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Selected work

Details abridged. Real names available under NDA.

Series-B fintech

From a Postgres replica to a real warehouse in 6 weeks

10× faster analytics, 40% cost reduction

Migrated 200+ analytics queries from a read replica to BigQuery + dbt. Built a semantic layer, decommissioned 14 ad-hoc dashboards, set up CI for models.

DTC marketplace

Streaming attribution at 5k events/sec

Sub-second to dashboard, zero data loss in 9 months

Kafka → Flink → Iceberg pipeline with idempotent writes and exactly-once semantics. Replaced a brittle Lambda-based attribution model.

Healthtech scale-up

Forecast model that survived production

+22% inventory accuracy, on-call halved

Demand forecasting service with feature store, drift monitoring, shadow deploy, and an actual rollback plan. The model has been in prod for 14 months.