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Walmart Reviews Scraper

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$0.30 / 1,000 reviews

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Walmart Reviews Scraper

Walmart Reviews Scraper

Developed by

Billy

Billy

Maintained by Community

Super Fast Walmart Reviews Scraper!. Get detailed reviews from Walmart.com & Walmart.ca. Export to any format.

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Pricing

$0.30 / 1,000 reviews

3

24

10

Issues response

1.4 hours

Last modified

a day ago

Extract Walmart product reviews from Walmart.com (US) and Walmart.ca (Canada). Get customer feedback, star ratings, review text, and product details in structured JSON.

This tool is perfect for e-commerce research, sentiment analysis, competitor tracking, and product optimization.


✅ Why Use This Walmart Reviews Scraper?

Real reviews on Walmart hold valuable insights. With this scraper, you can:

  • Analyze customer sentiment – understand real buyer opinions.
  • Find recurring trends – identify common complaints or praise.
  • Boost SEO strategy – gather keywords directly from customer language.
  • Compare competitors – benchmark products across Walmart US & CA.
  • Support product development – use feedback to improve features.

⚙️ How It Works

Provide one or more Walmart product IDs or review URLs, and the scraper automatically extracts:

  • Star ratings (1–5)
  • Review text and titles
  • Verified purchase labels
  • Reviewer usernames
  • Submission dates
  • Customer photos/videos (if available)
  • Seller info, product name, categories, availability, price

🧾 Input Options

FieldTypeDescription
product_idsarrayWalmart product review URLs or product IDs (US or CA).
limitintegerNumber of review pages to scrape. Default: 3
sortenumSort by: relevancy, helpful, rating-asc, rating-desc, submission-desc, submission-asc
ratingsarrayFilter reviews by: all, 5, 4, 3, 2, 1
vpbooleanOnly get verified purchase reviews. Default: false
regenumWalmart region: US (Walmart.com) or CA (Walmart.ca)
langenumReview language: en or fr

Example input:

{
"product_ids": [
"https://www.walmart.com/ip/Hisense-58-Class-4K-UHD-LED-LCD-Roku-Smart-TV-HDR-R6-Series-58R6E3/587182688"
],
"vp": true,
"limit": 3,
"sort": "relevancy",
"ratings": ["all"],
"reg": "US",
"lang": "en"
}

📦 Output Example

{
"badges": [
{
"badgeType": "Custom",
"contentType": "REVIEW",
"id": "VerifiedPurchaser",
"glassBadge": {
"id": "VerifiedPurchaser",
"text": "Verified Purchase"
}
},
{
"badgeType": "Affiliation",
"contentType": "REVIEW",
"id": "Staff",
"glassBadge": {
"id": "WalmartAssociate",
"text": "Walmart Associate"
}
}
],
"userBadges": [],
"conditionGroupCode": null,
"condition": null,
"negativeFeedback": 0,
"positiveFeedback": 3,
"rating": 1,
"recommended": null,
"reviewId": "396023350",
"reviewReferenceId": "d59671eb-7149-59c7-b3d5-36681cd2b527",
"originalLanguage": "English",
"originalLocale": "en_US",
"translatedLanguage": "English",
"translatedLocale": "en",
"showTranslationCTA": false,
"reviewSubmissionTime": "8/21/2025",
"reviewText": "What a piece of crap. Don't even think of buying this hunk of junk. Constantly freezing up…..when its not frozen( have to unplug it and wait 5 minutes) it is super slow…..push a button on the remote and wait 5-30 seconds for the channel to change or the volume to change. What a complete waste of money.",
"reviewTitle": "Do Not Buy",
"reviewAspectStart": null,
"reviewAspectEnd": null,
"reviewSentimentStart": null,
"reviewSentimentEnd": null,
"snippetFromTitle": null,
"showRecommended": null,
"fulfilledBy": "Walmart",
"status": "APPROVED",
"sellerName": "Walmart.com",
"itemId": "587182688",
"itemImageUrl": "https://i5.walmartimages.com/seo/Hisense-58-Class-4K-UHD-LED-LCD-Roku-Smart-TV-HDR-R6-Series-58R6E3_5002689e-5b08-4b86-8d58-80da094e1a4a.1763a23dbec6085c3c7e800e580cfa33.png",
"itemName": "Hisense 58\" Class 4K UHD LED LCD Roku Smart TV HDR R6 Series 58R6E3",
"reviewType": null,
"clientResponses": [
{
"date": null,
"department": "HisenseProductExpert",
"logoImage": "https://s3.amazonaws.com/stratos-logos/logos/Hisense.png",
"name": null,
"response": "\nHello Sherry, thank you for choosing the Hisense 58R6E3, and for sharing your feedback with us. We are truly sorry to hear about your experience. Please complete a factory reset on your unit by following these steps Settings > System > Advanced system settings > Factory reset, and then highlight Factory reset everything. Rest assured that your unit is covered by a one-year manufacturer's warranty. We encourage you to reach out to our dedicated support team directly at 1-888-935-8880 or via email at Service@Hisense-usa.com so that we can promptly address and resolve the issue for you. Thanks again, Harley with the Hisense Support Team.\n "
}
],
"userNickname": "Sherry",
"externalSource": "bazaarvoice",
"media": null,
"photos": [],
"features": [
{
"name": "Screen size",
"value": "58 in"
}
],
"walmartDomain": "US",
"product": {
"name": "Hisense 58\" Class 4K UHD LED LCD Roku Smart TV HDR R6 Series 58R6E3",
"imageInfo": {
"thumbnailUrl": "https://i5.walmartimages.com/seo/Hisense-58-Class-4K-UHD-LED-LCD-Roku-Smart-TV-HDR-R6-Series-58R6E3_85f403ef-0ef8-4b0a-bddc-50730db2c1d7.5fcfd56f523a1831d5a9be301acdc995.jpeg",
"name": "Hisense-58-Class-4K-UHD-LED-LCD-Roku-Smart-TV-HDR-R6-Series-58R6E3_85f403ef-0ef8-4b0a-bddc-50730db2c1d7.5fcfd56f523a1831d5a9be301acdc995.jpeg",
"id": "634282E8D395436E954BADEE00411856"
},
"canonicalUrl": "/ip/Hisense-58-Class-4K-UHD-LED-LCD-Roku-Smart-TV-HDR-R6-Series-58R6E3/587182688",
"category": {
"path": [
{
"name": "Electronics",
"url": "/cp/electronics/3944"
},
{
"name": "TV & Home Theater",
"url": "/cp/tv-home-theater/1060825"
},
{
"name": "All TVs",
"url": "/cp/all-tvs/447913"
}
]
},
"sellerId": "F55CDC31AB754BB68FE0B39041159D63",
"sellerName": "Walmart.com",
"type": "Televisions",
"availabilityStatus": "IN_STOCK",
"priceInfo": {
"currentPrice": {
"priceString": "$214.00"
}
},
"offerId": "1D8A4C905E5B4855A5B43DA7B2A42E15"
},
"reviewSummary": {
"summary": "Customers are highly satisfied with this TV's picture quality, value, and ease of installation, considering it a great deal for its size and features. While some experience issues with durability, remote control, and sound quality, the Roku feature and voice control are major advantages. The price is a significant selling point, with most customers considering it an excellent value. However, some have reported mixed experiences with the screen, citing durability and quality concerns.",
"summaryTitle": "Excellent value for size and features with some minor drawbacks",
"summaryAspects": [
{
"aspectId": 16610,
"aspectStart": 41,
"aspectEnd": 42,
"aspectSentiment": "neutral"
},
{
"aspectId": 48,
"aspectStart": 293,
"aspectEnd": 297,
"aspectSentiment": "positive"
},
{
"aspectId": 284,
"aspectStart": 369,
"aspectEnd": 383,
"aspectSentiment": "positive"
},
{
"aspectId": 2943,
"aspectStart": 197,
"aspectEnd": 210,
"aspectSentiment": "negative"
},
{
"aspectId": 81,
"aspectStart": 74,
"aspectEnd": 93,
"aspectSentiment": "positive"
}
]
},
"aspects": [
{
"id": "2793",
"name": "Picture",
"score": null,
"snippetCount": 3618
},
{
"id": "48",
"name": "Price",
"score": null,
"snippetCount": 3515
},
{
"id": "155",
"name": "Quality",
"score": null,
"snippetCount": 1659
},
{
"id": "1690",
"name": "Sound",
"score": null,
"snippetCount": 1361
},
{
"id": "81",
"name": "Set Up",
"score": null,
"snippetCount": 1098
},
{
"id": "658",
"name": "Screen",
"score": null,
"snippetCount": 937
},
{
"id": "21",
"name": "Size",
"score": null,
"snippetCount": 663
},
{
"id": "284",
"name": "Value",
"score": null,
"snippetCount": 599
},
{
"id": "178",
"name": "Color",
"score": null,
"snippetCount": 457
},
{
"id": "16610",
"name": "Tv",
"score": null,
"snippetCount": 381
},
{
"id": "12",
"name": "Ease Of Use",
"score": null,
"snippetCount": 291
},
{
"id": "2943",
"name": "Remote",
"score": null,
"snippetCount": 292
},
{
"id": "582",
"name": "Appearance",
"score": null,
"snippetCount": 286
},
{
"id": "2255",
"name": "Apps",
"score": null,
"snippetCount": 243
},
{
"id": "1010",
"name": "Room",
"score": null,
"snippetCount": 184
},
{
"id": "129158",
"name": "Roku",
"score": null,
"snippetCount": 182
},
{
"id": "13266",
"name": "Connection",
"score": null,
"snippetCount": 180
},
{
"id": "5222",
"name": "Volume",
"score": null,
"snippetCount": 173
},
{
"id": "1498",
"name": "Clarity",
"score": null,
"snippetCount": 148
},
{
"id": "4945",
"name": "Crack",
"score": null,
"snippetCount": 123
},
{
"id": "3313",
"name": "Break",
"score": null,
"snippetCount": 117
},
{
"id": "840",
"name": "Lines",
"score": null,
"snippetCount": 110
},
{
"id": "5175",
"name": "Living",
"score": null,
"snippetCount": 108
},
{
"id": "407",
"name": "Kids",
"score": null,
"snippetCount": 105
},
{
"id": "9905",
"name": "Streaming",
"score": null,
"snippetCount": 105
}
],
"averageOverallRating": 4.4,
"totalReviewCount": 35078,
"reviewsWithTextCount": 14003
}
}

💡 Tips

  • Use vp: true + ratings filter to extract only positive verified reviews.
  • Set lang: fr for French reviews on Walmart Canada.

❓ FAQ

Can I scrape reviews from both Walmart.com and Walmart.ca? Yes. Just set reg to US or CA. Language is auto-detected but you can also force English or French with lang.

How many Walmart reviews can I scrape? You can scrape as many pages as are available. Most products allow up to ~25–30 pages of reviews.

Can I filter reviews by rating or verified purchase? Yes. Use the ratings filter (1–5 stars) or vp: true for verified purchase only.

What formats can I export the data to? Results can be downloaded in JSON, CSV, or Excel, or accessed directly via API.


This scraper is not affiliated with Walmart.

  • Always review Walmart’s terms of use.
  • Only use this scraper for publicly available review data.
  • Avoid violating privacy laws (e.g., GDPR, CCPA).
  • You are solely responsible for how scraped data is used.


Start Scraping Walmart Reviews Today

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