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Streamlit

Rating: 4.7
User Satisfaction: 94%
Streamlit is a Python framework that turns scripts into interactive web apps for data teams so they can share analyses, dashboards, and ML demos fast.

Alternative To

Overview

Streamlit is an open-source Python framework for building interactive web apps. You write pure Python, and Streamlit handles the UI, state, and rendering. No HTML, CSS, or JavaScript required.

It’s commonly used for data dashboards, internal tools, analytics apps, and machine learning demos.

Data teams often struggle to share work beyond notebooks. Streamlit makes it easy to turn experiments into usable apps that non-technical stakeholders can interact with.

You get fast iteration, low maintenance, and a clean path from prototype to production. It’s especially valuable for teams that live in Python and don’t want to build a frontend stack.

You write a Python script using Streamlit’s API (st.write, st.chart, st.dataframe, etc.). When the script runs, Streamlit renders it as a reactive web app. Changes to inputs automatically rerun the app.

Details

Tool Launch / Founded Date

2018-10-01 (approx.)

Best for

Data scientists, ML engineers, Python-first teams, internal analytics teams

Access Type

Free open source + Paid hosted deployment

Licensing Model

Apache 2.0 (open source). Full rights to apps and content you build.

Feature

  • Build interactive web apps using only Python
  • Automatic reactivity when inputs change
  • Native support for charts, tables, and media
  • Easy sharing via hosted URLs
  • Works well with pandas, NumPy, scikit-learn, PyTorch
  • Open source with strong community adoption
  • Simple deployment on Streamlit Cloud or self-hosted
  • Session state for basic app memory and workflows

Pricing Tables

Open Source
Free
  • Unlimited local usage
  • Full framework access
  • Self-host anywhere
  • No built-in hosting or auth
Community Cloud
Free
  • Public apps only
  • Limited compute resources
  • GitHub-based deployment
  • Good for demos and portfolios
Streamlit Cloud (Paid)
Contact Sales
  • Private apps
  • More compute and memory
  • Team collaboration features
  • Better uptime and support

Analytics

Traffic Analysis

Domain Rating
80
Organic Traffic
1.33M
Majority Users
United States

Visits Over Time

No visit data found.

Traffic Sources

No traffic data found.

Last Update Date: 2026-01-21

FAQ

Is Streamlit free to use?
Yes. The core framework is open source and free. You only pay if you want managed hosting with private apps.
Can I use Streamlit apps commercially?
Yes. There are no licensing restrictions on commercial use when self-hosting or deploying your own apps.
Do I need frontend skills?
No. If you know Python, you can build usable apps without HTML, CSS, or JavaScript.
How many users can access a Streamlit app?
It depends on your hosting setup. Self-hosted apps scale based on your infrastructure.
Does Streamlit store my data?
Only if you use Streamlit Cloud. Self-hosted apps keep all data under your control.
Is Streamlit good for production apps?
Yes for internal tools and data apps. For complex consumer products, a full frontend framework may be better.

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