Build, run, orchestrate, and scale dbt models natively inside a unified pipeline platform.

Real-time dynamic scaling that maximizes performance and minimizes waste.

Transform your ideas into battle-tested pipelines using AI that understands data engineering nuance.

Tailored insights from milliseconds to metrics — see everything, miss nothing.

Manage, deploy, and rollback new code changes, from a remote repository to any environment—all from within the Mage platform.

Local file edit tracking and version history for restoring changes made in the past.

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.