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The best Walmart scrapers

Best Walmart Scrapers to Use in 2025

Walmart is one of the biggest retailers in the U.S. that operates both physically and online. The vendor offers product varieties ranging from groceries to electronics and pharmaceutical products, and is estimated to serve around 37 million customers every day. Walmart’s online store can be an excellent place to collect data for other e-commerce businesses for analyzing pricing, product variety and availability, and competitiveness. If you’re looking to scrape Walmart product listings, prices, or reviews, you’ll need a capable web scraping tool to assist you. In this article, you’ll find the best Walmart scrapers currently available on the market.

The Best Walmart Scrapers of 2025:

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1. Smartproxy affordable and performant scrapers for Walmart.

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2. Oxylabs performant scraper for Walmart with an AI assistant.

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3. Zyte API the fastest Walmart scraper with flexible pricing.

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4. ScraperAPI Walmart scraper for small-scale projects.

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5. Bright Data Walmart scrapers with robust infrastructure for enterprise.

What Is Walmart Scraping?

In simple terms, Walmart scraping refers to the automated process of collecting data from Walmart’s website. This data can include product information, prices, reviews, and other information, providing insights for individual shoppers or businesses.

Walmart’s website contains publicly available information, so it can be scraped legally if done ethically. However, always remember to respect Walmart’s terms of service and robots.txt file in order to avoid violating any policies. Also, ensure you do not scrape copyrighted material without permission.

What Data Can You Scrape from Walmart?

Walmart offers many types of data that can be used by individuals and companies alike. While people might benefit from different types of information, some common types of typically scraped Walmart data include:

  • Product prices. These are useful for price comparison, tracking market trends. Businesses can analyze Walmart’s pricing strategy to adjust their own. Individuals can compare prices among several products in the category to find the best deal.
  • Discounts and bundle deals. Tracking various offers and deals can help identify the best current price for specific items or product assortment.
  • Product descriptions and details. Information like descriptions help users find specific products or gather specifications for comparison shopping. Businesses can figure out product varieties and existing niches.
  • Customer reviews and ratings. Walmart’s online store listings have user reviews and star ratings that not only can help other customers make decisions about purchases, but can also provide companies with data to evaluate consumer behavior, or conduct product analysis.  
  • Stock availability. Competitors can easily track products in demand. Individuals can check if preferred products are available.

In addition to scraping specific Walmart product categories, you can also collect data about their services, extract seasonal data from holiday categories, scrape all current discounted items, and more.

What to Look for in a Walmart Scraper?

Choosing the right Walmart scraper is critical if you want to collect data efficiently. When choosing which tool to use, consider the following factors:

  • Dynamic content support. Walmart uses JavaScript to load some dynamic product details, so your scraper should handle JavaScript content if needed.  
  • Data parsing capabilities. Not all scrapers come with built-in parsers, so look for one that can clean and structure collected data into useful formats automatically. It will save you time on manipulating and analyzing it later.  
  • Integration options. Some providers offer scrapers that integrate as APIs, while others rely on proxy setups. While neither is better than the other, the features might differ.
  • Geolocation coverage. Walmart might display region-specific data, for example different product listings in different U.S. states. Take some time to check if your scraper supports geotargeting to access and collect the relevant information for your project.  
  • Pricing and scalability. Choose a scraper with pricing that matches your project’s scale. For smaller projects, credit-based models might be better, while larger projects could benefit from traffic-based options. Also, check the price modifiers – some providers charge extra for features like JavaScript rendering.
  • Output formats. Some scrapers offer multiple output formats to suit your preferences. Check what formats the prover offers, as some might have a few different options, while others can only send back unstructured HTML data.

The Best Walmart Scrapers for 2025

1. Smartproxy

Affordable and performant scrapers for Walmart.

Smartproxy

9.3/10 ⭐

Try 100 MB for free.

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Available tools:

eCommerce Scraping API

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Success rate:

99.98%

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Response time:

3.80 s

  • Locations: 150+ locations with country-level targeting
  • Pricing model: subscription; based on successful requests
  • Data parsing: yes
  • Free trial: 7-day free trial with 1K results & 14-day money-back guarantee
  • Pricing starts from: 
    – Core Subscription: $29 for 100K results ($0.29/1K)
    – Advanced Subscription: $30 for 15K results ($2/1K)

Smartproxy offers several good quality scraping tools, and Smartproxy’s eCommerce Scraping API is ideal for scraping Walmart.

A dedicated scraper like eCommerce Scraping API is designed to extract e-commerce data, such as pricing, listing information, reviews, and more. While Walmart wasn’t a difficult target for most tested scrapers, Smartproxy delivered the best results. It had a 99.98% success rate in opening Walmart, and it only took the tool around 3.80 seconds on average to do so. 

Smartproxy’s eCommerce Scraper API is highly customizable, and comes with many features necessary for scraping Walmart. It has great geo-location coverage, as well as typical features you’d expect in a dedicated scraper 

This API has pre-made templates for you to use, but you can also save custom templates with your preferred parameters if you’re planning to scrape Walmart regularly. Moreover, you can schedule tasks ahead of time. You can also use an API playground for live testing. However, these features are only available with the Advanced subscription.

That said, the API has limited targeting options – you can only target specific countries, so it could be difficult to access state- or city-specific products. However, the tool has a manual built-in parser, so data cleaning and structuring will be much easier.

Smartproxy’s products are quite affordable, so you can get an eCommerce Scraper API subscription for $50 which includes all of its useful features. But, if you’re budget-conscious, you can opt for a Core subscription – a cheaper version of the tool that lacks some of the key features.

For more information and performance tests, read our Smartproxy review.

2. Oxylabs

Performant scraper for Walmart with an AI assistant.

Oxylabs logo

9.3/10 ⭐

Use the code proxyway35 to get 35% off your first purchase.
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Available tools:

Web Scraper API

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Success rate:

99.88%

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Response time:

2.84 s

  • Locations: 150+ locations with country-level targeting
  • Pricing model: subscription; based on successful requests
  • Data parsing: yes
  • Free trial: 7-day free trial with 5K results
  • Pricing starts from: $49 for 24,500 results ($2/1K)

Oxylabs has been shifting their focus toward data extraction services, so the provider has a strong and highly reliable web scraping infrastructure. We tested its general-purpose Web Scraping API, and the tool showed outstanding performance – the response time was less than 3 seconds, and the success rate was well over 99%.

The API is packed with many features you’d expect from a Walmart scraper as well as a parser that you can create using XPath and CSS selectors. The scraper offers broad geo-location coverage, but you won’t be able target individual cities or coordinates. Oxylabs also allows you to schedule tasks, and it’s one of the few providers that have an integrated web crawler to fetch all necessary Walmart pages.

Oxylabs’s key feature is an AI-powered assistant OxyPilot. You can use it to auto-generate code for scraping requests and parsing instructions to reduce manual code writing. You can find and use this feature in the Scraper API Playground.

Oxylabs’s prices can appear to be slightly higher than average since it’s a premium provider. However, you can still get great deals if your needs are smaller – Oxylabs offers regular and enterprise plans for both products to suit a variety of customers, making this tool rather affordable. While there’s no pay-as-you-go option, you can test the tool with a free 7-day plan with 5,000 results.

For more information and performance tests, read our Oxylabs review.

3. Zyte

The fastest Walmart scraper with flexible pricing.

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8.8/10 ⭐

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Available tools:

Zyte API

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Success rate:

96.22%

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Response time:

2.31 s

  • Locations: 150+ locations with country-level targeting
  • Pricing model: PAYG, subscription
  • Data parsing: yes
  • Free trial: $5 platform credits for 30 days
  • Pricing: custom

Zyte is one of the most popular names in the scraping industry, and it’s not for nothing – Zyte API is highly efficient and fast when scraping targets like Walmart.

Zyte API can be integrated as an API or a proxy server, and is packed with useful features and great geo-location coverage with country-level targeting. Additionally, you can write and combine your own interaction scripts in a cloud-hosted VS Code environment. Zyte relies on AI for unblocking, crawling, and parsing data. While there’s no built-in parser, you can fine-tune your parsing logic manually by using CSS selectors, as well as an API playground to test and generate code snippets.

The performance of the scraper is outstanding – it is the fastest scraper that we tested with a response time of 2.31 seconds. While the average success rate is slightly lower – 96.22% – it’s still a fantastic result. 

What’s interesting about Zyte’s pricing is its flexibility, so the starting price can be as low as $1 for short and simple projects. However, features like JavaScript rendering or data parsing will cost you extra. Luckily, you can figure out an approximate cost of your project on the website. There’s also a free trial with $5 platform credits.

For more information and performance tests, read our Zyte review.

4. ScraperAPI

Walmart scraper for small-scale projects.

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Available tools:

general-purpose scraper API

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Success rate:

99.98%

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Response time:

5.04 s

  • Locations: US & EU (50+ countries available upon request)
  • Pricing model: subscription; credit-based
  • Data parsing: yes
  • Free trial: 7-day free trial with 5K credits
  • Pricing: starts from $49 a month (100K API credits)

ScraperAPI offers a general-purpose web scraper that excels in scraping Walmart. The scraper supports four integration methods: as a proxy server, through an SDK, via open connection, or asynchronous integration. 

Performance-wise, it did exceptionally well – the average success rate was nearly 100%, and the response time was just over 5 seconds. The API also has Walmart search, product, category, and review scrapers available that will deliver structured data via Webhook or text file in JSON or CSV for you.

On the downside, ScraperAPI isn’t a proxy provider, so the geo-location coverage is limited, though you can request extra countries if necessary. Sadly, country-level targeting is only available with the most expensive plan.

ScraperAPI is affordable, so you can get a lot of API credits even with the cheapest plan. However, be wary of price modifiers – more requests to targets that ScraperAPI defines as complex will increase the number of credits used. Other than that, it’s a good choice for smaller-scale projects.

5. Bright Data

Walmart scrapers with robust infrastructure for enterprise.

Bright Data logo

9.3/10 ⭐

Add up to $500 to your account and get double the amount. 

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Available tools:

Web Unlocker, web scraping API with dedicated endpoints for Walmart, datasets

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Success rate:

99.98%

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Response time:

5.20s

  • Locations: 150+ locations with city & ASN-level targeting
  • Pricing model: PAYG, subscription; based on successful requests
  • Data parsing: yes (for specialized scraper API)
  • Free trial: 7-day free trial for companies
  • Pricing starts from: 
    – Web Unlocker: $3 for 1K results
    – Specialized web scraper API: $1 for 1K results
    – Datasets: $500 for 200K records ($2.5/1K)

Bright Data offers multiple methods to collect Walmart’s data. You can choose from a general-purpose Web Unlocker, a web scraping API with a dedicated endpoint for Walmart, or a dataset.

Bright Data has one of the stronger scraping infrastructures. The proxy-based Web Unlocker showed an almost 100% success rate, and a response time of 5.20 seconds, and that’s not all it has to offer. This tool is one of the few proxy-based APIs that offers up to ASN-level targeting.

The provider also has a large Web Scraper API library where you can find a scraper API with a specialized endpoint to scrape Walmart’s product selection. We didn’t have the chance to test it, but it’s packed with versatile features. The tool can deliver parsed results via Webhook or an API to your preferred external storage in JSON or CSV.

If you’re looking for a no-scrape option, Bright Data is one of the few providers that offer pre-collected datasets. You can get fresh Walmart data in your preferred format: CSV, JSON, XLSX, ndJSON, and have it delivered via Google Cloud, PubSub, Azure, or other methods. 

As a provider serving enterprise customers, Bright Data’s pricing tends to be slightly higher. You can get started for as low as $1, but getting a Web Unlocker, Web Scraper API, or a Walmart dataset subscription will cost you at least $499 per month. 

For more information and performance tests, read our Bright Data review.

6. Rayobyte

Walmart scrapers with robust infrastructure for enterprise.

rayobyte logo

8.6/10 ⭐

Use the code proxyway to get 5% off.
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Available tools:

Web Scraping API (Scraping Robot)

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Success rate:

97.32%

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Response time:

9.68 s

  • Locations: 150+ locations with country-level targeting
  • Pricing model: PAYG; credit-based
  • Data parsing: yes
  • Free trial: free trial with 5K scrapes available
  • Pricing: starts from $1.8 for 1K results

Rayobyte is a great choice for individuals and small businesses looking for an affordable but capable Walmart scraper.

Don’t let the low price fool you – Scraping Robot is packed with great features necessary for scraping Walmart. There’s also a built-in parser which will allow you to get your structured results in JSON, CSV or an Excel file. The provider also has a list of useful features planned for the future – ability to send POST requests, option to make screenshots, Webhook callbacks, and more.

Rayobyte’s scraper also performed well in our tests – it achieved an average success rate of 97.32% when opening Walmart. However, it was significantly slower compared to the competition.

Since Rayobyte focuses on smaller clients, the prices are very appealing – you can scrape Walmart for as low as $1.8 for 1000 results. Interestingly, the provider doesn’t offer subscriptions for Scraping Robot, so you’ll pay as you go with the credits you added to your account. 

For more information and performance tests, read our Rayobyte review.

7. Nimbleway

AI-powered scraper for Walmart.

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Available tools:

Web API

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Success rate:

99.98%

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Response time:

11.12 s

  • Locations: 150+ locations with country, state, and city-level targeting
  • Pricing model: PAYG, subscription; credit-based
  • Data parsing: yes
  • Free trial: available
  • Pricing: starts from $3 per 1K results

Nimbleway is one of the providers that use AI to improve their product service. The provider offers a general-purpose API with AI features for scraping Walmart – Web API. 

Nimbleway is among the few providers offering state- and city-level targeting, which can be useful for scraping Walmart as it can give you easier access to region-specific items. It’s also easy to scale up your project – the provider supports batch processing which allows scraping up to 1000 URLs at the same time.

In our tests, Nimbleway’s Web API achieved a nearly perfect average success rate – 99.98%. However, it’s clear that the provider prioritizes success over speed, since the tool’s response time was over 11 seconds. Nevertheless, it does an excellent job scraping Walmart at large.

The provider’s entry price is steeper compared to the average since Nimbleway focuses on enterprise clients, but there are multiple ways to pay for the service – pay-as-you-go or a subscription. However, smaller subscription tiers don’t include custom JavaScript and header control, and unlimited concurrent requests are only available with the two most expensive plans.

For more information and performance tests, read our Nimbleway review.

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Isabel Rivera
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