
AI Data Pipeline: Architecture, Stages and How to Build It
TL;DR An AI data pipeline prepares and delivers the data a model or AI assistant consumes, and the safest build extends your governed lakehouse instead of starting a separate AI stack. Forecasting and churn models usually need only nightly batch with point-in-time training sets. Fraud scoring and live offers, in contrast, need streaming features served from the same definitions used


