How to scrape Walmart reviews
Start with the thing nobody tells you: Walmart's developer platforms are built for people who sell on the marketplace or earn affiliate commissions, not for anyone trying to read customer reviews at scale. The APIs return catalog data, orders, and item feeds, not the review text you actually want. So the review language lives on the public product page, and every route to it comes down to reading that page one way or another.
That is worth the effort here, because Walmart's shopper skews value-conscious. Its reviews carry price-justification language that Amazon reviews often skip, the exact phrasing of someone deciding whether a cheaper option is a smart buy or a false economy. Here is how each collection route holds up, and the fastest path from a product URL to that language.
★ 4.5 on the Chrome Web Store · no card needed
Manual collection: fine for a gut check, not a category sweep
Open the product, scroll to the reviews, sort by most recent or by rating, and copy what you need. For a quick read on one competitor this works. It falls apart the moment you want the full picture: reviews load in small batches, the value-justification language you are hunting for is scattered across hundreds of entries, and you end up reading the same handful of top reviews everyone else already saw.
The pattern you want, the recurring worry that cheap means it breaks, or the specific praise that makes a price feel justified, only shows up once you have read enough of them. That is exactly the volume manual copying can't reach.
The API route and why it misses reviews
Walmart offers real developer access, but for a different job. The Marketplace and Partner APIs serve sellers managing listings, inventory, and orders. The affiliate and content programs serve publishers pulling product data and links. None of them are a review-research endpoint, and Walmart gates the seller-facing ones behind an approved marketplace account you would have no reason to hold for ad research.
So the API most people assume exists, the one that hands back review text for any product, is not on the menu. Any tool that gives you actual Walmart review content is reading the public page, not calling a private feed.
The paste-a-URL route
Adlicio takes a public Walmart product URL and reads the reviews through your own browser session, the same content any shopper sees, no API key or marketplace credentials. It finishes in about 60 seconds per product.
Then it goes past collection: the reviews come back clustered into ranked angles, the recurring value objections, durability doubts, and price-justification praise, each backed by the verbatim quotes behind it. The value buyer's exact language is the part you were reading hundreds of reviews to find, surfaced for you.
The 60-second version
- 01Pick the products your value buyer compares
Your own listing, the category best-seller, and the cheaper competitor shoppers weigh you against. Their reviews hold the price-versus-quality debate you want to win.
- 02Paste each product URL into Adlicio
The scrape reads the public review pages through your browser session and finishes in about 60 seconds per product.
- 03Mine the angles, keep the quotes
Work from the ranked clusters: the durability worry becomes your objection to disarm, the value-justification line becomes your proof line.
Questions people also ask
Can I scrape Walmart reviews without an API?+
Yes. Adlicio reads public reviews through your own browser session, so there is no developer application and no marketplace account. It captures what any shopper on the product page can see.
How are Walmart reviews different from Amazon reviews for ad research?+
Walmart's audience skews more value-conscious, so its reviews carry price-justification language, the reasons a cheaper option felt like a smart buy or a waste, that Amazon's broader mix often leaves out. If you sell to mainstream, price-sensitive households, that language reflects your buyer more closely.
Which reviews should I collect for the best angles?+
All star ratings. Five-star reviews carry the value-justification language, one and two-star reviews carry the durability and cheap-feeling objections, and the three-star reviews often hold the most honest price-versus-quality comparisons.
Can I export Walmart reviews to a spreadsheet?+
Yes. Every scrape lands in your history with a CSV export, so you can filter the raw reviews alongside the ranked angles.
More guides
Walmart scraperAll scrapersSee pricing
Run this play on your own Walmart page.
Paste one public URL. Adlicio returns the angle, hook, and proof to test next.