The B2B Podcast Index
Index
All categories
MarketingSalesSaaSFinanceHROpsLeadershipCustomer SuccessAI & DataProductStartups & FoundersRevOpsEngineering & DevTools
MethodologySubmit
Best of:MarketingSalesSaaSFinanceHROpsLeadershipCustomer SuccessAI & DataProductStartups & FoundersRevOpsEngineering & DevTools
An independent project byFame
SearchBest episodesGuestsInsightsMethodologySubmit a podcast
Index/AI & Data/Don't Panic! It's Just Data
Don't Panic! It's Just Data artwork

Why Is the Semantic Layer Critical for Data Governance, Compliance, and AI at Scale?

Don't Panic! It's Just Data · 2026-04-20 · 27 min

0:00--:--

Episode notes

Podcast: Don’t Panic It’s Just Data! Guest: Adrian Estala, VP, Field Chief Data & AI Officer, Starburst Host: Doug Laney, Research & Advisory Fellow at BARC and Author of Infonomics & Data Juice After years of heavy investment in data lakes and warehouses, many enterprises still face a frustrating reality. Insights continue to remain slow, fragmented, and hard to trust. In the recent episode of the Don’t Panic It’s Just Data podcast , host Doug Laney, Research & Advisory Fellow at BARC and Author of Infonomics & Data Juice, is joined by Adrian Estala, VP, Field Chief Data & AI Officer at Starburst . They sat down to discuss why more enterprises are adopting a new architectural approach, the business semantic layer, to speed up AI adoption . What’s the Core Issue in AI Data Enterprise? The core issue, Estala argues , is not a lack of infrastructure but an inconsistency between how data is organised and how enterprises think. “No one’s really there yet,” he says, reflecting on a decade of backend optimisation.

More from Don't Panic! It's Just Data

All episodes →
  • How Enterprise Data Architecture Must Evolve for the Age of AI66 / 100
  • No Use Case, No Value: Why Managing AI Use Cases is Key to Demonstrating Business Value
  • Why Enterprise RAG Systems Still Produce AI Hallucinations
  • Is “Frankenstein Data” Slowing Down AI Transformation in Insurance Enterprises?
  • Can Your MDM Strategy Survive the Shift to Real-Time AI Decision-Making?
Explore the best B2B AI & Data podcasts →
All Don't Panic! It's Just Data episodes →