Streamlit vs Gradio
Streamlit is the general-purpose Python data app framework (35K+ GitHub stars, acquired by Snowflake). Gradio is focused on ML model demos and interfaces (Hugging Face). Choose Streamlit for data dashboards and general apps, Gradio for ML model interfaces.
Quick Comparison
| Feature | Streamlit | Gradio |
|---|---|---|
| Best For | Open-source Python framework for building data apps and ML demos in minutes. | Python library for building ML model demos and web interfaces with a few lines of code, by Hugging Face. |
| Architecture | Open-source | Open-source |
| Pricing Model | Freemium | Open Source |
| Ease of Use | Moderate — standard setup and configuration | Moderate — standard setup and configuration |
| Scalability | Scales with usage and infrastructure | Scales with usage and infrastructure |
| Community/Support | Active open-source community | Active open-source community |
Streamlit
- Best For:
- Open-source Python framework for building data apps and ML demos in minutes.
- Architecture:
- Open-source
- Pricing Model:
- Freemium
- Ease of Use:
- Moderate — standard setup and configuration
- Scalability:
- Scales with usage and infrastructure
- Community/Support:
- Active open-source community
Gradio
- Best For:
- Python library for building ML model demos and web interfaces with a few lines of code, by Hugging Face.
- Architecture:
- Open-source
- Pricing Model:
- Open Source
- Ease of Use:
- Moderate — standard setup and configuration
- Scalability:
- Scales with usage and infrastructure
- Community/Support:
- Active open-source community
Feature Comparison
| Feature | Streamlit | Gradio |
|---|---|---|
| Core Capabilities | ||
| AI/ML Integration | ✅ | ✅ |
| API & Extensibility | ⚠️ | ⚠️ |
| Collaboration Features | ⚠️ | ✅ |
| Deployment & Operations | ||
| Cloud Deployment | ⚠️ | ⚠️ |
| Self-hosted Option | ✅ | ✅ |
| Security & Compliance | ⚠️ | ⚠️ |
| General | ||
| Documentation Quality | Good | Good |
| API Availability | ✅ | ✅ |
| Community Support | Active | Active |
| Enterprise Support | ✅ | ✅ |
Core Capabilities
AI/ML Integration
API & Extensibility
Collaboration Features
Deployment & Operations
Cloud Deployment
Self-hosted Option
Security & Compliance
General
Documentation Quality
API Availability
Community Support
Enterprise Support
Legend:
Our Verdict
Streamlit is the general-purpose Python data app framework (35K+ GitHub stars, acquired by Snowflake). Gradio is focused on ML model demos and interfaces (Hugging Face). Choose Streamlit for data dashboards and general apps, Gradio for ML model interfaces.
💡 This verdict is based on general use cases. Your specific requirements, existing tech stack, and team expertise should guide your final decision.
Frequently Asked Questions
Is Streamlit better than Gradio?
For general data apps and dashboards, yes. For ML model demos (input → output interfaces), Gradio is simpler and more purpose-built. Streamlit is more versatile; Gradio is more focused.
Is Gradio free?
Yes, Gradio is free and open-source (Apache 2.0). Hugging Face Spaces provides free hosting for Gradio apps. Streamlit is also free with free Community Cloud hosting.