At Kfin Technologies Limited, I deliver data engineering for Motilal Mutual Fund on AWS and Bandhan AMC on GCP. My work supports analytics, reporting, and digital applications across mutual fund data platforms.
For Motilal Mutual Fund, I led two data lake migrations from on-premise MS SQL Server to AWS with zero data loss and minimal downtime. I built Spark pipelines on EMR that curate data into Apache Iceberg and Apache Hudi tables on Amazon S3.
For Bandhan AMC, I owned delivery of GCP data lake pipelines for mutual fund transaction and reference data. I developed near-real-time ingestion using Pub/Sub and Dataflow, with analytics-ready datasets delivered to BigQuery.
I improved Spark performance by 60% through partitioning, caching, broadcast joins, and query optimization. I also built a Sales Scorecard System that automated daily incentive calculations across three business segments and four hierarchy levels.

