Understanding Streamlit's client-server architecture

Streamlit apps have a client-server structure. The Python backend of your app is the server. The frontend you view through a browser is the client. When you develop an app locally, your computer runs both the server and the client. If someone views your app across a local or global network, the server and client run on different machines. If you intend to share or deploy your app, it's important to understand this client-server structure to avoid common pitfalls.

When you execute the command streamlit run your_app.py, your computer uses Python to start up a Streamlit server. This server is the brains of your app and performs the computations for all users who view your app. Whether users view your app across a local network or the internet, the Streamlit server runs on the one machine where the app was initialized with streamlit run. The machine running your Streamlit server is also called a host.

When someone views your app through a browser, their device is a Streamlit client. When you view your app from the same computer where you are running or developing your app, then server and client are coincidentally running on the same machine. However, when users view your app across a local network or the internet, the client runs on a different machine from the server.

Keep in mind the following considerations when building your Streamlit app:

  • The computer running or hosting your Streamlit app is responsible for providing the compute and storage necessary to run your app for all users and must be sized appropriately to handle concurrent users.
  • Your app will not have access to a user's files, directories, or OS. Your app can only work with specific files a user has uploaded to your app through a widget like st.file_uploader.
  • If your app communicates with any peripheral devices (like cameras), you must use Streamlit commands or custom components that will access those devices through the user's browser and correctly communicate between the client (frontend) and server (backend).
  • If your app opens or uses any program or process outside of Python, they will run on the server. For example, you may want to use webrowser to open a browser for the user, but this will not work as expected when viewing your app over a network; it will open a browser on the Streamlit server, unseen by the user.
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