserved, also regarding any disposal, exploitation, reproduction , editing, distribution, as well as in the event of applications for industry property rights. I2D P2P P2F O2C

18. Data Management Process Transparency & Automation Integration & Interfaces Data Analytics & AI Applications Applications Solutions Products Analyze request Identify BO Allocate to Data Domain Add to backlog Address to requestor Enterprise Architecture Management Business Process Management Process Info Model Declarative approach Explorative approach BO  e.g. Product, Invoice I2D P2P P2F O2C Data Domains (e.g. PUR, MAN) Explorative Approach From Data To Knowledge Requirements Bosch Digital | 2024-11-22 © Robert Bosch d.o.o. 2024. All rights reserved, also regarding any disposal, exploitation, reproduction , editing, distribution, as well as in the event of applications for industry property rights.

19. Federated Governance I nteroperability by minimum set of rules with respect of Data Domains Autonomy Scale and reuse data and product knowledge Easy integration of additional products and data sources for rapid implementation of new use cases Create full data transparency across the entire lifecycle Central availability and immediate use of all data, from development to operation Answer challenges with data-driven decision-making Individual, immediately available information for any product-related question Bosch Semantic Data Lake is evolution of Data Lake with Bosch Semantic Stack Data Lake-like scalability with semantic features of Bosch Semantic Stack Ownership of Data as Asset Accountability and Responsibility with Bosch framework of Data Regulations and Directives Key Takeaways Bosch Digital | 2024-11-22 © Robert Bosch d.o.o. 2024. All rights reserved, also regarding any disposal, exploitation, reproduction , editing, distribution, as well as in the event of applications for industry property rights.

20. Bosch Semantic Stack reference Unlocking Vehicle Data potential – powered by Bosch Semantic Stack https://www.bosch-mobility.com/en/solutions/software-and-services/data-driven-intelligence/ Data Driven intelligence Bosch Digital | 2024-11-22 © Robert Bosch d.o.o. 2024. All rights reserved, also regarding any disposal, exploitation, reproduction , editing, distribution, as well as in the event of applications for industry property rights.

21. Early warning – immediate reporting of malfunctions Warranty indication – efficient, data-based warranty decisions Remote state of health – establishing predictive maintenance myFleet – all important vehicle-related information at the click of a button Modular analytics enabling data-driven mobility solutions Unlocking Vehicle Data Potential Powered by Bosch Semantic Stack Bosch Digital | 2024-11-22 © Robert Bosch d.o.o. 2024. All rights reserved, also regarding any disposal, exploitation, reproduction , editing, distribution, as well as in the event of applications for industry property rights.

22. Thank you! Bosch Digital | 2024-11-22 © Robert Bosch d.o.o. 2024. All rights reserved, also regarding any disposal, exploitation, reproduction , editing, distribution, as well as in the event of applications for industry property rights.