
Debarshi Nandan
@debarshinandan
I architect cloud data and AI platforms, turning enterprise metadata into governed, production-ready intelligence.
What I'm looking for
At Quest Software's erwin, I served as the technology authority for cloud metadata, catalog, profiling, lineage, and AI-assisted reverse-engineering in the erwin Data Intelligence Suite.
I architected Python and Azure OpenAI pipelines that convert stored procedures and PySpark notebooks into governed lineage mappings, adding deterministic validation, anti-hallucination guardrails, deduplication, and prompt caching that reached an 82% cache-hit rate.
Across 18+ years in engineering, data science, and delivery leadership, I've built cloud data platforms, automation, and validation workflows while leading architecture reviews, release readiness, incident resolution, and mentoring across enterprise programs.
Experience
Work history, roles, and key accomplishments
Served as technology authority for cloud metadata, catalog, profiling, lineage, and AI-assisted reverse-engineering in erwin Data Intelligence Suite. Architected GenAI/LLM pipelines with Azure OpenAI, achieving 82% prompt cache-hit rate and leading architecture reviews, release certification, and mentoring.
Data Scientist
erwin / Quest Software
Dec 2019 - Dec 2021 (2 years)
Built analytics, metadata automation, and data-lineage solutions using Python, SQL, machine learning, and data profiling. Translated business requirements into production-ready designs and validation workflows.
Data Scientist
AnalytiX Data Services
Feb 2016 - Dec 2019 (3 years 10 months)
Led Data Vault and Business Vault automation programs. Designed data pipelines, validation logic, analytics, and data-mining workflows across healthcare, retail, and education domains.
Designed SQL Server/SSIS warehouse-loading architectures with automated validation, failover, and recoverable processing. Improved churn-prediction performance by 25% using decision-tree and clustering models.
Senior Conversion Analyst
Apollo Health Street
Sep 2010 - Dec 2013 (3 years 3 months)
Planned regulated healthcare data migrations, reconciliation, reporting, and client customization. Mentored and led a team of six analysts.
Software Engineer
Neural Tech
May 2007 - Aug 2010 (3 years 3 months)
Developed single sign-on authentication/authorization for web applications. Contributed to object-oriented architecture and data-model design.
Education
Degrees, certifications, and relevant coursework
BITS Pilani
M.Tech, Data Science and Engineering
2024 - 2026
Pursued M.Tech in Data Science and Engineering, completed in July 2026.
University of Toronto
Neural Networks for Machine Learning, Machine Learning
2015 - 2015
Completed the Neural Networks for Machine Learning certification in 2015.
West Bengal University of Technology
B.Tech, Electronics and Communication Engineering
2002 - 2006
Completed B.Tech in Electronics and Communication Engineering from 2002 to 2006.
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Salary expectations
Job categories
Skills
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