The same kind of retail analysis I do at work, built in public on open data: how chains compare, which stores lead, and how sales move through the year.

What it will show

  • KPI tiles for revenue, volume, and year-over-year growth.
  • Chain-versus-chain comparisons and a store leaderboard.
  • Category mix, seasonality, and trend lines.

How it works

  • The raw open data is far too large to send to a browser, so a script pre-aggregates it into small files by chain, store, month, and category.
  • A scheduled job in the Worker refreshes the aggregates, so the dashboard stays current without manual work.