Best Buy Review Scraper — Ratings & Reviews

Scrape product reviews from Best Buy by product URL. For every review you get the review text, title, rating, author and date, plus verified-purchase status, helpful-vote counts, recommendation flag and pros/cons, alongside the product's overall rating and total review count — clean structured data ready for JSON, CSV, or Excel export.

Built and maintained by Clootrack: this is the same scraper that feeds our own customer-analytics platform in production, so when Best Buy changes their site, we notice before you do.

What you get

{
    "product_url": "https://www.bestbuy.com/product/sony-1000x-the-collexion-wireless-noise-canceling-headphones-black/J7XSRH5W8X/sku/6675813",
    "sku": "6447382",
    "product_rating": 4.8,
    "rating_count": 20431,
    "review_title": "Best earbuds I've owned",
    "review": "Noise cancelling is incredible and they fit perfectly...",
    "review_rating": 5,
    "author": "MusicFan",
    "review_date": "2025-11-02T18:03:44.000+00:00",
    "verified_purchase": "Verified Purchase",
    "would_recommend": true,
    "helpful_votes": 12,
    "not_helpful_votes": 1,
    "pros": "Sound, Comfort",
    "cons": "Price",
    "review_id": "abcd-1234"
}

Use cases

• 🗣 Voice of customer — mine review text for product sentiment and issues
• ⭐ Rating tracking — monitor ratings, recommendation rate and review velocity
• 🔬 Competitive research — compare review themes across products and brands

Input

Field	Description
productUrls	List of Best Buy product / review page URLs (or ?skuId= URLs)
oldestReviewDate	Optional cut-off date (YYYY-MM-DD) — stop at reviews this old
concurrency	Products scraped in parallel (default 3)
proxyConfiguration	Residential proxies strongly recommended

⚖️ Legal & responsible use

This Actor extracts publicly available data only — no login, no private or personal data. By running it you agree to Clootrack's Actor Terms of Use (see our organization profile): you are solely responsible for how you use this Actor and its output, including compliance with applicable laws and the target website's terms, and you indemnify Clootrack against any claims arising from your use. Not legal advice; scraping legality depends on your jurisdiction and use case.