Easy developer experience

Start developing locally with a single command or launch a dev environment in your cloud using Terraform.

Language of choice

Write code in Python, SQL, or R in the same data pipeline for ultimate flexibility.

Engineering best practices built-in

Each step in your pipeline is a standalone file containing modular code that’s reusable and testable with data validations. No more DAGs with spaghetti code.

Interactive code

Immediately see results from your code’s output with an interactive notebook UI.

Data is a first-class citizen

Each block of code in your pipeline produces data that can be versioned, partitioned, and catalogued for future use.

Collaborate on cloud

Develop collaboratively on cloud resources, version control with Git, and test pipelines without waiting for an available shared staging environment.

Fast deploy

Deploy Mage to AWS, GCP, Azure, or DigitalOcean with only 2 commands using maintained Terraform templates.

Scaling made simple

Transform very large datasets directly in your data warehouse or through a native integration with Spark.

Fully-featured observability

Operationalize your pipelines with built-in monitoring, alerting, and observability through an intuitive UI.