Web Reference: Streamlit lets you tackle both issues with its built-in caching mechanism. Caching stores the results of slow function calls, so they only need to run once. This makes your app much faster and helps with persisting objects across reruns. Cached values are available to all users of your app. Mar 7, 2026 · Learn what Streamlit caching is, why it matters, and when to use st.cache_data or st.cache_resource. Includes examples, migration tips, and help for common st.cache deprecation warnings. Feb 20, 2025 · By utilizing st.cache_data, we significantly reduce subsequent load times, and the timer-based refresh ensures our data remains up-to-date without requiring manual intervention.
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