Google AI ModeSep 17, 2026
Mage / Astro (by Astronomer) — Best for Custom APIs & Orchestration Heavy Workflows
Data as of Oct 8, 2026Based on 42,729 AI responses
Reviewed by Dimitry Apollonsky ·
AI summary
Mage is a platform for building, running, and orchestrating data workflows from source to action that includes code editing, validation, and monitoring.
<1%No change
of AI answers about Mage and its rivals. Since Jul 5
The market map
MLOps and Data Orchestration PlatformsMentioned in
Question: What is the best modern ELT tool for moving data from various APIs to a data warehouse?
Google AI ModeSep 17, 2026
Mage / Astro (by Astronomer) — Best for Custom APIs & Orchestration Heavy Workflows
Since Jul 5
Mage's share in each topic, as its page ranks it
Rank
Question: Which vendor-agnostic orchestration tools support client ML projects across clouds and data warehouses?
Google AI ModeJul 21, 2026
Mage: An open-source tool focused on transforming data and building pipelines with integrated support for data engineering and machine learning.
Question: Which vendor-agnostic orchestration tools support client ML projects across clouds and data warehouses?
Google AI ModeJun 19, 2026
Mage: An open-source, modern orchestrator aimed at rapid development, offering a user-friendly interface to build data pipelines.
Position in the answer
Common descriptions
modern · ai data engineering platform · dbt support · easy · intuitive · modular, production-ready code
mage.ai 0%Other sites 100%
Excerpts where Mage appeared in the AI's answer
Mage: An excellent, modern alternative for rapid development, often preferred for its user-friendly interface.
Mage (Modern ETL/ELT): A newer tool focused on fast development cycles
Excerpts where Mage appeared in the AI's answer
Mage.ai (Best for ease of use and modern UI): Mage is a newer, open-source competitor designed for easier usability and rapid development compared to Airflow
Excerpts where Mage appeared in the AI's answer
Mage: An open-source tool focused on transforming data and building pipelines with integrated support for data engineering and machine learning.
Mage: An open-source, modern orchestrator aimed at rapid development, offering a user-friendly interface to build data pipelines.
Excerpts where Mage appeared in the AI's answer
Mage / Astro (by Astronomer) — Best for Custom APIs & Orchestration Heavy Workflows
Excerpts where Mage appeared in the AI's answer
Mage AI: A platform that consolidates AI capabilities to streamline data pipeline adjustments resulting from technical scope changes.
