Best Buy Scraper: exact UPC lookup, prices and product search

Best Buy Scraper finds US products by exact UPC or EAN, by keyword, or from a Best Buy search URL. It returns product identifiers, USD prices, ratings, images and colour or size attributes in a dataset ready for export, for price monitoring, catalogue matching and product research.

What the Best Buy scraper collects

Each row represents one Best Buy SKU, which identifies one product variant. A product family with several colours can have several SKUs and UPCs. Exact barcode lookup checks the UPC attached to the returned product, so a similar title or a nearby barcode does not qualify as a match. Keyword searches return the products Best Buy associates with the term, without an additional title filter.

Use the dataset for catalogue matching, retailer price monitoring, product research or joining records from several stores by GTIN. The gtin and upc fields preserve Best Buy's spelling, including leading zeros. product_id and sku_id both identify the Best Buy SKU. Save the timestamp with any price comparison because prices and availability can change between collections.

Input

Choose one input mode:

• upcs: up to 1000 UPC/EAN/GTIN codes. The input form accepts a string list. The HTTP interface also accepts comma, space or newline separated text. Codes must contain 8–14 digits after removing spaces and hyphens.
• query: a search keyword, such as laptop. searchQuery and keyword are aliases, with query taking precedence.
• url: a Best Buy US search URL copied from the site. Search terms, page selection, sorting and supported URL facets are preserved. The cp parameter accepts site pages 1–111, with 18 source rows per page; cp=3 starts at source row 37.

Field	Type	Default	What it does
upcs	list of strings	–	Barcodes to look up exactly, one dataset row per unique SKU found
query	string	– (form prefill laptop)	Search keyword; aliases searchQuery and keyword
url	string	–	Best Buy US search URL
sort	select	–	Overrides sorting in the keyword or URL search
maxItems	integer	100	Total products for search or URL input, 1 to 2000; alias maxResults
includeVariants	boolean	true	Adds sibling colour and size variants inside variant_siblings

For search or URL input, maxItems sets the total requested products, from 1 to 2000, with a default of 100. maxResults is an alias; an explicit maxItems takes precedence. Barcode mode processes the submitted list instead of applying this search limit. Repeated codes and equivalent UPC/EAN spellings produce one dataset row per unique SKU.

includeVariants defaults to true. Sibling variant identifiers and their attributes appear inside variant_siblings; they do not create additional product rows. Set the option to false if you only need the current product variant.

Optional sort values are Best-Match, Best-Selling, Best-Discount, Price-Low-To-High, Price-High-To-Low, Customer-Rating and New-Arrivals. An explicit sort overrides sorting in the URL. URL facets can narrow the search to a brand or price range when those facets are present in a copied Best Buy URL.

Search cards missing a SKU, title or product URL are skipped while collection continues. The summary.products_skipped count and a warning report these cards, and partial remains true. Skipped cards produce no dataset row or product charge.

An exact lookup input verified against the collected response is:

{"upcs":["027242923232"]}

A copied search URL with a brand facet and price sorting, limited to three products:

{"url":"https://www.bestbuy.com/site/searchpage.jsp?st=laptop&sp=%2Bcurrentprice%20skuidsaas&qp=brand_facet%3DBrand~Apple","maxItems":3}

Output

The dataset contains found products only. The verified code above returned Best Buy SKU 6505727, Sony WH-1000XM5 headphones in Black. The response collected on 5 October 2026 carried a current price of USD 198; this is a historical example rather than a promise about the next run's price.

The row as it was delivered on that run, with the images list shortened to its first entry:

{
  "source": "bestbuy-scraper",
  "country": "US",
  "fetched_at": "2026-10-05T10:24:20.509789Z",
  "product_id": "6505727",
  "sku_id": "6505727",
  "gtin": "027242923232",
  "upc": "027242923232",
  "bsin": "J7XSRH5CXG",
  "title": "Sony - WH-1000XM5 Wireless Noise Cancelling Over-the-Ear Headphones - Black",
  "long_title": "WH-1000XM5 Wireless Noise Cancelling Over-the-Ear Headphones",
  "brand": "Sony",
  "manufacturer": "SONY ELECTRONICS INC. 001",
  "model_number": "WH1000XM5/B",
  "url": "https://www.bestbuy.com/product/sony-wh-1000xm5-wireless-noise-cancelling-over-the-ear-headphones-black/J7XSRH5CXG",
  "sku_url": "https://www.bestbuy.com/product/sony-wh-1000xm5-wireless-noise-cancelling-over-the-ear-headphones-black/J7XSRH5CXG/sku/6505727",
  "image_url": "https://pisces.bbystatic.com/image2/BestBuy_US/images/products/6505/6505727_rd.jpg",
  "images": [
    "https://pisces.bbystatic.com/image2/BestBuy_US/images/products/6505/6505727_rd.jpg"
  ],
  "currency": "USD",
  "price": 198.0,
  "offers_count": 1,
  "regular_price": 398.0,
  "current_price": 198.0,
  "price_event_type": "onSale",
  "on_sale": true,
  "rating": 4.6,
  "reviews_count": 6603,
  "availability": "active",
  "condition": "new",
  "open_box_condition": null,
  "is_new": false,
  "seller_type": "1P",
  "seller_id": "bby",
  "categories": ["Headphones", "Wireless Headphones"],
  "variant": {"colour": "Black", "size": null},
  "variant_siblings": [
    {"bsin": "J7XSRH5CXV", "variations": [{"name": "Portable_Audio:Color", "value": "Silver"}]},
    {"bsin": "J7XSRH528S", "variations": [{"name": "Portable_Audio:Color", "value": "Blue"}]},
    {"bsin": "J7XSRH5QPP", "variations": [{"name": "Portable_Audio:Color", "value": "Smoky Pink"}]},
    {"bsin": "J2VJR64GFJ", "variations": [{"name": "Portable_Audio:Color", "value": "Black"}]}
  ],
  "query": "027242923232",
  "code_form": "027242923232",
  "position": 2
}

Core fields include source, fetched_at, country, product_id, gtin, title, brand, url, image_url, currency, price and offers_count. Additional fields include the long title, manufacturer, model number, images, regular price, price event type, sale flag, rating, review count, condition, open-box condition, seller type and variant attributes. Fields the source does not provide remain null instead of receiving inferred values. A price is numeric and positive, or null when no positive price is supplied.

A run summary reports the input mode, source result count, pages fetched, products returned, requested codes and found codes. not_found lists unmatched codes. Missing codes do not generate dataset rows. Errors and warnings describe incomplete collection so that an interrupted search is visible. Searches continue through multiple pages automatically in the Actor. The summary of the five-code run that produced the row above:

{"mode":"upcs","query_type":"SEARCH","num_found":null,"pages_fetched":5,"products_returned":5,"codes_requested":5,"codes_found":5,"not_found":[]}

Use cases

Best Buy price tracker for your own product list

Schedule the Actor with a fixed list of UPCs and store each run's dataset. price, regular_price, price_event_type and on_sale show the current price and whether Best Buy marks it as a sale, so you can chart price drops per SKU over time or trigger an alert when a product falls below a threshold.

Best Buy UPC lookup for catalogue matching

Retailers, distributors and comparison sites often hold a barcode list but no Best Buy identifiers. A barcode run returns the Best Buy SKU, BSIN, model number and product URL for every code that Best Buy sells, and lists the rest in not_found, so the match is a fact rather than a fuzzy title guess.

Assortment and competitor research

Use a keyword or a copied search URL with a brand facet to see which products Best Buy lists, in which order, at which price, and with how many reviews. position keeps the rank in the search results.

Product data for listings and feeds

Titles, brand, manufacturer, model number, categories, images and colour variants give a structured starting point for marketplace listings or product feeds, keyed by GTIN.

How the Best Buy scraper compares

	Best Buy Scraper	Official Best Buy API	Writing your own scraper
Exact UPC/EAN list as input	yes, up to 1000 codes per run	via its own query syntax and a developer key	build and maintain it yourself
Keyword and copied search URL	yes, with sorting and URL facets	separate query syntax	yes, if you maintain it
Price, sale flag, rating and variants per SKU	yes	yes	depends
Access	Apify account	Best Buy developer key	your own infrastructure and upkeep
Price	$3 per 1,000 delivered products	free, within Best Buy's rate limits and terms	your own time and hosting

Most Best Buy actors in the Apify Store start from a keyword, a SKU or a product URL. This one also accepts a barcode list and confirms each match against the product's own UPC, which makes it suited to joining Best Buy with other stores by GTIN.

Pricing

The launch reference is $3 per 1000 delivered products, with no start fee. Check the price shown on the Actor's Store page for the active rate before running. Charging follows actual delivered dataset rows: a missing barcode costs no product event, an empty result costs no product event, and duplicate SKUs are counted once. Variant sibling attributes belong to the same delivered product row.

Examples at the launch rate: 100 found barcodes cost about $0.30, and a 1,000-product keyword search about $3.00. A list of 500 codes where 200 are not sold at Best Buy is charged for the 300 delivered rows.

Users without a paid Apify plan receive at most ten products per run. The summary reports free_tier_remaining; paid users can collect the requested search volume or process their full barcode list. The search depth limit still applies because it is a limit of the source's results.

Limits and interpretation

This Actor covers Best Buy US and returns USD prices. Search result totals come from the product search response and may differ from the count displayed on the website. Best Buy can associate a keyword with related products or apply fuzzy matching. A nonsense term can therefore still return products; this does not make barcode lookup approximate.

Search depth is approximately 2000 results. Large collections should use narrower keywords or URL facets. A source limit or incomplete request is reported in warnings. Availability describes what the product response states; it does not establish local store inventory, delivery promises or checkout eligibility. Sibling BSINs are references, not independently verified offers.

FAQ

Does a padded EAN find the same product as its UPC?

Yes, when the code is the equivalent leading-zero representation. The Actor tries the UPC-A spelling first and verifies the returned product's own UPC while ignoring leading zeros for comparison. The collected Sony fixture confirms this for 0027242923232 and 027242923232.

Are missing barcodes charged?

No. The two verified control codes 104332181960 and 637940265420 returned no products. Such codes appear in the summary without a dataset row or product charge.

Why are there fewer products than the source total?

The requested limit, your plan's cap, non-product search documents, search depth or an incomplete request can reduce delivered rows. Use the summary and warnings to distinguish these cases. num_found is a source count and does not guarantee that every document is an accessible product row.

Do I need a Best Buy API key?

No. The Actor needs only an Apify account. You do not register for a Best Buy developer key or learn its query syntax, and the output fields are the same for barcode, keyword and URL runs.

Does it cover Best Buy Canada or other countries?

No. The Actor covers bestbuy.com in the United States and returns prices in USD.

Can I export the results to CSV or Excel?

Yes. Like every Apify dataset, the results download as JSON, CSV, Excel, XML or HTML, and can be read through the Apify API or sent onward with integrations.