In the past five years, I’ve designed and built data platforms for three very different companies: Autodesk, Lyft & Phantom Auto, a mature public corporation, an exponentially growing marketplace, and a seed-stage startup at the time respectively. I've experienced first-hand the challenges of having poor data quality and observability in a data-driven environment and built multiple internal tools for data monitoring, data cataloging, and lineage.