Gradio vs Refine
A side-by-side comparison of two self-hosted developer tools & git options — licensing, setup difficulty, resource needs, and what each one replaces.
| Feature | Gradio | Refine |
|---|---|---|
| Deploy effort | Under-an-hour setup | Under-an-hour setup |
| Health score | 99 · Excellent | 96 · Excellent |
| Category | Developer Tools & Git | Developer Tools & Git |
| License | Apache-2.0 | MIT |
| Language | Python | TypeScript |
| Setup difficulty | Easy | Medium |
| Min. RAM | 512 MB | 256 MB |
| Deployment | docker, source | source, docker |
| GitHub stars | ★ 43,605 | ★ 35,713 |
| First released | 2019 | 2021 |
| Replaces | Retool | Retool |
What are Gradio and Refine?
Gradio
Gradio is a Python library for quickly creating web-based interfaces and demos for machine learning models and data pipelines. Apps can be self-hosted and embedded anywhere.
- Instant ML demo UIs
- Automatic REST API
- Component library
- Self-hostable apps
Refine
Refine is an open-source React-based framework for rapidly building CRUD-heavy applications such as admin panels, dashboards and internal tools. The resulting apps are self-hosted on your own infrastructure.
- Headless React framework
- CRUD scaffolding
- Many backend connectors
- Auth and access control
Gradio vs Refine: key differences
Gradio is written in Python, while Refine is built with TypeScript. Licensing differs — Apache-2.0 for Gradio versus MIT for Refine. Refine is the lighter option, starting around 256 MB of RAM against 512 MB for Gradio. Gradio is the more established project (first released 2019), while Refine arrived in 2021.
Why pick each one
Choose Gradio if…
- UI in few lines
- Great for ML demos
- Easy shareable links
Watch out for
- Limited layout control
- Not for complex apps
Choose Refine if…
- Rapid CRUD scaffolding
- Backend-agnostic data providers
- Works with any UI kit
Watch out for
- React knowledge required
- Abstraction learning curve
Frequently asked questions
Is Gradio or Refine better?
Gradio is the stronger all-round pick: it has both the larger community and the simpler easy setup. Consider Refine if its specific feature set fits your needs better.
Are Gradio and Refine free and open-source?
Yes. Gradio is licensed under Apache-2.0 and Refine under MIT. Both can be self-hosted at no software cost.
Can I run Gradio and Refine with Docker?
Gradio: yes. Refine: yes.
Which is lighter on resources, Gradio or Refine?
Refine has the smaller minimum footprint at 256 MB of RAM, compared to about 512 MB for Gradio. Real-world usage depends on library size, user count, and enabled features.