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Data Architecture

Building Trusted Data Pipelines: Data Matching in Medallion Architecture

Pipeline success doesn't guarantee data accuracy — learn how to validate what actually moved.

  • Wed, Mar 25, 2026
  • 8:30 PM ET · 1 hour
  • Online — Zoom Webinar

About This Session

Your pipeline ran successfully. The dashboards refreshed. The data reached Gold. But one question still matters: did the data actually stay correct along the way? Modern data platforms like Databricks popularized the Medallion architecture — where data moves from Bronze → Silver → Gold through transformations and enrichment. Yet many organizations still rely on row counts, sampling, and basic validation checks that confirm data moved, not that the right data moved correctly. In this webinar, we explore how data matching and reconciliation can validate data as it moves across medallion layers — helping teams build pipelines that deliver trusted, provable results.

Key Takeaways

  • Why pipeline success doesn't guarantee data accuracy
  • Where mismatches commonly occur in Bronze, Silver, and Gold layers
  • How data matching helps validate transformations at scale
  • Best practices for building trusted, audit-ready pipelines

What You'll Learn

  • Why row counts and sampling aren't enough
  • Data matching across Bronze, Silver, and Gold layers
  • Reconciliation for transformation and enrichment steps
  • Building audit-ready pipelines

Registration Closed

  • Wed, Apr 22, 2026
  • 8:00 PM ET · 1 hour
  • Online — Zoom Webinar

Speakers

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Angsuman Dutta

CTO & Co-Founder, FirstEigen

Angsuman Dutta is the CTO and Co-Founder of FirstEigen. He holds a B.Tech in Engineering from IIT and an MBA from the University of Chicago Booth School of Business. Previously the CEO of Pricchaa and an executive at Infogix, Angsuman leads DataBuck's technical architecture and agentic AI product direction.

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Seth Rao, Ph.D.

CEO & Founder, FirstEigen

Seth Rao is the CEO and Founder of FirstEigen. A Ph.D. in Engineering (Data & Analytics), former Director of New Ventures at Outerwall Inc. (Nasdaq) and Management Consultant at A.T. Kearney, Seth has spent his career at the intersection of data science and enterprise strategy. He is a published researcher and co-author of FirstEigen's AI/ML data quality whitepaper.

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Want a Private Walkthrough?

Book a 1:1 session with Seth or Angsuman — tailored to your stack. BigQuery, Snowflake, Databricks, or on-prem.