streamlit-snowflake

Build and deploy Streamlit apps natively within Snowflake, including Marketplace publishing as Native Apps. Copy the templates to your project: Update placeholders in snowflake.yml : Use when: Don't use when: Snowflake offers two runtime options for Streamlit apps: Container Runtime Configuration: Key difference: Container runtime allows external PyPI packages - not limited to Snowflake Anaconda Channel. See: Runtime Environments Streamlit apps support two privilege models : Security implications: Use caller's rights when: See Caller's Rights Connection pattern below. Execute queries with viewer's privileges instead of owner's privileges: Security comparison: Source : Streamlit v1.53.0 Release Warning : In Streamlit v1.22.0-1.53.0, params argument is not included in cache key. Use ttl=0 to disable caching when using parametrized queries, or upgrade to 1.54.0+ when available ( Issue #13644 ). When using Snowpark DataFrames with charts or tables, select only required columns to avoid fetching unnecessary data: Why it matters : st.dataframe() and chart components call df.to_pandas() which evaluates ALL columns, even if the visualization only needs some. Pre-selecting columns reduces data transfer and improves performance ( Issue #11701 ). environment.yml (required format): This skill prevents 14 documented errors : See references/ci-cd.md for GitHub Actions workflow template. To...