Product
Listing Engine

A new product deserves more
than a copied description.
For Candy Smokez, I built a source-led workflow for preparing Shopify product information, with checks before anything is written.
New item.
Clear boundary.
A new product starts with its own identity. The existing catalogue stays behind a protection boundary.
Keep the older records intact.
record.
Title & basic variants
before enrichment.
Evidence in.
A listing, earned.
A new, minimally populated record
A name.
Basic variants.
The existing catalogue stays protected. This new record needs its own source.
Check the current record and review version before any controlled write.
A question is better
than a guess.
Missing source information takes a different route. The system emails the owner for the official manufacturer URL. The item waits for a verifiable source before research continues.
Prepare from the source.
Google Gemini prepares the description, SEO metadata, tags and supported image alt text from the verified manufacturer source. Current quality checks and owner review precede a controlled Shopify write.
Prepared
isn’t permission
to write.
A changed title invalidates the old context.
A newer failed check blocks an unsafe update.
Copy and metadata. No changes to prices, stock or product photography.
Useful copy.
A source behind every detail.