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How do I check if my product listing has all the required attributes?
Pick a category (General, Apparel, Electronics, Home & Kitchen, Beauty & Health or Food) and enter your product’s data — title, brand, bullet points, description, image count, a GTIN/UPC/MPN, price and category-specific fields. AnyTool scores completeness 0–100 (required attributes weigh most), marks each attribute present / missing / quality-warning, and gives a prioritized fix list — all rule-based, in your browser.
Category templates set what is required, recommended or optional — apparel checks color, size, gender, age group; electronics checks model, power, connectivity
Quality rules flag thin fields: title 50–200 chars, ≥5 bullet points, ≥5 images (main on white), description ≥200 chars, a valid GTIN (8/12/13/14 digits) or MPN, a numeric price
Weighted 0–100 score with required / recommended / optional counts and the number of quality warnings
Prioritized “fix these” list — missing required first, then quality fails, then missing recommended — plus a per-field tip and a copyable report
Rule-based, NOT official and NOT affiliated with any marketplace; exact required attributes vary by category, platform and country — 100% in your browser, nothing uploaded
What is
Product listing attribute completeness
A measure of how fully a product listing carries the attributes a high-quality, discoverable listing is expected to have — title, brand, bullet points, description, images, a product identifier (GTIN/UPC/EAN or MPN), category, price and category-specific fields such as color, size, material, dimensions or ingredients — judged against marketplace best-practice and scored as a percentage that weighs required attributes most. AnyTool’s Attribute Completeness Checker computes this with deterministic rules in the browser; it is not an AI and not official or affiliated with any marketplace, and the exact required attributes vary by marketplace, category and country.
Generators
Related terms
Data completenessRequired vs recommended attributesListing qualityGTINProduct data specificationPIMAmazon Listing Quality DashboardGoogle Merchant Center
Frequently Asked Questions
At minimum a title, brand, description, several bullet points, multiple images with a main image on a white background, a product identifier (GTIN/UPC/EAN or MPN), a category and a price — plus category-specific fields like color, size, material, dimensions, weight or ingredients.
A complete, high-quality listing carries a descriptive title (most marketplaces allow up to ~200 characters), a brand, a full description (aim for 200+ characters), the bullet points the platform allows (Amazon allows up to five and recommends using every one), multiple images (at least one main image on a pure-white background, with five to seven plus a video recommended), a unique product identifier — a GTIN of 8, 12, 13 or 14 digits (UPC/EAN/ITF) or an MPN, a category / product type, and a numeric price. On top of those, each category has its own required and recommended attributes: Apparel & Accessories require color, size, material, gender and age group; electronics benefit from model, power, connectivity, dimensions, weight and certifications; beauty, health and food need ingredients, net quantity, directions, warnings/allergens and shelf life. AnyTool checks all of these per category, marks each present, missing or quality-warning, and lists what to fix first.
Each attribute contributes to a weighted 0–100 score — required attributes weigh most, recommended less, optional least. A field that is present but thin (a short title, fewer than five bullets or images, a short description, an odd identifier) earns a partial-credit quality warning instead of full marks.
The score is a weighted percentage: every attribute carries a weight by importance (required highest, then recommended, then optional) and earns credit for being present and passing its quality rule. Fields that simply need a value give full credit when filled. Rule-bearing fields are also graded for quality: a title should be 50–200 characters, there should be at least five bullet points and at least five images (with the main image on a white background), the description should be 200+ characters, the product identifier should be a valid GTIN of 8/12/13/14 digits or an MPN, and the price should be a positive number. When such a field is present but below the recommended target — a 30-character title, three bullets, two images, a 90-character description, a non-standard identifier length — it earns partial credit and shows as a quality warning, so “present” alone does not guarantee a full score. The result is honest about thin data rather than rewarding a box merely being non-empty.
No. Required attributes vary by marketplace, category and country, and they change often. This tool checks common best-practice attributes; it is not official, so always confirm your platform’s category-specific spec before publishing.
Required attributes differ across Amazon, Google Merchant Center, eBay, Etsy, Walmart and other channels, and within each they differ by category and by country — for example, color and size are required for apparel on Google Merchant in several countries, and many categories require a GTIN. The specifications also change over time. AnyTool’s checker encodes common, well-documented best-practice attributes and quality rules drawn from sources like Amazon’s Listing Quality Dashboard guidance and the Google product data specification, but it is rule-based and explicitly NOT official and NOT affiliated with any marketplace. A 100% in the tool is a strong baseline, not a guarantee of approval or ranking, so you should always confirm your platform’s current category-specific required attributes (the Amazon flat file / category requirements, the Google Merchant product data specification, or your channel’s docs) before publishing.
No on both counts. It is rule-based, not an AI, and not official or affiliated with any marketplace. Everything is checked in your browser — your product data is never uploaded, logged or stored.
The checker uses deterministic, rule-based logic — category attribute templates plus quality thresholds — with no AI or LLM involved, and it is not affiliated with or endorsed by Amazon, Etsy, eBay, Walmart, Google Merchant Center or any marketplace. Everything runs locally in your browser: the title, brand, bullets, description, image count, identifier, price and every category-specific attribute you enter (or paste via the CSV/key:value importer) are processed on your device and never sent to a server, logged or stored, and the page works offline once cached. That is the deliberate contrast with PIM or “listing audit” tools that require an account or upload your whole catalog. Because requirements vary and change, the tool is explicit that you should confirm your platform’s current category-specific spec, and that a perfect score is a baseline rather than a guarantee.
Detailed Explanation
📖How It Works
Category Templates: Required, Recommended and Optional Attributes
AnyTool’s Attribute Completeness Checker encodes a set of category templates and checks a product’s attributes against the one you pick, entirely in the browser. The categories are General, Apparel & Accessories, Electronics, Home & Kitchen, Beauty & Health and Food & Grocery, and each lists attributes tagged required, recommended or optional. Every template shares a core of universal best-practice attributes — product title, brand, description, bullet points, image count, a product identifier (GTIN/UPC/EAN or MPN), category / product type and price, with condition recommended — and then adds category-specific fields. Apparel & Accessories requires color, size, material, gender and age group and recommends care instructions; Electronics adds model, power/battery, connectivity/compatibility, dimensions, weight, certifications and warranty; Home & Kitchen adds material, dimensions, weight, capacity, room/placement and quantity; and Beauty & Health and Food & Grocery require ingredients and net quantity and recommend directions, warnings/allergens and shelf life. Because requirements vary by marketplace, category and country and change over time, the tool states plainly that the user should confirm their platform’s current category-specific spec.
Six category templates: General, Apparel & Accessories, Electronics, Home & Kitchen, Beauty & Health, Food & Grocery
Beauty/Health and Food require ingredients and net quantity; recommend directions, warnings/allergens and shelf life
Each attribute is tagged required / recommended / optional — requirements vary by platform/category/country, so verify the official spec
⚙️Methodology
How the Weighted Score, Quality Rules and Fix List Work
The engine evaluates every attribute in the chosen template as present, missing or a quality warning, then computes a weighted 0–100 completeness score in which required attributes carry the highest weight, recommended attributes less and optional attributes least, so missing a required field costs far more than missing an optional one. Six fields also carry deterministic quality rules: the title should be 50–200 characters, there should be at least five bullet points (one per line) and at least five images (with the main image on a pure-white background), the description should be at least 200 characters, the product identifier should be a valid GTIN of 8, 12, 13 or 14 digits (or an MPN where the product has no barcode), and the price should be a positive number. A field that is present but below its recommended target earns partial credit and is surfaced as a quality warning rather than a pass, so thin data is not rewarded as if it were complete. The output is three-fold: a weighted score with a grade and present-counts by importance; a full checklist marking each attribute present, missing or warning with an explanation; and a prioritized “fix these” list ordered missing-required first, then quality failures, then missing-recommended, each with a concrete tip. A copyable text report and a CSV / key:value paste importer (alias-tolerant, one product) round it out. All logic is pure client-side string and number checks with no AI.
Weighted 0–100 score: required attributes weigh most, then recommended, then optional
Quality rules: title 50–200 chars, ≥5 bullets, ≥5 images (main on white), description ≥200 chars, valid GTIN/MPN, numeric price
Present-but-thin fields earn partial credit and a quality warning rather than a full pass
Outputs a checklist (present / missing / warning) plus a prioritized fix list (missing-required first) with per-field tips
Copyable text report and an alias-tolerant CSV / key:value paste import for one product; no AI
🔒Privacy & Security
Privacy and the Honest Limits
Every attribute is checked entirely in the browser — there is no server, no API and no AI/LLM, and the page works offline once cached — so the title, brand, bullets, description, image count, identifier, price and every category-specific attribute the user enters or pastes are processed on the device and never uploaded, logged or stored. That is the deliberate contrast with PIM platforms and “listing audit” services that ingest a whole catalog into the cloud or require an account. The tool is equally clear about what it is not: it is RULE-BASED completeness and quality checking against COMMON marketplace best-practices, not an AI, and it is NOT official and NOT affiliated with or endorsed by Amazon, Etsy, eBay, Walmart, Google Merchant Center or any marketplace. The exact required attributes vary by marketplace, category and country and change frequently, so a 100% in the tool is a strong baseline rather than a guarantee of acceptance, ranking or compliance — the user should always confirm their platform’s current category-specific required attributes (the Amazon flat file / category requirements, the Google Merchant product data specification, or their channel’s documentation) and run the platform’s own diagnostics before publishing. It is complementary to AnyTool’s Marketplace Title Optimizer (which builds and scores titles), Prohibited Terms Checker (which flags banned wording) and Google Merchant Feed Generator (which builds the feed file): this tool scores how complete and high-quality the listing attributes themselves are.
Listing attribute completeness: AnyTool vs cloud PIM / audit tools
States it is rule-based, not official, requirements vary
Marketing may imply official compliance
AnyTool scores attribute completeness locally with transparent rules and is honest that it is rule-based, not official and not affiliated with any marketplace — a 100% is a baseline, so always confirm your platform’s current category-specific required attributes before publishing.