Walmart Reviews Scraper

Walmart Reviews Scraper

Fast Apify Actor that scrapes product reviews from Walmart Canada and US.

🚀 Why Use This Scraper?

Understanding customer reviews is essential for making informed business decisions. This scraper helps you:

✅ Analyze Customer Sentiment – See what buyers love (or hate) about products.
📊 Monitor Review Trends – Identify patterns in feedback to improve products.
🔍 Extract Valuable Keywords – Use real customer words for SEO & marketing.
💡 Compare Competitors – See how your products stack up against the competition.
🛠️ Improve Product Features – Pinpoint specific areas for refinement.

🔥 How It Works

Just provide Walmart product URLs or IDs, and the scraper will fetch detailed review data, including:

• Star ratings & review text
• Reviewer details & verified purchase status
• Review timestamps
• Media (photos/videos from customers)

Actor Input

• Start IDs/URLs (array, optional):
  Provide Walmart URLs or IDs. Examples:

  • https://www.walmart.ca/en/ip/Samsung-Galaxy-Watch6-Classic-GPS-Brand-New-47mm-Smartwatch-with-Heart-Rate-Monitor/6FQWL1GUQ4CP
  • https://www.walmart.com/ip/6-Boxes-of-24-Packets-Sunny-Royal-Supari-Sweet-Betel-Nuts/1379435767
  • https://www.walmart.com/reviews/product/656435841
  • 6000196719362

• Depth (integer, optional): Set max number of review pages to crawl, default to 1 page.

• Region (string, optional):
  Choose the Walmart region you want to scrape from:

  • 🇺🇸 US: United States
  • 🇨🇦 CA: Canada

• Language (string, optional):
  Select your preferred language:

  • 🇬🇧 en: English
  • 🇫🇷 fr: French

• Proxy Settings (object, optional):
  Default is set to no proxy. It's recommended to use DATACENTER proxies for long scraping sessions!

• Retry Attempts (integer, optional):
  Set the maximum number of retries for failed scrapes. Default: 3

Is It Legal to Scrape Walmart?

Generally, scraping publicly available data like product descriptions, prices, and reviews is legal. However, always ensure you’re in compliance with Walmart’s terms of service.

How Many Results Can Be Scraped?

The number of results depends on:

• Product availability: Items may not be available in the selected region.
• Proxies: Reliable proxies ensure uninterrupted scraping.

Example Output

Here’s a sample of the data structure you can expect:

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}

Other Useful Scrapers

Looking for more data extraction tools? Check out these powerful scrapers:

• Amazon Reviews Extractor – Get up to 500 review per product with our fast, cusmized and affordable scraper.

• Walmart Product Extractor – Quickly scrape Walmart product details, including prices, reviews, SKUs, stock levels, and more!.

• Walmart Search Scraper – Need fast product research? Extract product listings directly from Walmart search results with custom filters.

🚀 Choose the right tool for your needs and start scraping now!