nvNeuralVerge
E-commerce & Marketplaces

Walmart Product Reviews API — Customer Reviews by Item

Send a Walmart item ID or product URL and this source returns the product's customer reviews as data, one record per review.

Example response
{
  "session_id": "11111111-1111-1111-1111-111111111111",
  "kind": "walmart_product_reviews",
  "product": "10774352381",
  "max_items": 2,
  "start_page": 1,
  "partial": false,
  "human": "# Walmart product reviews\n\n- **Product:** 10774352381\n- **Starting page:** 1\n- **Max items:** 2\n- **Records returned:** 2\n- **Total reviews available:** 247\n- **Response size:** 295.7 KB",
  "machine": {
    "total_items": 2,
    "total_available": 247,
    "reviews": [
      {
        "id": "414700707",
        "rating": 5,
        "text": "Short answer:  JUST BUY IT!\n\nI have my windows laptop and my iPad next to each other and connected to this mouse via Bluetooth 1-laptop and Bluetooth 2-iPad and I'm able to control both (one at a time) with only one click on the left side of this mouse. And I still have the option to connect one more device with the little usb thingy. I love this side button feature, other mouses have this feature",
        "title": "switch button on the left side baby",
        "author": "Victor",
        "created_at": "1/29/2026",
        "is_verified": true,
        "is_recommended": null,
        "helpful_count": 0,
        "unhelpful_count": 0,
        "images": [],
        "features": [],
        "client_responses": [
          {
            "date": null,
            "department": "Logitech",
            "logoImage": "https://s3.amazonaws.com/stratos-logos/logos/Logitech.png",
            "name": null,
            "response": "\nWe’re thrilled to know you’re satisfied with your Logitech product. Your input helps us shape better experiences for everyone. Thanks for your continued support!\n    "
          }
        ]
      },
      {
        "id": "402606035",
        "rating": 5,
        "text": "I love this mouse. As good as the $75  Logitech's. Only thing I didn't like is it was not the Logitech Bolt that could have connected with the dongle on my keyboard or bluetooth. But it is not a deal breaker and definitely doesn't take away from the mouse at all. It is quick, precise and you can control every aspect of this mouse. click speed, pointer speed, buttons, it has a handy button to show ",
        "title": "Outstanding Product for the Price",
        "author": "Chris",
        "created_at": "10/28/2025",
        "is_verified": true,
        "is_recommended": null,
        "helpful_count": 0,
        "unhelpful_count": 0,
        "images": [],
        "features": [],
        "client_responses": [
          {
            "date": null,
            "department": "Logitech",
            "logoImage": "https://s3.amazonaws.com/stratos-logos/logos/Logitech.png",
            "name": null,
            "response": "\nThank you for sharing your positive experience and detailed feedback about the Logitech Precision Pro Wireless Mouse! We appreciate you taking the time to highlight its strengths and provide constructive input.\n    "
          }
        ]
      }
    ],
    "response_bytes": 302807
  },
  "total_points": 2
}
You send
A Walmart item ID or product URL
You get back
Individual customer reviews with rating, title, text and author
Coverage
Walmart products with a public reviews section.
Price
1 point per returned result, up to 250 per request — $1 per 1,000
Billed per review actually returned, capped by max_items. A product with no reviews costs nothing.
Comparison

Ways to get this data

Three approaches teams use today, and where each one runs into trouble.

ApproachWhat it takesCostTrade-off
Reading reviews by handOpen the listing, sort, scroll, copyFree, and slowFine for one product, useless across a catalog
Building a scraperWrite it, host it, and repair it when Walmart changes the review widgetEngineering timeA maintenance commitment for something that isn't your product
NeuralVergeOne request per product$1 per 1,000, misses not billedReturns what's published — reviews are self-selected, not a representative sample
Response

What you get back

Every field in the response shown above.

FieldTypeDescription
total_itemsnumberHow many reviews were returned in this batch (capped by max_items).
total_availablenumberTotal reviews available for the product, beyond just this batch.
idstringWalmart's internal review ID.
ratingnumberStar rating the reviewer gave.
textstringReview body text.
titlestringReview headline.
authorstringReviewer's displayed name.
created_atstringDate the review was posted.
is_verifiedbooleanWhether Walmart marked this a verified purchase.
is_recommendedbooleanWhether the reviewer marked the product as recommended, when published.
helpful_countnumberNumber of "helpful" votes.
unhelpful_countnumberNumber of "not helpful" votes.
imagesarrayReviewer-submitted photo URLs, when present.
featuresarrayProduct feature tags the reviewer called out, when present.
client_responsesarraySeller or brand replies to the review, when present.
Integration

How to run it

The same lookup works from the app, the API, or as a tool an agent can call mid-task.

product accepts either a Walmart item ID or a product URL. max_items caps the review count and what you're billed for (up to 250, defaults to 10).

curl -X POST https://api.neuralverge.ai/functions/v1/run-walmart-product-reviews \
  -H "Authorization: Bearer YOUR_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{ "product": "10774352381", "max_items": 10 }'
Use cases

What teams use it for

Where this field shows up in an actual workflow.

Quality monitoring

Watch review volume and rating for a product you sell or compete with.

Voice-of-customer research

Mine the exact language buyers use about a product's problems and strengths.

Pre-purchase due diligence

Check recent reviews on a product before sourcing it or recommending it.

Competitive comparison

Compare review themes across similar listings in the same category.

Coverage & limits

Coverage, freshness and limits

What this source covers, how fresh it is, and where it stops.

Coverage

Walmart products with a public reviews section.

Freshness

Read at request time.

Handling

This source returns publicly visible review content, stamped with the item ID or URL it was read from and a session id you can trace.

What it will not do
  • —Reviews are self-selected and skew towards strong opinions in both directions.
  • —New or low-volume listings return few or no reviews.
  • —Review order and visibility follow Walmart's own display logic, not a neutral sample.
FAQ

Questions, answered

Yes — product accepts either a Walmart item ID or a full product URL.

Related

Related sources

Try walmart product reviews on your own data

One request format across every source in the catalog.

Get started