Corrupted‑to‑Gold: MDM Foundations This build takes intentionally corrupted CSV files and transforms them into clean, trusted, analytics‑ready Delta tables. The pipeline demonstrates real‑world data engineering constraints: inconsistent delimiters,...

I built the Mini Ingestion Framework MIF — a deterministic, SOP‑driven future engine that turns simple user requirements into a complete Spark ingestion pipeline. MIF uses a numbered SOP library to generate: a minimal SOP subset ordered inge...

Over the past few years, my professional journey has taken an unexpected but deeply meaningful turn. What began as a focused path in Functional Safety—SIS, SIL, lifecycle governance, risk modeling—has steadily converged with a growing passion for dat...

Just wrapped up a real‑world debugging arc inside Azure Synapse — the kind that reminds you data engineering is built on investigation, not just pipelines. A simple task “load 18 months of NYC Taxi data into the Silver layer” turned into a full b...

My path into cognitive engineering didn’t begin with code. It began in human systems — safety, governance, compliance, and the mechanics of how people behave under pressure. These environments taught me a truth that has shaped everything I build toda...