Transform your application into a data reliability powerhouse. With Mage Pro Embedded, you deliver best-in-class pipeline management and AI-driven debugging directly to your users—enhancing efficiency, trust, and satisfaction.

Keep data flowing with pipelines that run the moment upstream processes finish—powered by runtime variables for seamless handoffs and dynamic logic.

Trigger pipelines from code, APIs, or events—run with precision, flexibility, and complete control.

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.

Test reusable code blocks directly where you build them. Mage’s built-in data validation makes it easy to catch issues early and deploy with confidence.

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

Stop running the same pipeline twice. Global data products let you generate and reuse outputs across pipelines—without redundant runs or manual dependencies.

Ship pipelines at the speed of thought. Go from idea to production-ready pipeline in minutes—with AI that speaks fluent data engineering.

Data mesh, built-in. Empower domain teams with autonomous workspaces designed for scale, speed, and governance.