{"id":12445,"date":"2026-08-28T10:14:16","date_gmt":"2026-08-28T10:14:16","guid":{"rendered":"https:\/\/www.price2spy.com\/blog\/?p=12445"},"modified":"2026-08-28T10:14:17","modified_gmt":"2026-08-28T10:14:17","slug":"product-matching-in-ecommerce","status":"publish","type":"post","link":"https:\/\/www.price2spy.com\/blog\/product-matching-in-ecommerce\/","title":{"rendered":"What Is Product Matching in eCommerce?"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Identical products are matched by comparing identifiers, model information, product attributes, pack sizes, variants, and other listing data. When exact identifiers are unavailable, matching systems evaluate combinations of signals to determine whether two listings represent the same product.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/www.price2spy.com\/blog\/wp-content\/uploads\/2026\/08\/Price2Spy-Blog-Product-Matching-eCommerce-How-are-products-matched-across-websites.png\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"314\" src=\"https:\/\/www.price2spy.com\/blog\/wp-content\/uploads\/2026\/08\/Price2Spy-Blog-Product-Matching-eCommerce-How-are-products-matched-across-websites.png\" alt=\"\" class=\"wp-image-12446\" srcset=\"https:\/\/www.price2spy.com\/blog\/wp-content\/uploads\/2026\/08\/Price2Spy-Blog-Product-Matching-eCommerce-How-are-products-matched-across-websites.png 600w, https:\/\/www.price2spy.com\/blog\/wp-content\/uploads\/2026\/08\/Price2Spy-Blog-Product-Matching-eCommerce-How-are-products-matched-across-websites-300x157.png 300w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/a><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Similar products require a different standard. They may serve the same purpose and compete for the same customer, but differ in brand, specifications, capacity, or included components. They should therefore be classified as comparable products, not exact matches.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">What Qualifies as an Exact Match or as a Similar Match?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">An exact match means that two listings represent the same purchasable product, including any attributes that materially affect the offer.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For example:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>De\u2019Longhi Dedica EC685.M, Silver<\/strong> and <strong>DeLonghi EC685M Espresso Machine, Metallic<\/strong> can be an exact match.<\/li>\n\n\n\n<li><strong>De\u2019Longhi Dedica EC685.M, Silver<\/strong> and the <strong>black EC685.BK<\/strong> model are variants of the same product family, but not necessarily exact offer-level matches.<\/li>\n\n\n\n<li>A <strong>De\u2019Longhi Dedica<\/strong> and a similarly specified<strong> Sage espresso machine<\/strong> are comparable products, not identical ones.<\/li>\n\n\n\n<li>An <strong>EC685.M<\/strong> sold alone and the<strong> same machine bundled with 50 coffee capsules<\/strong> are different offers.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">The required matching level depends on the intended analysis. Exact matches are normally required for competitor price monitoring, MAP monitoring, and automated repricing. Similar-product matches are better suited to assortment analysis, substitute-product research, and broader price-positioning comparisons.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Which Product Identifiers are Most Commonly Used?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The most useful identifiers are those assigned by manufacturers or international standards:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>GTIN: The umbrella term covering identifiers such as EAN, UPC, and ISBN.<\/li>\n\n\n\n<li>EAN or UPC: Common identifiers for consumer products sold across retailers and marketplaces.<\/li>\n\n\n\n<li>MPN: The manufacturer part number assigned to a specific product or configuration.<\/li>\n\n\n\n<li>Brand and model number: Particularly useful for electronics, appliances, tools, and other model-based categories.<\/li>\n\n\n\n<li>ISBN: Used for books and related publications.<\/li>\n\n\n\n<li>SKU: Useful within a retailer\u2019s own catalogue, but less reliable across websites because each retailer can create its own SKU.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Product attributes are used alongside these identifiers. Depending on the category, relevant attributes may include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Colour<\/li>\n\n\n\n<li>Size<\/li>\n\n\n\n<li>Capacity<\/li>\n\n\n\n<li>Material<\/li>\n\n\n\n<li>Voltage<\/li>\n\n\n\n<li>Storage configuration<\/li>\n\n\n\n<li>Pack quantity<\/li>\n\n\n\n<li>Flavour<\/li>\n\n\n\n<li>Model year<\/li>\n\n\n\n<li>Included accessories<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Identifiers should not be accepted without validation. Retailers can omit them, enter them incorrectly, reuse a parent product\u2019s GTIN across variants, or copy inaccurate information from a supplier feed.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A strong exact match therefore combines several signals. A shared EAN is valuable, but matching the brand, model, variant, and pack quantity provides additional confirmation.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">When Does Product Matching Make Sense On Its Own?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">More often than you think. Even before price monitoring starts, product matching can support catalogue and assortment analysis in different ways. Here are the most common use cases of product matching, that are not price monitoring:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Measure assortment overlap<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Online retailers can identify which products are sold by specific competitors and calculate how much of their catalogue overlaps with each competitor.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Discover assortment gaps<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">When a matching product can\u2019t be found on your competitor\u2019s website, it likely means it\u2019s missing from that website. These are assortment gaps and can be evaluated using demand, availability across the market, and margin criteria.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Identify exclusive products and offers<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Products that don\u2019t have a match on any of your competitors\u2019 websites are likely an exclusive offer. It means that only you are currently offering that product. Confirming that a product is exclusive usually requires double-checking. It should be verified that that same product isn\u2019t listed under a different name or identifier. Once confirmed, having an exclusive product means you have more room for price adjustments than you otherwise would.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Normalize catalogue data<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Matching exposes inconsistent model numbers, missing attributes, duplicate products, and incorrect category assignments. These findings can be used to improve internal product data.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Let\u2019s Talk About Product Names<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">If you have ever tried matching products on your own, one of the first causes of a headache have probably been differing product titles and their structures on each website. Products have different titles on different websites because:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Brand-names are spelled or formatted differently;<\/li>\n\n\n\n<li>Some websites use abbreviations, while others don\u2019t;<\/li>\n\n\n\n<li>Attributes (color, size, scent, etc.) are ordered or referred to differently;<\/li>\n\n\n\n<li>There\u2019s additional or missing punctuation;<\/li>\n\n\n\n<li>Category names are included in the title;<\/li>\n\n\n\n<li>SEO keywords are added to the title;<\/li>\n\n\n\n<li>There\u2019s a specific way of local-language translation.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">How Is AI Used in Product Matching?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">AI can extract, normalize, and compare product information that is difficult to evaluate through exact database rules.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Typical applications include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Recognizing model numbers inside inconsistent titles<\/li>\n\n\n\n<li>Extracting attributes from descriptions<\/li>\n\n\n\n<li>Understanding that differently worded attributes have the same meaning<\/li>\n\n\n\n<li>Identifying likely matches among large candidate sets<\/li>\n\n\n\n<li>Comparing product images<\/li>\n\n\n\n<li>Distinguishing product names from promotional text<\/li>\n\n\n\n<li>Assigning a confidence score to each proposed match<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">For example, AI can recognize that \u201c0.7 L,\u201d \u201c700 ml,\u201d and \u201cseven-hundred-millilitre capacity\u201d describe the same capacity. It can also identify that \u201cmidnight black\u201d and \u201cblack\u201d may refer to the same colour, although the manufacturer\u2019s official variant data should still be checked.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI is particularly useful for candidate generation. Instead of checking every product against an entire competitor catalogue, the system can identify a smaller set of probable matches for validation.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">High-confidence matches can be approved automatically when the available evidence meets predefined rules. Ambiguous cases, such as visually similar models with slightly different specifications, should be reviewed manually.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">How Are Product Variants Handled?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Variants should be matched at the most specific level relevant to the analysis.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Common variant attributes include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Colour<\/li>\n\n\n\n<li>Size<\/li>\n\n\n\n<li>Capacity<\/li>\n\n\n\n<li>Storage<\/li>\n\n\n\n<li>Material<\/li>\n\n\n\n<li>Flavour<\/li>\n\n\n\n<li>Pack quantity<\/li>\n\n\n\n<li>Voltage<\/li>\n\n\n\n<li>Region<\/li>\n\n\n\n<li>Model year<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">A product-family match connects listings to the same parent product. A variant-level match confirms that the exact configuration is the same.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For example, a retailer may place all colours of a coffee machine on one product page, while a competitor creates a separate URL for every colour. The matching process must identify the selected or advertised variant on each page. Otherwise, the collected price may belong to a different configuration.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Variants that share the same price can sometimes be analyzed at the family level. If prices, availability, promotions, or MAP requirements differ by variant, each configuration should be monitored separately.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">How Are Bundles Handled?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Bundles should be treated as separate offers unless the included products and quantities are identical.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">These listings should not be considered exact matches:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Espresso machine only<\/li>\n\n\n\n<li>Espresso machine with milk jug<\/li>\n\n\n\n<li>Espresso machine with 50 capsules<\/li>\n\n\n\n<li>Espresso machine with a grinder<\/li>\n\n\n\n<li>Two-unit espresso machine pack<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">The base product may be identical, but the customer is purchasing a different offer. Comparing the bundle price directly with the standalone price would create an inaccurate price difference.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Bundle matching should account for:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Every included product<\/li>\n\n\n\n<li>Number of units<\/li>\n\n\n\n<li>Accessory type<\/li>\n\n\n\n<li>Promotional gifts<\/li>\n\n\n\n<li>Subscription requirements<\/li>\n\n\n\n<li>Mandatory service plans<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Multipacks also require quantity validation. A 12-pack and a 24-pack may be compared through unit-price analysis, but they are not identical offers. The system should preserve both the total selling price and the normalized price per unit.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Conclusion<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Product matching determines whether two listings represent the same offer, different variants, bundles, or merely comparable alternatives. Reliable matching combines product identifiers with model data, attributes, pack quantities, and included components. AI can accelerate this process by extracting and comparing inconsistent product information, while ambiguous matches still require validation.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">On its own, product matching reveals assortment overlap, catalogue gaps, exclusive products, and data-quality issues. As part of price monitoring, it ensures that price differences, market reports, alerts, and repricing rules are based on like-for-like comparisons. Before acting on a competitor\u2019s price, retailers must first confirm that they are looking at the right product.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Identical products are matched by comparing identifiers, model information, product attributes, pack sizes, variants, and other listing data. When exact identifiers are unavailable, matching systems evaluate combinations of signals to determine whether two listings represent the same product. Similar products require a different standard. They&#8230;<\/p>\n","protected":false},"author":17,"featured_media":12447,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[108],"tags":[1272,1271,482,161,81],"class_list":["post-12445","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-best-practices","tag-ai-matcher","tag-ai-product-matching","tag-artificial-intelligence","tag-price-monitoring","tag-product-matching"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>What Is Product Matching in eCommerce? - Price2Spy\u00ae Blog<\/title>\n<meta name=\"description\" content=\"Learn how identical and similar products are matched across websites using identifiers, attributes, and AI, and why matching matters for price monitoring.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.price2spy.com\/blog\/product-matching-in-ecommerce\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"What Is Product Matching in eCommerce? 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