SHSelfHostIndex

Gradio vs Streamlit

A side-by-side comparison of two self-hosted developer tools & git options — licensing, setup difficulty, resource needs, and what each one replaces.

Not the right match-up?
GR Gradio Build and share machine learning web interfaces fast VS ST Streamlit Turn Python scripts into shareable data apps
FeatureGradioStreamlit
Deploy effortUnder-an-hour setupUnder-an-hour setup
Health score99 · Excellent100 · Excellent
CategoryDeveloper Tools & GitDeveloper Tools & Git
LicenseApache-2.0Apache-2.0
LanguagePythonPython
Setup difficultyEasyEasy
Min. RAM512 MB512 MB
Deploymentdocker, sourcedocker, source
GitHub stars★ 43,611★ 45,827
First released20192019
ReplacesRetoolRetool, Tableau

What are Gradio and Streamlit?

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

Streamlit

Streamlit is a framework that lets data scientists build interactive web applications using only Python. Apps update automatically as you edit the script and can be self-hosted on any server.

  • Pure Python data apps
  • Automatic UI from script
  • Rich widget library
  • Self-hostable anywhere

Gradio vs Streamlit: key differences

Both projects are written in Python.

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
Gradio details

Choose Streamlit if…

  • Pure Python apps
  • Instant hot reloading
  • Rich widget library

Watch out for

  • Reruns script each interaction
  • Limited layout flexibility
Streamlit details

Frequently asked questions

Is Gradio or Streamlit better?

Neither is universally better. Streamlit has the larger community; both share a easy setup difficulty, so the decision comes down to features and licensing.

Are Gradio and Streamlit free and open-source?

Yes. Gradio is licensed under Apache-2.0 and Streamlit under Apache-2.0. Both can be self-hosted at no software cost.

Can I run Gradio and Streamlit with Docker?

Gradio: yes. Streamlit: yes.

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