At Spring Oaks Capital, I design and own production ETL/ELT pipelines that bring operational databases, SaaS platforms, vendor feeds, and APIs into governed, analytics-ready datasets. I use Snowflake, Azure Data Factory, dbt, SQL, and Python, with attention to lineage, access controls, and data quality.
I also built and supported a production RAG initiative using AWS Bedrock and LangChain. It supports 10,000+ monthly interactions and reduced manual handling by 40%.
Previously, at PRA Group, I built and optimized financial-data pipelines processing 10+ TB daily at 99.9% reliability. At the University of Missouri-Kansas City, I worked directly with FERPA-protected SIS and LMS records for institutional reporting and analytics.

