Worker UI + API
Serves the analyst surface, validates requests, creates analysis sessions, and proxies status/results to the browser.
Commerce analytics code interpreter
Ask store questions. Generate Python. Preview trusted answers.
A polished first demo for a merchant-facing data analyst that turns BigCommerce questions into pandas analysis, matplotlib charts, and R2-backed artifacts through the Cloudflare Sandbox SDK path.
Dataset cards
Select a built-in mock dataset or stage a local CSV. The current version does not upload bytes to a backend; it previews the intended interaction safely in-browser.
Upload merchant CSV
Optional mock input. Select a file to update the staged dataset label.
Analyst workspace
Natural language examples update the generated Python notebook and deterministic mock result so the demo feels functional before live Sandbox integration.
Ask a commerce question
Use a suggested query or write your own. The mock planner keeps the output deterministic for demos.
Projected revenue
$482K
Gross margin
38.4%
Confidence
Mock
Architecture notes
The demo is mock-first, but the seams map directly to a production Cloudflare Sandbox SDK code interpreter flow.
R2 datasets
Stores uploaded CSVs, generated notebooks, chart PNGs, and execution logs with signed URLs for result retrieval.
Sandbox SDK
Creates isolated code interpreter sessions, writes files, installs Python dependencies, and executes generated commands.
pandas + matplotlib
Runs dataframe transforms, aggregations, forecasting helpers, and chart rendering without executing code inside the Worker.