The gap between raw event streams and reliable business insights is bridged by data engineering, and it is a discipline that has matured enormously in the last decade. This episode covers the building blocks of a modern data stack — ingestion, transformation, orchestration, and observability — and the common failure modes that leave data teams chasing phantom bugs in production pipelines. Our guest has built data infrastructure for both hyper-growth startups and large enterprises.