Karthik Darbha

@kdarbha

Sharing My Data Engineering & AI Journey

Plano, TXJoined April 2026

About

Karthik Darbha is a Data Engineering & AI Leader with over 23 years of experience in Healthcare, Pharma, Retail, Insurance, and Financial Services. He writes at tech4nirvana.com, exploring the intersection of data architecture and timeless wisdom.

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Karthik Darbha's blogs

Tech4Nirvanatech4nirvana.com7 posts

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Recently published

KDKarthik Darbhatech4nirvana.com3d ago · 11 min read

AI-Driven Data Quality: From Rules to Reasoning

Every data engineering team has a version of the same story. A critical dashboard starts showing numbers that don't feel right. An analyst flags it Friday afternoon. The on-call engineer traces it bac

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KDKarthik Darbhatech4nirvana.comMay 31 · 7 min read

The Case for AI in Data Engineering

Series: AI-Augmented Data Engineering | Article 1 of 7 There is a quiet crisis in most data engineering teams. Pipelines fail at 2 AM. The on-call engineer spends three hours tracing a root cause tha

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KDKarthik Darbhatech4nirvana.comMay 14 · 11 min read

The Art of Program Visibility: Managing Databricks + Azure Data Programs at Scale

The Invisible Failure Most data platform programs don't fail loudly. They fail quietly — one missed dependency, one unreported pipeline issue, one status update that said 'green' while the underlying

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KDKarthik Darbhatech4nirvana.comMay 5 · 11 min read

Letting Go of Control: What Advaita Teaches Us About Liquid Clustering

There is a pattern in mature engineering: the more you try to control, the more brittle the system becomes. Liquid Clustering is Delta Lake's answer to over-engineering. Vedanta figured this out mille

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KDKarthik Darbhatech4nirvana.comApr 28 · 15 min read

Unity Catalog - the Unified Self

By Karthik Darbha | Tech4Nirvana The Problem of Many Selves In the Advaita Vedanta tradition, the root cause of all suffering is Avidya (अविद्या) — ignorance. Not ignorance in the ordinary sense of n

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Karthik Darbha

About

Available for

Karthik Darbha's blogs

Recently published

AI-Driven Data Quality: From Rules to Reasoning

The Case for AI in Data Engineering

The Art of Program Visibility: Managing Databricks + Azure Data Programs at Scale

Letting Go of Control: What Advaita Teaches Us About Liquid Clustering

Unity Catalog - the Unified Self

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Karthik Darbha

About

Available for

Karthik Darbha's blogs

Recently published

AI-Driven Data Quality: From Rules to Reasoning

The Case for AI in Data Engineering

The Art of Program Visibility: Managing Databricks + Azure Data Programs at Scale

Letting Go of Control: What Advaita Teaches Us About Liquid Clustering

Unity Catalog - the Unified Self