snowflake_native_demos

Build and deploy data apps, dashboards, APIs, and reports using Posit tools on Snowflake. Use when the user asks to build, create, or deploy any of: Shiny (R or Python), Streamlit, Dash, FastAPI, Plumber, Quarto, R Markdown, Jupyter, Panel, or Bokeh apps — especially with Snowflake data. Also triggers for: "deploy to Posit Connect", "rsconnect", tidyverse, tidymodels, orbital, querychat, chatlas, Positron, "publish my app", or any R/Python data product targeting Snowflake. Do NOT use for Node.js, Next.js, React, or custom JS/TS web apps — that is the snowflake-apps skill (Snowflake App Runtime). Boundary: data science apps, dashboards, reports, and APIs in R or Python deployed to Posit Connect → this skill; custom JavaScript web apps on App Runtime → snowflake-apps. Do NOT use for pure SQL.

Prepare Snowflake data for analysis in Posit Workbench. Use when the user wants to: discover relevant tables, profile data quality, create curated views or dynamic tables, apply governance policies, or set up a data layer for their R or Python analysis. Triggers include: "find tables for", "profile this data", "create a view for analysis", "build a dynamic table", "prepare data", "curate", "set up data for my team", "tag columns", "mask PII", "what data is available", or "explore the catalog". Do NOT use for writing R/Python analysis code (that is Posit Assistant's job inside the IDE) or for building/deploying apps (use $posit for that).