Walmart
Scrape public Walmart product data and deep reviews as structured JSON
What it does
Pulls public Walmart product data — prices, ratings, sellers, variants, and reviews — from search results or direct product URLs. Returns structured results you can read in chat or in the playground output panel.
How it works
Walmart is a native connector. No Walmart account is required. AINexLayer reads public US marketplace pages (walmart.com).
- Chat — describe a product search or paste Walmart URLs. The agent runs the Walmart scraper automatically.
- API Playground — open API Playground → Walmart, pick a verb, fill in the form, and click Run.
Use in API Playground
Scrape products
- Open API Playground → Walmart → Scrape
- Add at least one input:
- Search terms — keywords, e.g.
air fryer - URLs — product (
/ip/), search, category, or browse URLs
- Search terms — keywords, e.g.
- Set Max items to 5 for a first run
- Optional: enable Include reviews sample for a free on-page review preview per product
- Click Run
Fetch reviews
- Open API Playground → Walmart → Reviews
- Add URLs (product or reviews pages) or Item IDs (Walmart
usItemIdvalues) - Set Max reviews to 50–200 depending on depth needed
- Optional: set Sort by (
most-recent,most-helpful,rating-high,rating-low) - Click Run
Useful options
| Option | What it does |
|---|---|
| Include details | Fetch full product page; false returns faster card-only results |
| Include reviews sample | Attach on-page review preview during scrape |
| Max reviews (reviews verb) | Full review history per product (up to 5000) |
| Sort by | Order reviews by date, helpfulness, or rating |
What you get back
Scrape returns product items with price, list price, rating, review count, availability, sellers, variants, and specifications. Reviews returns individual review items with rating, title, text, author, date, verified-purchase flag, helpful votes, and seller responses.
Runs are billed per product or per review returned. Error items are never charged. Prices are shown on the Walmart card in API Playground.
