Mage AI
Data pipelines — notebook-style ETL with AI
📋 Overview
Mage AI is an open-source data pipeline tool that combines notebook-style development with production ETL — supporting batch, streaming, and real-time pipelines. Unlike Airbyte (which focuses on data integration), Mage AI focuses on data transformation — the T in ELT. It provides a notebook interface for building transformations, with built-in support for Python, SQL, and R.
✨ Key Features
- •10K+ GitHub stars — notebook-style ETL
- •Batch, streaming, and real-time pipelines
- •Python, SQL, and R support
- •Built-in monitoring
- •Apache 2.0 licensed
- •Real-time pipelines
- •Built-in monitoring
🎯 The Problem It Solves
Data transformation requires either notebooks (hard to productionize) or ETL tools (hard to iterate). Mage AI combines both — notebook-style development with production scheduling.
🔧 How It Works
Mage AI provides a notebook interface for building data transformations — write Python, SQL, or R in blocks, connect them into pipelines, and schedule for production. It supports batch, streaming, and real-time pipelines with built-in monitoring.
🚀 Installation & Quick Start
Installation
See websiteQuick Start
- See documentation
✅ Pros
- •Best notebook-style ETL
- •Multiple pipeline types
- •Apache 2.0 licensed
- •Real-time pipelines
- •Built-in monitoring
- •Active community
❌ Cons
- •Smaller community than Airbyte
- •Newer tool
- •UI still maturing
- •Smaller community
💬 Practitioner Verdict
“Mage AI is the best open-source tool for data transformation — the notebook interface is genuinely differentiated. The trade-off: smaller community than Airbyte, newer tool, and the UI is still maturing. For teams that need notebook-style data transformation, Mage AI is the default.”
Self-Hosted (Free)
Open source, MIT/Apache licensed. Run it yourself.
⭐ Star & Clone on GitHubFree forever. Your infrastructure, your data.
📊 Specifications
- Language
- Python
- License
- Apache-2.0
- Platform
- Linux, macOS, Windows
- Supported Models
- REST API, CLI
💰 Pricing Reality
100% free Apache 2.0. No paid tier.