Validation (pandas re-check)

09 — Independent validation re-run (pandas, just now)

Measure	Stored (kpi_meta)	Fresh pandas SUM	Status
Total Revenue	2,297,200.86	2,297,200.86	PASS
Total Cost	2,010,803.84	2,010,803.84	PASS
Total Profit	286,397.02	286,397.02	PASS

Rows: 9994 | Categories match: ['Furniture', 'Office Supplies', 'Technology']