Pricing

from $3.00 / 1,000 review extracteds

Walmart Reviews Scraper - All Reviews by URL, ID or Keyword

Scrape Walmart.com customer reviews for any product by URL, item ID, or keyword search. Deep-paginates every review - rating, title, text, author, verified-purchase, helpful votes, photos, pros/cons, and date - plus a per-product rating summary. MCP-ready. $0.003 per review.

Pricing

from $3.00 / 1,000 review extracteds

Rating

0.0

(0)

Developer

Khadin Akbar

Actor stats

Bookmarked

Total users

Monthly active users

8 hours ago

Last modified

0.1 - 2026-06-18

Initial release. Dedicated Walmart customer-reviews scraper built on the proven walmart-data-extractor anti-bot stack (PlaywrightCrawler + Chromium, Apify Residential US, fingerprint + session pool, SessionError rotation with exponential backoff).
Three input modes auto-routed to reviews: keyword search (top products -> reviews), direct product URLs, raw item IDs.
Deep review pagination: every review per product up to maxReviewsPerProduct, with sort (most recent / helpful / highest / lowest / relevant) and an exact client-side star-rating filter.
Per-review fields: rating, title, text, author, verified-purchaser, helpful/unhelpful votes, photos, pros/cons, syndication flag, submitted date. Optional per-product summary row (overall rating, total count, 1-5 star histogram).
SerpApi walmart_product_reviews managed fallback fires only on anti-bot block-exhaustion so a transient Akamai/PerimeterX block returns real reviews instead of an empty run; recovered reviews go through the same cap/charge/dedup path and the run exits SUCCEEDED.
Success-rate hardening: soft-fail on empty/invalid input, honest soft-success diagnostic row on block-exhaustion, safePushData null-stripping + schema fallback, upfront cost-cap log, RUN_SUMMARY in KV.
Pay-per-event: actor-start $0.00005, review-extracted $0.003 (primary), product-summary $0.001.

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