← ServicesFICTIONAL DEMONSTRATION / OCTOBER 2026

A catalog
worth checking.

A local CSV workflow that cleans agreed formatting and keeps uncertain records visible for human review.

The result.

A fictional 16-row product catalog became nine usable records, six records for review and one exact duplicate kept in a separate file. All source rows are accounted for. The original source remains unchanged.

Input issueResult
SKU 0007 and stock 008SKU kept as text 0007; stock normalised to 8
Extra spaces around Desk LampAgreed whitespace cleanup
INR price ₹1,299.001299.00 in the agreed INR format
Two identical notebook recordsOne retained; one recorded as an exact duplicate
Two prices for the same travel-mug SKUBoth held for review
Missing price or ambiguous dateHeld for review; no guessed replacement
Formula-like product textHeld for review and protected as text in exports

Inspect the delivery.

The workbook includes Raw, Cleaned, Review, Duplicates, Changes and Read me sheets. The CSV outputs can be inspected independently. These are sample data, not client records or a testimonial.

A small brief first.

Agree the columns, locale, duplicate rules and output before starting. Share only a small, non-sensitive sample for initial scoping. Access to private or client data needs explicit permission and appropriate handling.

Discuss a cleanup task ↗