with the power of Python’s data and scientific stack.
Powerful
Create highly interactive visualizations, realtime dashboards, data explorers, model demos, sophisticated workflow apps, and anything else you can imagine—all in pure Python, no web development skills required.
Customizable
Shiny is built from the ground up to support custom layouts, as simple or complex as you like. Get started with Bootstrap and add your own customizations. Or for ultimate flexibility, write your own HTML markup and CSS.
Compatible
Shiny works with the Python data science packages you already use, like Pandas, NumPy, scikit-learn, and Polars. It’s designed to work integrate with popular visualization packages like Matplotlib, Seaborn, Plotnine, and Plotly. You can even embed live Jupyter widgets in your Shiny apps.
And any data source that’s available to Python is also available to Shiny, from the smallest SQLite file to the largest Snowflake data lake.
Production ready
Shiny for Python is built on top of the modern Python web stack, using Starlette and asyncio. You have lots of deployment options including our own cloud hosting or (open source and commercial) self-hosted server software, or anywhere that hosts FastAPI apps, like Hugging Face or Heroku.
