At Celebal Technologies, I migrate large-scale legacy data platforms to Azure Databricks for clients including NXP Semiconductors. I led the conversion of 510+ BTEQ, TPT, and Shell scripts into PySpark notebooks for supply chain planning, reducing team effort by approximately 35–40%.
I design reliable migration and orchestration patterns, including dual Oracle JDA and Databricks control tables for zero-downtime cutovers. I also built ADLS reconciliation frameworks and reusable PySpark utilities that cut per-script maintenance effort by approximately 50%.
I work across PySpark, Databricks, Azure Data Factory, ADLS Gen2, and Azure Logic Apps, with experience modernizing Teradata, Oracle, Talend, and MS SQL Server workloads. I’ve also created an 18-pattern BTEQ-to-PySpark playbook and a 17-point review checklist to accelerate AI-assisted delivery.

