Production-minded engineering
My projects go beyond basic analysis. They include ingestion, transformation, incremental processing, validation, rejected-record handling, data quality, monitoring, lineage, governance, performance tuning, automated tests, Docker validation, CI/CD, privacy protection, and portfolio-safe outputs.