How to scrape data from Walmart

Go beyond the official Walmart API and use web scraping to extract product info, prices, images, and more from Walmart.


While Walmart does have a developer portal and the Walmart API can be efficient in some use cases, sometimes it will be more effective to rely on web scraping to extract product information at scale. That's where Walmart Scraper comes in.


Walmart Scraper · Apify
Scrape millions of product data from Walmart. Crawl and extract descriptions, images, brand details, prices, variations and all other product details. You can specify search terms, filters, categories, list pages and much more.


The Walmart data scraper supports the following features:

  • Scrape product details: You can scrape attributes like images, seller information, photos, brands, variants, ID of the product, and many more.
  • Scrape search results: You can scrape for a specific search result by keyword.
  • Scrape and filter any categories: You can provide any category with any kind of filter that you want.
  • Scrape a parent category and get all the items in its subcategory: You can provide any parent category and let the actor scrape its subcategories
  • Define maximum number of pages that needs to be scraped: If you only want to scrape the first 3 pages, there is an option for that.

Upcoming Changes

  • Fetching product reviews
  • Change shipping address
  • Fetch Questions and Answers
  • Performance upgrades

Setup & usage

Start URLs

Using Walmart Scraper with Start URLs

You can check the output of this video here.

Using Walmart Scraper with Search mode

You can check the output of this video here.

During the run, the actor will output messages letting you know what is going on. Each message always contains a short label specifying which page from the provided list is currently specified.

When items are loaded from the page, you should see a message about this event with a loaded item count and total item count for each page.

If you provide incorrect input to the actor, it will immediately stop with a failure state and output an explanation of what is wrong.


Don’t worry if you get slightly different products than you saw in browser page: Walmart orders its products differently for each user.

Final words

Like all my other actors there are lots of new features on the roadmap and I am always open to new ideas. Please don’t hesitate to contact me if you have any feedback, feature requests, or totally new ideas that might be interesting to implement.

P.S. You should always use a proxy to get the best results.

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