Best Buy Scraper: Products, Prices, Stock & Reviews

Get Best Buy product data from any search, category or product page. Type a search such as oled tv, paste a category URL or a list of SKUs, and get every product with its price, original price, discount, rating, review count, brand, model, images and link. Turn on full details for description, specifications, UPC, condition, seller and shipping / pickup stock for any US ZIP code. Set reviews per product to add customer reviews.

Try it now: click Start with the ready-made input (“airpods”, ZIP 10001) → about 100 seconds → about $0.24 → you get 8 products.

Sample of what you get (from a real run, a few columns only):

Product	Price	Rating	Reviews
Best Selling Apple - AirPods 5 True Wireless Active Noise…	$149.00	4.8	155
Apple - AirPods Pro 3, Wireless Active Noise Cancelling E…	$249.99	4.8	11824
Translation Earbuds	$149.00		0

It's built for price monitoring, retail and e-commerce analytics, resellers and arbitrage, brands checking their listings, and market research. You don't need a Best Buy account, an API key or any proxy setup.

How much does it cost?

You pay only for what you get (pay per event, no monthly fee). Prices from the Pricing tab:

Event	Price	When it is charged
Actor start	$0.005 per GB of memory	Once per run ($0.01 at the default 2 GB)
Best Buy session	$0.20	Once per run, only after Best Buy accepts the browser session
Product saved	$0.003	Per product (duplicates are free) — about $3.00 / 1,000 products
Full product details	$0.003	Per product, only with Include full product details or product URLs/SKUs
Customer review	$0.0005	Per review saved

Examples:

• Ready-made input in Console (1 search, 8 products, no details): about $0.23. Through the API without maxItemsPerSearch (12 products): about $0.25.
• 1,000 products from several searches in one run: about $3.21 ($3.00 for products + $0.21 per run).
• 1,000 products with full details: about $6.21. Adding 10 reviews per product adds $5.00.

If Best Buy blocks every session attempt, the session fee is not charged. Because the session fee is paid once per run, put many searches in one run instead of many small runs.

Set Maximum cost per run in the run options to cap your spend. The Actor stops cleanly when it is reached.

Store plan discounts (Bronze / Silver / Gold) lower the per-product price further; the session fee stays nearly flat.

What you can use it for

• Price tracking: schedule a daily run on your searches and follow price drops and Top Deal discounts.
• Stock checks: see ship-to-home ETA and pickup availability at nearby stores for a ZIP code.
• Competitor and brand monitoring: list every product of a brand or category with ratings and review counts.
• Catalog and product research: export specs, UPCs, model numbers and descriptions.
• Review analysis: collect the newest customer reviews to find product problems and selling points.

What data you get

One row per product:

Field	Description
sku, bsin, url, title, brand, modelNumber	Best Buy SKU, BSIN, product link, name, brand and model
price, originalPrice, discountPercent, currency	Current price, was-price and % off
rating, reviewCount	Average star rating and number of reviews
imageUrl, images	Main image and gallery
availability, condition, seller	In Stock / Sold Out / etc., new or refurbished, marketplace seller
searchTerm, sourceUrl, position, zipCode, scrapedAt	Where the product came from and when

With Include full product details (always on for product URLs and SKUs):

Field	Description
description, highlights, specifications, upc, categories	Full product info
shipToHomeAvailable, shipEta, shipEtaDate	Ship-to-home for the ZIP
pickupAvailable, inStoreQuantity, storeName, storeId, nearbyStores	Pickup at nearby stores

With Reviews per product above 0, each product gets a reviews list: rating, title, text, author, date, recommended, helpfulVotes, verifiedPurchase and badges.

The dataset has two ready-made views: Products and Shipping & pickup.

How to scrape Best Buy

1. Enter Search terms (e.g. oled tv, airpods pro), paste Best Buy URLs (search, category or product pages), or add Product SKUs.
2. Set Max products per search or category (default 12).
3. Optional: enter a ZIP code for shipping and pickup.
4. Optional: turn on Include full product details and set Reviews per product.
5. Click Start and export the results as CSV, Excel, JSON or HTML, or connect them through the API.

Input example

{
  "searchTerms": ["airpods"],
  "maxItemsPerSearch": 12,
  "sortBy": "best_selling",
  "zipCode": "10001",
  "includeDetails": false,
  "maxReviewsPerProduct": 0
}

Output example

{
  "sku": "6673142",
  "url": "https://www.bestbuy.com/site/6673142.p?skuId=6673142",
  "title": "LG - 77\" Class C6H OLED evo AI 4K Smart webOS TV (2026)",
  "brand": "LG",
  "price": 1999.99,
  "originalPrice": 2499.99,
  "discountPercent": 20,
  "rating": 4.9,
  "reviewCount": 97,
  "availability": "In Stock",
  "searchTerm": "oled tv",
  "position": 1,
  "zipCode": "10001"
}

Tips

• Large runs are cheap per product: the cost of opening a session is paid once per run, so put many searches in one run instead of many small runs.
• Stock and shipping are for one ZIP per run. To compare areas, run once per ZIP code.
• List-only mode (details off) is faster and cheaper when you only need SKU, title, price and rating from search results.

Use with AI agents, MCP, Make, Zapier, n8n and the API

AI agents and the Apify MCP server

Your AI agent can run this Actor as a tool through the Apify MCP server. In Claude, Cursor, VS Code or any other MCP client, add this server URL to load only this Actor:

https://mcp.apify.com?tools=northloop-labs/bestbuy-scraper

Pass maxTotalChargeUsd in callOptions to cap what one run may cost. Example prompt: "Find the 20 best-selling OLED TVs at Best Buy near ZIP 10001 with price and rating."

Make, Zapier and n8n

Apify has official integrations for Make, Zapier and n8n. Use "Run Actor", pick northloop-labs/bestbuy-scraper, paste your input as JSON, and send the products to Google Sheets, Airtable or your database.

API

curl -X POST "https://api.apify.com/v2/acts/northloop-labs~bestbuy-scraper/run-sync-get-dataset-items" \
  -H "Authorization: Bearer $APIFY_TOKEN" \
  -H "Content-Type: application/json" \
  -d '{"searchTerms": ["oled tv"], "maxItemsPerSearch": 48, "zipCode": "10001"}'

Or with the Python client (pip install apify-client):

from apify_client import ApifyClient

client = ApifyClient("<YOUR_APIFY_TOKEN>")
run = client.actor("northloop-labs/bestbuy-scraper").call(run_input={"searchTerms": ["oled tv"], "zipCode": "10001"})
for item in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(item["title"], item["price"], item.get("availability"))

Data & privacy

• The Actor collects public product information that any visitor of bestbuy.com can see. Reviews can include a reviewer's display name; only keep what you need.
• Results are written only to your own Apify account (the run's dataset and a run summary). The Actor sends the data nowhere else and keeps no copy.

Is it legal to scrape Best Buy?

The Actor reads public product pages without logging in and doesn't bypass any login or paywall. Best Buy's terms restrict automated access, and data protection laws apply to personal data in reviews, so check that your use fits your own legal and compliance requirements. This isn't legal advice.

FAQ

How many products can I get? As many as Best Buy lists for a search or category. Set Max products per search or category to the number you need.

Which ZIP's shipping and pickup do I get? The ZIP code you enter. Without it, Best Buy's default location is used.

Can I track price changes? Yes. Save your input as a task, schedule it daily, and compare price between runs.

Do you support Best Buy Canada? This Actor covers bestbuy.com (US). Canada is a separate site.

What if a run is blocked? Best Buy uses Akamai bot protection. The Actor retries with a fresh browser and US residential IP; if every attempt fails, the run ends without charging the session fee. Just run it again.

How this Actor was made

This Actor was made with AI. An AI agent wrote and tested the code, this README and the store listing, and a human owns and maintains the Actor. It opens a real browser session on bestbuy.com through US residential IPs and reads the same product data the website loads.

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Feedback

Missing a field or a filter? Something doesn't work? Open an issue on the Issues tab with your run link and we'll fix it quickly.