Best Buy Product Reviews Scraper | Extract Customer Ratings & Feedback (US)

Scrape Best Buy reviews, ratings, photos, and seller responses from any Best Buy US product page — clean, analysis-ready data for sentiment analysis, competitor research, and e-commerce analytics.

Paste a product URL → choose Max Mode (maximize unique coverage) or filters → get structured results you can export as JSON, CSV, or Excel.

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60-second overview

Goal	What to set
Max coverage	maxMode = true
Quick sample (e.g. latest 30)	maxMode = false, sort newest, maxreviews = 30
Only 1★ complaints	maxMode = false, starRatings = ["1"]
Broad coverage without Max Mode	Select all sorts × star ratings 1–5

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Why use this Best Buy review scraper?

• Max Mode — maximizes unique coverage; often the full set, including high-volume products.
• No browser — reads Best Buy’s review pages over HTTP (same idea as the Home Depot path).
• Rich fields — stars, review text, photos, verified purchase, incentivized flags, seller replies, helpful votes, ownership days.
• Flexible filters — best match / highest / lowest / most helpful / most relevant / newest / oldest × 1–5 stars.
• Easy exports — run on Apify, push to Dataset, download CSV/Excel/JSON.

Ideal for: product managers, brand analysts, market research, VOC, and AI/NLP pipelines.

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Max Mode — maximize unique coverage

Turn maxMode ON when you want the broadest unique review set for a product.

While Max Mode is ON, sort and star filters are ignored — the actor paginates the newest listing until the listed total (or maxreviews).

{
  "URL": "https://www.bestbuy.com/product/apple-airpods-max-lightning-space-gray/JJ8ZHPWH5K/sku/12705893",
  "maxMode": true,
  "maxreviews": 20000
}

Tip: keep maxreviews high enough so the run does not stop early on large SKUs.

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Filters (Max Mode OFF)

When maxMode = false, you control exactly what is collected using sort × star combinations.

Available sorts

Input value	Meaning
best_match	Best Match
highest_rated	Highest Rated
lowest_rated	Lowest Rated
most_helpful	Most Helpful
most_relevant	Most Relevant
newest	Newest
oldest	Oldest

Star ratings

all · 5 · 4 · 3 · 2 · 1

Examples

Latest reviews only:

{
  "URL": "https://www.bestbuy.com/product/.../sku/12705893",
  "maxMode": false,
  "sorts": ["newest"],
  "starRatings": ["all"],
  "maxreviews": 100
}

Only negative feedback (1–2 stars):

{
  "URL": "https://www.bestbuy.com/product/.../sku/12705893",
  "maxMode": false,
  "sorts": ["newest"],
  "starRatings": ["1", "2"],
  "maxreviews": 2000
}

Most helpful + highest rated:

{
  "URL": "https://www.bestbuy.com/product/.../sku/12705893",
  "maxMode": false,
  "sorts": ["most_helpful", "highest_rated"],
  "starRatings": ["all"],
  "maxreviews": 2000
}

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Input reference

Field	Required	Description
URL	Yes	Best Buy US product URL (must include /sku/{id})
maxMode	No (default true)	true = maximize unique coverage; false = use sort/star filters
sorts	No	Multi-select; used only when maxMode is false
starRatings	No	all or 1–5; used only when maxMode is false
maxreviews	No (default 5000)	Cap on unique reviews collected

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Output fields (selected)

Field	Description
Review_ID	Best Buy review id
Title / ReviewText	Review title and body
Rating	1–5 star rating
Review_Date	Review date (YYYY-MM-DD)
UserNickname	Reviewer display name
IsVerifiedPurchaser / IsIncentivized	From badges
PhotoUrls	Customer photo URLs
SellerResponse_*	Brand / seller reply when present
DaysOfOwnership	Days owned before review
Total_Reviews	Listed total for the product
Sort	Sort used to collect the row

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Tips

• Prefer Max Mode for the broadest unique pull.
• Use filters + a small maxreviews for cheap tests or “latest only” dashboards.
• One URL = one product; run multiple times (or a workflow) for category research.
• Some fields may be empty when the site does not provide them — that is normal.

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Keywords

Best Buy reviews scraper · Best Buy product reviews · scrape Best Buy ratings · Best Buy customer feedback · extract Best Buy review text · Best Buy sentiment analysis data · e-commerce review scraping Apify · VOC competitor analysis · Best Buy verified purchase reviews · Best Buy star ratings dataset

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Built for teams who need reliable Best Buy US review data — without manual copy-paste.