Walmart Reviews Scraper

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.

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✅ 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.

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⚙️ 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

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🧾 Input Options

Field	Type	Description
product_ids	array	Walmart product review URLs or product IDs (US or CA).
limit	integer	Number of review pages to scrape. Default: 3
sort	enum	Sort by: relevancy, helpful, rating-asc, rating-desc, submission-desc, submission-asc
ratings	array	Filter reviews by: all, 5, 4, 3, 2, 1
vp	boolean	Only get verified purchase reviews. Default: false
reg	enum	Walmart region: US (Walmart.com) or CA (Walmart.ca)
lang	enum	Review 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"
}

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📦 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
  }
}

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💡 Tips

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

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❓ 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.

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📌 Legal Notice

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.

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🚀 Related Scrapers

• Walmart Product Extractor – extract product details, prices, stock info, ratings.
• Walmart Search API – scrape search results for market research.
• Amazon Reviews Scraper – collect customer reviews from Amazon.

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Start Scraping Walmart Reviews Today

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