1 © 2024 One Data GmbH. All rights reserved. How Data Products redefine data management for the age of AI innovation One Data Transform data into data products Tanya Nitzsche Senior Vice President One Data Claus Zitzelsberger Principal Solution Engineer One Data Data Expo Utrecht September 2024

2 © 2024 One Data GmbH. All rights reserved. 1st to market Data Product Builder 10+ years of experience 200+ employees 80+ software developers Top 5 AI core technology by Gartner® 60+ data value experts

3 © 2024 One Data GmbH. All rights reserved. We enable Data Experts to build data products that Business Users need IT, data, and business teams can truly collaborate, driven by data and supported by AI Exploit the full potential of your data through data products for better decision-making, driving measurable outcomes in data-led projects using One Data Mission Solution Value

4 © 2024 One Data GmbH. All rights reserved. GenAI is here, why haven't we seen significant productivity increment in the industry? • Data security and compliance • Data quality and AI quality • Context relevancy and business relevancy • Data silos and connectivity • Enterprise processes and operations • Culture and experience • Continuous optimization

5 © 2024 One Data GmbH. All rights reserved. AI-Led Self-Service Data Management. Democratize data in your organization. Enhanced Data Engineering Data Transformation and Cleansing Data Privacy and Compliance Data Discovery and Exploration Data Integration and Orchestration Data Utilization and Assignment By 2027, the application of GenAI will accelerate time to value of D&A governance and master data management programs.1 40% Accelerate time to value AI is a critical capability for IT.2 49% AI Adoption by IT Data Recom- mendations driven by AI

6 © 2024 One Data GmbH. All rights reserved. Build your AI foundation with Data Products

7 © 2024 One Data GmbH. All rights reserved. I am: • Understandable • Discoverable • Secure • Interoperable • Valuable on my own • Trustworthy • Accessible • Addressable I’m a Data Product

8 © 2024 One Data GmbH. All rights reserved. Data Products act as the foundation for your data-led projects, resulting in valuable, always ready data to help move projects forward quickly. Data teams focused on business impact are more effective at prioritizing data delivery demands. Data products include pre- integrated data approved for use which is trusted by consumers, improving the cycle time to analytics delivery. Time to Analytics (speed) A critical promise behind data products is that they must support DataOps practices for agile data integration, continuous integration / continuous delivery, change management and issue resolution (schema drift). DataOps Support (agility) Data products enable domain teams to get closer to data by providing well-documented schema, semantics, ontology and usage guidance increasing reliability. Trust Product management principles support iterative and agile best practices to create, maintain, operationalize and manage the life cycle. Data products can be reused and scaled across use cases quickly Reusability (scale) Monetizing data, by sharing it across data exchanges and marketplaces, requires the creation of data products. New Revenue Streams (monetization)

9 © 2024 One Data GmbH. All rights reserved. Data Products enables Enterprise LLMs allowing users to seamlessly interact with the most relevant company data LLM concept enriched with Data Products: User Company internal data (context relevancy) Fine tuning Quality assured, well-labeled Data Products Fine tuning through meta data Underlying, siloed data sources SQL Access control A B C D E GenAI tools PLM ERP CRM MES

10 © 2024 One Data GmbH. All rights reserved. Put One Data to work with features supporting the entire data product lifecycle from conception to sunset. Design & Build Data Products Manage Data Product Lifecycle Find & Share Data Products Capabilities to support your goals while fitting into your data stack. Friendly enough for your business to use. • Data Product Kanban Board • Quality Checks & Notifications • Data Contracts preview • Data Lineage • Data Lineage Extraction • Data Product Request • AI-Powered Processing • Data Landscape • Search & Find Data Assets • Business Case Builder beta • Logical & Technical Relationships • Metadata & Pattern Extraction • Integrate Your Analytics • Data Product Marketplace • Centralized Access Management: Internal/External/Partners • 3rd Party Connections

11 © 2024 One Data GmbH. All rights reserved. Manage the whole data product lifecycle in a single solution. Business User Data Expert Ingest Build Manage Share Explore Request Access Discover Examine Data Product Marketplace Data Product Lifecycle Kanban board Data Contract Notifications & Alerts Quality Assure Retire Versions Business Case Builder Link AI Transform Develop Approve Publish Request Data Landscape Data Lineage Use Access Marketplace AI AI AI M e a s u r e

12 © 2024 One Data GmbH. All rights reserved. Manage the whole data product lifecycle in a single solution. Business User Data Expert Ingest Build Manage Share Explore Request Access Discover Examine Data Product Marketplace Data Product Lifecycle Kanban board Data Contract Notifications & Alerts Quality Assure Retire Versions Business Case Builder Link AI Transform Develop Approve Publish Request Data Landscape Data Lineage Use Access Marketplace AI AI AI M e a s u r e

13 © 2024 One Data GmbH. All rights reserved. Manage the whole data product lifecycle in a single solution. Business User Data Expert Ingest Build Manage Share Explore Request Access Discover Examine Data Product Marketplace Data Product Lifecycle Kanban board Data Contract Notifications & Alerts Quality Assure Retire Versions Business Case Builder Link AI Transform Develop Approve Publish Request Data Landscape Data Lineage Use Access Marketplace AI AI AI M e a s u r e Data Discovery and Exploration Data Utilization and Assignment

14 © 2024 One Data GmbH. All rights reserved. Search and discover data from disparate data sources through an interactive data map based on metadata with the ability to understand quality in one view The interactive Data Map for transparency Discover & search for data using business or tech context

15 © 2024 One Data GmbH. All rights reserved. Manage the whole data product lifecycle in a single solution. Business User Data Expert Ingest Build Manage Share Explore Request Access Discover Examine Data Product Marketplace Data Product Lifecycle Kanban board Data Contract Notifications & Alerts Quality Assure Retire Versions Business Case Builder Link AI Transform Develop Approve Publish Request Data Landscape Data Lineage Use Access Marketplace AI AI AI M e a s u r e Data Recommen- dations driven by AI Data Discovery and Exploration Data Utilization and Assignment

16 © 2024 One Data GmbH. All rights reserved. AI-assisted Data Product Request generates relevant information to transfer business context through a standardized process between stakeholders in minutes, supporting data product development Calibrate the output ensuring requirements are fit to build the right data product. Transfer context in minutes

17 © 2024 One Data GmbH. All rights reserved. Manage the whole data product lifecycle in a single solution. Business User Data Expert Ingest Build Manage Share Explore Request Access Discover Examine Data Product Marketplace Data Product Lifecycle Kanban board Data Contract Notifications & Alerts Quality Assure Retire Versions Business Case Builder Link AI Transform Develop Approve Publish Request Data Landscape Data Lineage Use Access Marketplace AI AI AI M e a s u r e Data Recommen- dations driven by AI Data Discovery and Exploration Data Utilization and Assignment Enhanced Data Engineering Data Transfor- mation and Cleansing

18 © 2024 One Data GmbH. All rights reserved. AI Chat reduces the time needed to build simple to complex data product transformations, supporting faster development of data products Generating SQL democratizes data product building across the business Reduce time learning SQL improving output AI

19 © 2024 One Data GmbH. All rights reserved. Manage the whole data product lifecycle in a single solution. Business User Data Expert Ingest Build Manage Share Explore Request Access Discover Examine Data Product Marketplace Data Product Lifecycle Kanban board Data Contract Notifications & Alerts Quality Assure Retire Versions Business Case Builder Link AI Transform Develop Approve Publish Request Data Landscape Data Lineage Use Access Marketplace AI AI AI M e a s u r e Data Recommen- dations driven by AI Data Discovery and Exploration Data Utilization and Assignment Enhanced Data Engineering Data Transfor- mation and Cleansing Data Integration and Orchestration Data Privacy and Compliance

20 © 2024 One Data GmbH. All rights reserved. Data Experts & Business Users with can find, access, use, and repurpose data products in the Data Product Marketplace to drive business ideas and outcomes collaboratively The Data Product Marketplace A central collaboration space to drive data-led performance

21 © 2024 One Data GmbH. All rights reserved. Manage the whole data product lifecycle in a single solution. Business User Data Expert Ingest Build Manage Share Explore Request Access Discover Examine Data Product Marketplace Data Product Lifecycle Kanban board Data Contract Notifications & Alerts Quality Assure Retire Versions Business Case Builder Link AI Transform Develop Approve Publish Request Data Landscape Data Lineage Use Access Marketplace AI AI AI M e a s u r e Data Recommen- dations driven by AI Data Discovery and Exploration Data Utilization and Assignment Enhanced Data Engineering Data Transfor- mation and Cleansing Data Integration and Orchestration Data Privacy and Compliance

22 © 2024 One Data GmbH. All rights reserved. The Goal Reduce delivery costs from 5M Reduce escalation volume from 40% Increase supplier score Connect and quality assure data coming from 35 ERP systems Thyssenkrupp Delivery Reliability Objectives

23 © 2024 One Data GmbH. All rights reserved. The Smart Holistic Twin data product became the activator to improve results across the business and is the foundation to the latest Net Working Capital data product , helping TK save millions. SMART HOLISTIC TWIN (historic scan data, shipments, raw material) AI-POWERED DATA PRODUCT BUILDER COST ANALYSIS Track profits per material and customer PROCESS MINING Visualize and track current processes (value chain, production, procurement, …) NET WORKING CAPITAL Optimize NWC by providing data product to controlling and accounting DELIVERY RELIABILITY Improve delivery reliability and avoid escalations with AI MES Data Lake Data Warehouse Finance RnD SAP Department Data Silos PIM CRM ERP MDM

24 © 2024 One Data GmbH. All rights reserved. The Goal Increasing transparency Increasing data quality Harmonizing source systems SCHOTT Optimizing Production Objectives

KPI: Data products: Data sources: Reduction of scrap in glass production KPI reporting system; Glass roll setting BI, SAP and MIPS data from 7 different business units Challenge Automate and harmonize daily production quantities across different plant locations (Germany, Brazil, China, India). Find optimal machine settings after a change of a glass roller. Data products Glass roll setting optimizes glass sheet positioning with real-time precision, increasing productivity, reducing material wastage, saving significant costs & benefiting the bottom line. KPI reporting system automates and harmonizes daily production quantities across different plant locations, increasing transparency and performance across global production. Optimizing production through data products Increased transparency Increased data quality Harmonized source systems “We were able to reduce the effort required to integrate data and ensure data interoperability by up to 80%.” “We can easily connect disparate sources of data and visualize our entire data landscape in an interactive map."

26 © 2024 One Data GmbH. All rights reserved. How AI and Data Products help your organization in the future success? Centralized Data Management Data Experts struggle to spend more time on value adding tasks Data Silos hindering value realization Heavy manual work in processing and managing data Decentralized data product building and orchestration helps your business to scale Transparency with short time to value Enabling Business Users to perform self-service analysis Increased efficiency with AI

27 © 2024 One Data GmbH. All rights reserved. Visit our booth 111 and learn more about how to build, manage, and share Data Products with One Data Proof of Value Validate One Data’s potential for your specific business needs. Build first data products and demonstrate ROI. Showcase tangible value early in your data product journey. *One Data Services Terms and Conditions apply. The impact of data products is real. Let's make it your reality. Join us for the summit to learn how data products can be integral to your plans for the coming year.

28 © 2024 One Data GmbH. All rights reserved. Claus Zitzelsberger Principal Solution Engineer One Data claus.zitzelsberger@onedata.ai Q&A Tanya Nitzsche Senior Vice President One Data tanya.nitzsche@onedata.ai

29 © 2024 One Data GmbH. All rights reserved. One Data GmbH Managing directors: Dr. Andreas Böhm, Dr. Stefan Roskos, Dr. Gregor Wiest Kapuzinerstr. 2c – 94032 Passau – Germany Prinzregentenstr. 50 – 80538 Munich – Germany Eschnheimer Anlage 1 – 60316 Frankfurt/Main – Germany Köpenicker Str. 31 – 10179 Berlin – Germany Amtsgericht Passau HRB 7780 onedata.ai