4 Streamlit Alternatives for Building Python Data Apps

1

Streamlit

Streamlit is a library for turning Python scripts into shareable web applications. Streamlit apps are designed for the data science and machine learning community and make it easy to build dashboards and interactive ML models. What makes Streamlit so popular is its simplicity. Using the Streamlit library is quick and intuitive, which means you can create data apps without needing any web development experience.

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2

Panel

Like the previous three alternatives, Panel is an open-source Python library for creating interactive dashboard web apps. Panel is extremely flexible, allowing you to use any plotting library you like. Like Gradio but unlike Streamlit, you can use Panel in Jupyter notebooks. Panel dashboards can also be deployed as standalone web apps, but like Plotly Dash, you'll need to set up a server to deploy it yourself.

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3

Hugging Face

East to use ML Models: Gradio is now part of Hugging Face, and the Hugging Face integration makes it sleek and simple to load ML models and datasets.

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4

Gradio

Gradio is probably the most similar alternative to Streamlit on this list. Like Streamlit, Gradio is a Python library for turning datasets and machine learning models into interactive web UIs. The main difference is that Gradio is designed more for machine learning demos whereas Streamlit is designed for creating data dashboards.

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