CDO Matters Podcast

CDO Matters Ep. 87 | Beyond Data Catalogs: Building Context for AI and Data Products

5 snips
Oct 17, 2025
Kash Mehdi, VP of Growth at DataGalaxy, dives into the evolving landscape of data management. He discusses why traditional data catalogs fall short, emphasizing the need for data product thinking to enhance usability and context. Kash explores the integration of metadata with data quality, the importance of governing unstructured data using AI, and how organizations can avoid creating siloed AI agents by providing rich business context. He also critiques single-owner data models and stresses collaborative approaches to data ownership.
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ADVICE

Combine Best-Of-Breed With Unified UX

  • Integrate best-of-breed tools for observability and quality while keeping a single user experience.
  • Connect profiling, observability, and metadata so users can trust and find usable data quickly.
INSIGHT

Profiling vs Observability Distinction

  • Profiling gives useful static measures while observability provides real-time pipeline forensics.
  • Both are needed: profiling for data understanding and observability for monitoring and alerts.
ADVICE

Governance Through Product Ownership

  • Shift from building catalogs to delivering data and AI product governance with clear owners and audiences.
  • Democratize governance by involving stakeholders and operationalizing standards with collaboration.
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