23

October

2025

16:00 CET

  • 30 minutes

  • FREE

LIVE Q&A Session

with Dr. Irina Steenbeek

Data lineage:

Real-world challenges & Insights

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🧭 Are you a data management consultant, architect, or team lead working to implement or scale data lineage in your organization—while facing challenges like fragmented metadata, tool misalignment, or stakeholder resistance?

This live Q&A session offers a focused opportunity to explore how your peers are addressing these obstacles in practice.

In just 30 minutes, you’ll gain practical insight, share experience, and connect with fellow professionals committed to getting data lineage right.

This session is tailored for professionals who want to:

• Learn how peers are approaching data lineage across different organizational settings

• Exchange experience on practical challenges and what’s worked in the field

• Move beyond tools and frameworks into real-life decisions and trade-offs

• Be part of a growing community of hands-on data practitioners

🔊 This is an interactive session—not a one-way presentation.

Participants are expected to come prepared with questions and be ready to share their own experiences.

The value of this session comes from open exchange, not passive listening.

đź’¬ Proposed discussion topics include:

• How do you start when metadata is fragmented or incomplete?

• What’s the right level of detail for lineage to be usable and maintainable?

• How can technical and business users align on what lineage should deliver?

• What strategies help overcome resistance from business teams?

• How do you avoid over-scoping lineage and still deliver visible value?

🎯 Your key takeaways:

• Understand how to define and scope lineage based on business needs and data maturity

• Learn how to align tools and processes to support cross-functional use cases

• Gain actionable insight into scaling lineage across teams and platforms

• Leave with concrete ideas for tackling the challenges you’re facing today

    For complete transparency, this QA is FREE to attend because once you know what you need to do to adapt your governance framework, you may still want to attend one of our courses or programs that can help you implement proper metadata management in your company. If so, we would be delighted to work with you more closely.

    However, you do not need to buy any of our courses. In fact, we would like to encourage you to attend this virtual presentation, make copious notes, and implement what we show you because it will quickly accelerate the growth of your new or existing business.

    To Be

    DEFINED

    2025

    16:00 CET

    • 30 minutes

    • FREE of charge
    LinkedIn Live Event

    ALIGNING DATA AND AI GOVERNANCE

    Book Presentation

    Organised by Data Crossroads

    Aligning Governance Frameworks for Data and AI is a key initiative for many organizations aiming to responsibly manage data and AI while remaining compliant and competitive. Yet, many companies begin their efforts by adopting existing frameworks without a clear understanding of their internal needs, maturity level, and strategic priorities. This “plug-and-play” approach often results in fragmented governance, duplicated efforts, or the failure to operationalize the frameworks effectively.

    Hence, the webinar…

    In this webinar, we will answer the following:

    🔍How to define your needs? A structured approach helps clarify your business drivers, scope, and governance objectives—laying the foundation for designing a harmonized data and AI governance model tailored to your organization.

    📋How to specify requirements for a governance framework? We’ll walk through how to translate your needs into actionable requirements across both strategic and operational levels, enabling targeted framework selection and design.

    🧩How to choose or adjust the right framework(s)? We’ll compare several leading industry and regulatory frameworks and explain how to align or combine them to meet your goals.

      Irina steenbeek

      About the speaker

      Dr. Irina Steenbeek is an expert, coach, and author specializing in governance frameworks for data, metadata, and AI management. With over 16 years of experience, she has worked with global institutions and organizations across sectors, founded Data Crossroads, and developed the O.R.A.N.G.E. Data Management Framework, which she shared in five books. Renowned for her pragmatic approach and clear methodologies, she has delivered numerous workshops and keynote speeches at international conferences.

      OUR LATEST EVENTS

      • 14 June 2025 – Free Masterclass “Tailoting DM Industry Frameworks for and Organizaiton’s Needs” organized by Data Crossroads

      • 15 May 2025 – Free Masterclass “Tailoting AI Industry Frameworks for and Organizaiton’s Needs” organized by Data Crossroads

      • 5 May 2025 – 3-hour Workshop “Strategic Governance Frameworks for Data and AI” organized by Dataversity, EDW-2025

      • 20 March 2025 – Paid Workshop “Harmonizing Governance Frameworks for Data and AI Management” organized by Data Crossroads

      • 27 February 2025 – Paid Workshop “Strategic Bridging of Data and AI Governance” organized by Data Crossroads

      • 20 February 2025 – Free Masterclass “Adapting Data Governance for Modern Data Architectures” organized by Data Crossroads

      • 23 January 2025 – Free Masterclass “Alighing Data and AI Strategies” organized by Data Crossroads

      • 14 March 2024 – Workshop “Establishing a Data Governance Framework for Various Data Architectures” DG and MDM Conference Europe, London, IRM UK

      • 13 March 2024 – Workshop “Establishing a Business Case of Metadata Management”DG and MDM Conference Europe, London, IRM UK

      • 29 February 2024 – Paid Workshop “Meta Growth: Integrating Data and Metadata StrategiesOrganized by Data Crossroads

      • 15 February 2024 – Free Masterclass “Leveraging Metadata for Business GrowthOrganized by Data Crossroads

      • 26 October 2023 – Live Q&A “Data Lineage and Data Quality”Organized by Data Crossroads

      • 14 September 2023 – Online Webinar “Data Governance in the context of various data architectures” – Organized by Data Crossroads

      • 8 June 2023 – Online Masterclass “Data Strategy – Design and Implementation”Organized by Data Crossroads

      • 23 March 2023 – Webinar “Choosing Knowledge Graphs and Data Lineage Solutions”Organized by Trigyan