The modern ELT stack explained: dbt, ingestion, and orchestration working together

July 28, 2026 · 5 min · Free, with full transcript

The shift from ETL to ELT reshaped how data teams build pipelines, but the real complexity lies in understanding how the three layers, ingestion, transformation, and orchestration, actually interact. This article breaks down the mechanics of the modern stack with concrete examples, and explains where the genuine tradeoffs sit for leaders making architecture decisions.

The transcript of this episode is being prepared.