Walmart Product Review is used to fetch product review data from Walmart.

• Fetch review pages by product id
• Support page-based review pagination
• Return rating distribution, highlighted reviews, and review lists
• Suitable for review monitoring and custom feedback analysis

Use XCrawl to Fetch Walmart Product Reviews

Usage

curl -s -X POST 'https://run.xcrawl.com/v1/data' \
  -H 'Authorization: Bearer $XCRAWL_API_KEY' \
  -H 'Content-Type: application/json' \
  -d '{
    "engine": "walmart_product_review",
    "location": "US",
    "product_id_list": ["54889434"],
    "start_page": 1,
    "pages": 1
  }'

Request parameter notes:

• engine must be walmart_product_review
• location specifies the target region
• product_id_list accepts one or more product ids
• start_page specifies the start page
• pages specifies how many pages to fetch

Response Example

{
  "result": [
    {
      "product_name": "Cameron's Coffee ...",
      "overall_rating": 4.6,
      "total_count": 71,
      "reviews": [
        {
          "title": "mom loves it",
          "rating": 5,
          "user_nickname": "DTruth"
        }
      ]
    }
  ]
}

Parameters

Required Parameters

Parameter	Type	Description
location	string	Specifies the target region.
product_id_list	array	Accepts one or more Walmart product ids.
start_page	number	Start page number.
pages	number	Number of pages to fetch.

Parameter Notes

• location defaults to US
• start_page defaults to 1
• pages defaults to 1

Response Fields

Response data is returned under result[].

Field	Type	Description
product_name	string	Product name.
product_url	string	Product page URL.
thumbnail_url	string	Product thumbnail URL.
overall_rating	number	Overall rating.
total_count	number	Total review count.
page	number	Current page number.
total_page	number	Total page count.
ratings	array	Rating distribution.
top_positive_negative	array	Highlighted positive and negative reviews.
reviews	array	Review list.
frequent_mentions	array	Frequently mentioned keywords.

Review Fields

Each item in reviews[] includes:

Field	Type	Description
position	number	Position in the returned list.
title	string	Review title.
text	string	Review body text.
rating	number	Review rating.
review_submission_time	string	Review submission time.
user_nickname	string	Reviewer nickname.

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