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

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

From Don't Panic! It's Just Data by EM360Tech

April 20, 2026 · 27 min · Season 1 · Episode 63

About this episode

The episode discusses the importance of the semantic layer in enhancing data governance, compliance, and AI scalability.

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. “We don’t know what ‘perfect’ architecture means, especially in the AI age.” The semantic layer, sometimes called a “context layer,” represents a…

People in this episode

Guest: Adrian Estala

Topics covered

  • data governance
  • compliance
  • AI
  • semantic layer

Keywords

  • data lakes
  • data warehouses
  • business semantic layer

Mentioned in this episode

Products: Starburst

Places: Europe, Switzerland, the United Kingdom

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