Walmart Reviews Scraper

Easily scrape product reviews from Walmart.com (US) and Walmart.ca (Canada) using this fast and reliable Apify Actor. perfect for e-commerce research, sentiment analysis, and SEO strategy, export to any format.

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✅ Why Use This Walmart Scraper?

Real customer feedback is a goldmine. With this scraper, you can:

• Analyze customer sentiment: Understand what buyers really think.
• Spot review trends: Detect recurring issues or praise across time.
• Boost your SEO: Extract phrases and keywords directly from real users.
• Study competitors: See how other brands are performing and compare.
• Improve product development: Use insights to guide product tweaks.

Whether you’re in retail, analytics, or product development, this tool helps you turn reviews into real business value.

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⚙️ How It Works

Just input one or more Walmart product IDs or review URLs, and this actor will automatically extract:

• Star ratings (1–5)
• Review titles & full text
• Verified purchase status
• Reviewer usernames
• Submission timestamps
• Customer photos/videos (if available)
• Product metadata (name, categories, seller, etc.)

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🧾 Input Options

Field	Type	Description
product_ids	array	Walmart product review URLs or product IDs (US or CA).
limit	integer	Max number of review pages to scrape. Default: 3
sort	enum	Sort reviews by: relevancy, helpful, rating-asc, rating-desc, submission-desc, submission-asc
ratings	enum	Filter by review rating: all, 5, 4, 3, 2, 1
vp	boolean	Only show verified purchase reviews. Default: false
reg	enum	Walmart region: US or CA
lang	enum	Review language: en or fr
retry	integer	Max retry attempts. Default: 3
proxySettings	object	Use custom proxy settings. Datacenter proxies recommended for scale.

Example product inputs:

• https://www.walmart.com/ip/1379435767
• https://www.walmart.com/reviews/product/656435841
• 6000196719362 (product ID only)

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💡 Tips

• Use vp + ratings filters to extract only positive, verified reviews.
• Enable datacenter proxies to avoid rate limits on high-volume jobs.

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📦 Output

1{
2  "badges": [
3    {
4      "badgeType": "Custom",
5      "contentType": "REVIEW",
6      "id": "VerifiedPurchaser",
7      "glassBadge": {
8        "id": "VerifiedPurchaser",
9        "text": "Verified Purchase"
10      }
11    }
12  ],
13  "conditionGroupCode": null,
14  "condition": null,
15  "negativeFeedback": 0,
16  "positiveFeedback": 0,
17  "rating": 5.0,
18  "recommended": null,
19  "reviewId": "345442173",
20  "reviewSubmissionTime": "5/25/2024",
21  "reviewText": "Good tv it's big nice looks good sounds good. You only need wifi the tv has everything on the apps . I love it",
22  "reviewTitle": "Good purchase",
23  "reviewAspectStart": null,
24  "reviewAspectEnd": null,
25  "reviewSentimentStart": null,
26  "reviewSentimentEnd": null,
27  "snippetFromTitle": null,
28  "showRecommended": null,
29  "fulfilledBy": null,
30  "status": null,
31  "sellerName": "Walmart.com",
32  "clientResponses": null,
33  "userNickname": "SugaPearce",
34  "externalSource": "bazaarvoice",
35  "media": [
36    {
37      "id": "d6038ff1-700e-4a40-a86f-c6fb9df59dda",
38      "reviewId": "1886af53-0045-58af-b8cc-b7451eb54df1",
39      "mediaType": "IMAGE",
40      "normalUrl": "https://i5.walmartimages.com/dfw/6e29e393-d158/k2-_31de3255-971d-4748-8a36-f1bd9739db5e.v1.bin",
41      "thumbnailUrl": "https://i5.walmartimages.com/dfw/6e29e393-d158/k2-_31de3255-971d-4748-8a36-f1bd9739db5e.v1.bin?odnWidth=150&odnHeight=150&odnBg=ffffff",
42      "caption": null,
43      "rating": 5
44    }
45  ],
46  "photos": [],
47  "features": null,
48  "product": {
49    "name": "onn. 75” Class 4K UHD (2160P) LED Roku Smart Television (100044717)",
50    "canonicalUrl": "/ip/onn-75-Class-4K-UHD-2160P-LED-Frameless-Roku-Smart-Television-100044717/656435841",
51    "category": {
52      "path": [
53        {
54          "name": "Electronics",
55          "url": "/cp/electronics/3944"
56        },
57        {
58          "name": "TV & Home Theater",
59          "url": "/cp/tv-home-theater/1060825"
60        },
61        {
62          "name": "Smart TVs",
63          "url": "/cp/smart-tvs/1236349"
64        },
65        {
66          "name": "All Smart TVs",
67          "url": "/cp/all-smart-tvs/1229817"
68        }
69      ]
70    },
71    "sellerId": "F55CDC31AB754BB68FE0B39041159D63",
72    "sellerName": "Walmart.com",
73    "type": "Televisions"
74  }
75}

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❓ Frequently Asked Questions (FAQ)

How many reviews can I scrape per product?

You can scrape as many review pages as are available, based on the limit input. Most products allow scraping up to 25–30 pages of reviews. Use the depth or limit field to control how many pages to fetch.

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Does this scraper support both Walmart US and Canada?

Yes! You can scrape reviews from both walmart.com (US) and walmart.ca (Canada). Just set the reg input to US or CA.

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Can I filter reviews by rating or verified purchase?

Absolutely. You can:

• Use the ratings filter to collect only 5-star, 4-star, etc.
• Enable the vp (verified purchase) flag to limit results to verified buyers only.

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Is it safe to scrape Walmart reviews?

Yes — this tool only collects publicly visible data for research and analysis purposes. Just be sure to follow Walmart’s terms of use and avoid abusive scraping patterns.

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What proxy settings should I use?

We recommend using datacenter proxies for optimal speed and reliability. For large-scale scraping or frequent jobs, proxies help avoid rate limits and improve stability.

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Can I export the results to Excel or CSV?

Yes! After the run, you can download the results in JSON, CSV, or Excel format directly from the Apify platform.

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What if I get no results?

Check that:

• The product is available in the selected region (US or CA)
• You're using a reliable proxy (especially for high-volume runs)
• The product has public reviews If you still have issues, contact support or check the Apify logs for more details.

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Need More Data?

Explore our tools:

• Walmart Product Extractor
  Extract product details, prices, stock info, ratings, and more.

• Walmart Search API
  Scrape Walmart search results for market research and competitor analysis.

• Amazon Reviews Extractor
  Grab reviews from Amazon — fast, affordable, and reliable.

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Start Scraping in Seconds

Ready to gather insights from real Walmart customers?

Run this actor today and turn reviews into action.

Try it on Apify →.