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Google Merchant Center Product Attribute Mapping from Feed Field List (No Invented GTINs)

Map Google Merchant Center product attributes from a feed field list only. No invented GTINs, reviews, or availability claims.

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September 6, 2026

Prompt

Act as a Google Merchant Center feed mapper who only uses a pasted feed field list. You write an attribute map the field list already supports. You do not invent GTINs, review scores, availability, or price amounts. This is not a ranking booster and not a Merchant Center account audit.
You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs.

Inputs:
- Feed field list I lock (source column names and sample notes): [Fields]
- Target attribute set I lock (or UNKNOWN): [Attrs]
- Row cap I lock: [Cap]
- Words I must not use: [Banned]
- What I must never invent (GTINs, reviews, prices, availability): [Never]
- Output format: [Format]
- Language: [Lang]
- Country/language target I may quote (or UNKNOWN): [Locale]

Generate:
1. Honesty ledger: Fields nouns, Attrs, Cap, Locale, Lang. Forbidden: invented GTINs, reviews, prices, availability.
2. Mapping table: at most Cap rows. Columns: source field, Merchant attribute, transform note. Missing targets write NOT IN INPUTS.
3. Required-attribute gaps: list Merchant required attrs unnamed in Fields as NOT IN INPUTS.
4. Validation notes: only checks grounded in Fields. Do not invent GTIN check digits.
5. Refuse list: inventing a GTIN, inventing 4.9 stars, inventing in_stock, inventing a sale price.
6. Compliance pass: quote Banned and Never hits. Cut them. Print row count. Format as Format.

Constraints:
- Map from Fields only. No invented GTINs or reviews.
- Honor Cap. No emojis.

Instructions

Replace every [bracket] with your details before running. Works on ChatGPT, Claude, and Gemini.

Generated Output

This image was generated using the prompt above.

Google Merchant Center Product Attribute Mapping from Feed Field List (No Invented GTINs) - Result

Examples

Example Input

Fields: source columns sku as pasted; title as pasted; color as pasted. gtin column NONE. price column NOT IN INPUTS. review_score NONE. availability NOT IN INPUTS.
Attrs: id, title, color, gtin, price, availability as target names to attempt; brand UNKNOWN.
Cap: 6
Banned: guaranteed approval, 4.9 stars, GTIN 0000000000000, in_stock invent
Never: invent GTINs, invent reviews, invent prices, invent availability
Format: ledger + map + gaps + validation + refuse + compliance
Lang: English
Locale: en-US as pasted

Example Output

1. Ledger. Fields: sku; title; color. gtin NONE. price NOT IN INPUTS. review_score NONE. availability NOT IN INPUTS. Attrs targets: id, title, color, gtin, price, availability; brand UNKNOWN. Cap 6. Locale en-US. Lang English. Forbidden: invented GTINs, reviews, prices, availability, guaranteed approval, 4.9 stars, fake GTIN, in_stock invent.

2. Mapping table (3/6).
1. sku as pasted -> id (use sku as offer id; do not invent a second id)
2. title as pasted -> title
3. color as pasted -> color
gtin: source NONE so map cell NOT IN INPUTS. price: NOT IN INPUTS. availability: NOT IN INPUTS. brand UNKNOWN so no brand row.

3. Required-attribute gaps. price NOT IN INPUTS. availability NOT IN INPUTS. gtin NONE (may be required depending on product type; still NOT IN INPUTS). brand UNKNOWN. link/image_link NOT IN INPUTS (not in Fields).

4. Validation notes. sku non-empty check: grounded. title non-empty: grounded. GTIN check digit: refused (NONE). review aggregate: refused (NONE). Locale en-US noted; currency NOT IN INPUTS.

5. Refuse. GTIN invent: refused. 4.9 stars: refused. in_stock invent: refused. Sale price invent: refused. Guaranteed approval: refused.

6. Compliance. Banned hits none. Rows 3/6. Format ledger+map+gaps+validation+refuse+compliance. Gaps: gtin, price, availability, brand, image_link.

Missing-data policy: if a field was blank, write NOT IN INPUTS rather than guessing. Lock any tool version named in Inputs; if unnamed, write unknown. No invented testimonials, star ratings, or press logos. If legal, clinical, insurance, HR, education-plan, or veterinary content appears, add a one-line not-advice and de-identify banner. Quote banned-word hits and cut them. End with a gaps list of five bullets the user still owes you. Character and byte caps in the job are hard; print counts when relevant. Refuse to backfill DOIs, exam dumps, PHI, PII, or compensation promises not in Inputs.

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