About
Who is Karthik Darbha?
I am a Senior Data Engineering & AI Leader with 23 years of professional experience, including 20+ years building enterprise data platforms across Healthcare, Pharma, Retail, Insurance, and Financial Services.
I architect and deliver end-to-end cloud-native data solutions on Azure — Databricks, ADF, Delta Lake, Unity Catalog, MLflow — and lead cross-functional engineering and delivery teams across global programs. My work spans medallion Lakehouse architecture, SAS-to-Databricks migrations, ML platform engineering, and Agentic AI workflows.
But this blog is not just about technology.
Why Tech4Nirvana?
Nirvana in Sanskrit means the extinction of suffering through clarity — the moment when confusion dissolves and truth stands revealed.
That is exactly what great data engineering does.
It takes the noise of raw, messy, contradictory data and transforms it into a single, trusted, actionable truth — the organisational equivalent of Nirvana.
Tech4Nirvana explores this intersection — where the rigour of data architecture meets the depth of Indian philosophical tradition, particularly Advaita Vedanta.
What You Will Find Here
- Deep dives into Azure Data Engineering — Databricks, Delta Lake, ADF, Unity Catalog
- Practical guides on Medallion Architecture, Lakehouse design, and platform modernisation
- Real-world case studies from Healthcare, Pharma, and Financial Services
- Reflections on Advaita Vedanta as a framework for technical thinking
- Insights from 20+ years of delivery across global enterprises
My Stack
Azure Databricks Delta Lake Unity Catalog Azure Data Factory Apache Spark PySpark MLflow SQL Python Medallion Architecture Agentic AI SAS