Trigger downstream tasks only when upstream conditions are met—use sensors to orchestrate dependencies across pipelines with precision.

Add powerful, automated data validation to any pipeline block—right inside Mage.

Inline AI assistance, proactive debugging, and customizable monitoring dashboards—all built into your workflow so you stay in flow and in control.

Create, share, and reuse data across pipelines without redundant processing.