At V4C.ai, I designed Azure Data Factory pipelines that bring data from Oracle, SQL Server, Salesforce, and other systems into governed Bronze, Silver, and Gold layers for NEP Group. I also developed a reusable, JSON-driven transformation framework so new sources can be onboarded through configuration.
For V4C.ai’s Orix work, I designed integration pipelines for 53 Salesforce objects and developed an SCD Type 2 framework using Salesforce IDs and SHA-256 change detection. The approach supports historical tracking and classifies records as new, unchanged, changed, or soft-deleted.
At Capgemini, I owned delivery of a Pricing Data Mart processing 10M+ monthly records and 25M+ fleet contracts. My SQL transformations cut reconciliation effort by 60%, while pipeline and data-quality improvements reduced downtime by 25% and errors by 40%.
Earlier, at Collabera Inc / InvestCloud, I designed ADF and SQL pipelines for daily securities data and improved ingestion performance by 30–40% through query and watermark tuning. I hold the Databricks Certified Data Engineer Associate certification and have hands-on experience with Azure, Databricks, SQL, and Power BI.

