Walmart Reviews API

POST

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Read customer reviews of one Walmart product, up to 300 per call, with rating, date, helpful and unhelpful votes and a verified-purchase flag. A missing verified-purchase mark does not prove there was no purchase, and product_review_count is the product's overall total, not the size of this batch.

Price $1.39 per 1,000 requests ($0.001389 per call). Failed calls and empty results are not charged. Synchronous. For slow jobs add "mode": "async" to the body, take the job_id and poll.

AI prompt

Paste this into your AI assistant. It already holds this endpoint's parameters, response fields and an example request, so the assistant can ask what you need and then write the scraper.

Please help me write a data collection script with the EveryInfra Walmart Reviews endpoint (walmart/reviews).

Endpoint contract:
- Request: POST https://api.everyinfra.com/api/v1/social with the header Authorization: Bearer <API key>. Read the key from the EVERYINFRA_API_KEY environment variable and never hard-code it.
- In the request body, set platform to walmart and action to reviews, and put the parameters inside params.
- Required parameters:
  - url: Specifies the full walmart.com/ip/ product URL for the profile, reviews, and product_detail actions.
- Optional parameters:
  - limit: The most rows to return in this call, an integer from 1 to 300. The default applies when you leave it out, and a call can return fewer rows. Larger values return 422 before any charge. (default: 40)
- Returns a list of records. Main fields of each record: review_id, title, text, rating, rating_scale, posted_at, author_name, helpful_count, negative_count, is_recommended, is_verified_purchase, product_id; 17 fields in total, full list at https://api.everyinfra.com/api/v1/social/catalog?platform=walmart.
- Example request body:
{
  "platform": "walmart",
  "action": "reviews",
  "params": {
    "url": "https://www.walmart.com/ip/Apple-AirPods-Pro-2nd-Generation/1752657021"
  }
}
- Price: $1.39 per 1,000 requests; failed and empty results are not charged.
- For dozens or hundreds of targets, add "mode": "async" to the body: you get a job_id at once and poll GET https://api.everyinfra.com/api/v1/jobs/{job_id} for the result.
- On 422, fix the request using the suggested parameter names and allowed values in the error; on 429 or 503, wait for Retry-After and try again.

Before writing code, ask me which targets I need, how many, which fields, and what output format I want; then confirm the plan and the rough cost with me.

Request parameters

NameInTypeRequiredDefaultDescription
AuthorizationheaderstringYes-Bearer followed by your API key. Create it in the console; never put it in a URL or a code repository.
platformbodystringYeswalmartPlatform identifier, fixed value.
actionbodystringYesreviewsCapability identifier, fixed value.
urlbody.paramsNot declaredYes-Specifies the full walmart.com/ip/ product URL for the profile, reviews, and product_detail actions. Note that profile and product_detail return product metadata rather than user account profiles, while reviews retrieves customer reviews for that product.
limitbody.paramsinteger (1–300)No40The most rows to return in this call, an integer from 1 to 300. The default applies when you leave it out, and a call can return fewer rows. Larger values return 422 before any charge.

Code samples

bash
curl -X POST 'https://api.everyinfra.com/api/v1/social' \
  -H "Authorization: Bearer $EVERYINFRA_API_KEY" \
  -H 'Content-Type: application/json' \
  --data-raw '{
  "platform": "walmart",
  "action": "reviews",
  "params": {
    "url": "https://www.walmart.com/ip/Apple-AirPods-Pro-2nd-Generation/1752657021"
  }
}'

[OpenAPI definition (JSON)]Samples read the key from the EVERYINFRA_API_KEY environment variable; copied code never contains your key.

Response example

Real response

Captured September 26, 2026 at 08:56 (UTC) by calling this API with the parameters in the code sample above. results and count are that call's real response with personal information (names, handles, avatars, profile links, contact details) removed; the list keeps the first 2. id, billing and quota differ on every call, so only their shape is shown.

json
{
  "id": "req_…",
  "platform": "walmart",
  "action": "reviews",
  "results": [
    {
      "review_id": "(已隐去)",
      "title": "Great Airpods",
      "text": "i love these airpods, amazing noise cancellation and bass for music. There’s a XS earbud tip and they fit better in my smaller ears. but they’re kinda identical to the 1st generation, so unless you want to have slightly better, slightly fancier airpods then these are your go to. …",
      "rating": 5,
      "posted_at": "2023-01-24",
      "helpful_count": 3,
      "negative_count": 0,
      "is_recommended": false,
      "is_verified_purchase": true,
      "product_id": "1752657021",
      "product_name": "Apple AirPods Pro 2 White In Ear Headphones MQD83AM/A",
      "product_rating": 4.6,
      "product_review_count": 11634,
      "platform": "walmart",
      "rating_scale": 5
    },
    {
      "review_id": "(已隐去)",
      "title": "Best gift I've ever bought myself",
      "text": "Every other set of headphones I've tried hurt within an hour. I can wear these all day. I have inner ear issues, and using these while playing music or even just background noise helps so much. They also motivate me to clean and do other tasks around the house more often because …",
      "rating": 5,
      "posted_at": "2023-07-30",
      "helpful_count": 3,
      "negative_count": 0,
      "is_recommended": true,
      "is_verified_purchase": true,
      "product_id": "1752657021",
      "product_name": "Apple AirPods Pro 2 White In Ear Headphones MQD83AM/A",
      "product_rating": 4.6,
      "product_review_count": 11634,
      "platform": "walmart",
      "rating_scale": 5
    }
  ],
  "count": 40,
  "billing": {
    "charged": …,
    "charged_usd": …,
    "balance_after_usd": …,
    …
  },
  "quota": { … }
}

Response fields

Business data is in results. The table lists the fields a record can contain; values the platform does not show are never made up.

FieldMeaning
review_idKeeps the platform's own meaning
titleTitle. null when the platform has no titles (for example text-only posts).
textBody text with HTML removed, returned in full and never cut short (on a few platforms the list results themselves carry only an excerpt; the platform's field notes say so).
ratingRating. The scale varies by platform: rating_scale on the same row gives the maximum (usually 5; Booking, Douban, iQIYI and NAVER use 10). Convert with rating_scale before comparing across platforms, or the comparison can come out backwards.
rating_scaleMaximum of rating in the same row: 5 for five-star scales, 10 for ten-point scales. Present only when the row has a rating.
posted_atPublish time in ISO 8601, UTC (for example 2026-08-07T12:34:56+00:00). Non-standard strings from the platform are passed through as is, so parse defensively. null means the platform does not disclose it.
author_nameAuthor's display name.
helpful_countKeeps the platform's own meaning
negative_countKeeps the platform's own meaning
is_recommendedKeeps the platform's own meaning
is_verified_purchaseKeeps the platform's own meaning
product_idKeeps the platform's own meaning
product_nameKeeps the platform's own meaning
seller_nameKeeps the platform's own meaning
product_ratingKeeps the platform's own meaning
product_review_countKeeps the platform's own meaning
platformSource platform identifier, the same as platform in the request (for example xiaohongshu, tiktok).
imagesArray of image links in the platform's display order; absent when there are no images.

Errors and billing

401
Missing or invalid key. Authentication runs before parameter checks, so unauthenticated requests never see the parameter schema.
422
Wrong parameter name or value. The error lists the parameters and allowed values this capability accepts and the closest match; it happens before any charge.
402
Insufficient balance. Top up first.
429
The account's per-minute request limit was reached (all of its API keys count together; a key's own lower limit applies first). Wait for Retry-After and try again; a rate package in the console raises the limit.
503
Could not complete right now. Any charge for the call goes back to your balance automatically, and the billing receipt in the response states the actual outcome, including when it is not yet known. Do not resend blindly.
200 empty
The request completed without data and is not charged (billing.reason = empty_result_refunded).

Official references

Used only to check objects and terms. They do not imply authorization or endorsement of EveryInfra by the platform.

  • Walmart: Item IDs, SKUs, and Product Links ↗

    Walmart field definitions distinguish between Item ID, seller SKU, and UPC; the Item ID can be found at the end of a product page URL. This explanation covers identifiers only and does not indicate that this endpoint can download seller portal reports.

    Checked 2026-09-04