📘 Step 1 — Extract Database Schema
table name: transactions
id (INTEGER)
product_id (INTEGER)
product_name (TEXT)
brand (TEXT)
category (TEXT)
color (TEXT)
action (TEXT)
qty_delta (INTEGER)
unit_price (REAL)
notes (TEXT)
ts (DATETIME)