Walmart
Scraping Teardown
Find out everything you need to know to reliably scrape Walmart,
including scraping guides, Github Repos, proxy performance and more.
Walmart Web Scraping Overview
Walmart implements multiple layers of protection to prevent automated data extraction. This section provides an overview of its anti-bot systems and common challenges faced when scraping, along with insights into how these protections work and potential strategies to navigate them.
Scraping Summary
Walmart is a global multichannel retailer with a comprehensive product catalog ranging from groceries to electronics. Hence, it's a popular choice among web scrapers for extracting product data, shopper reviews, and price information. Walmart incorporates certain anti-scraping mechanisms such as irregular page structure changes and CAPTCHA challenges to combat non-human traffic.
Preliminary research reveals that Walmart employs dynamic CSS classes that add a layer of complexity in targeting web elements, making it moderately difficult for scraping via parsing. To effectively scrape Walmart, it would need an understanding of javascript and automation tools such as Selenium or Puppeteer to handle the dynamic contents. From an access perspective, data is openly accessible and doesn't seem to require specific proxies, though rotating IPs can reduce the chances of getting blocked.
Best Walmart Proxies
Proxy statistics and optimal proxy providers for scraping Walmart. Learn which proxy types work best, their success rates, and how to minimize bans with the right provider.
Proxy API Providers
Compare the top proxy providers for scraping Walmart. See which providers offer the best performance, success rates, and value for your web scraping needs.
ScrapeOps Proxy API Aggregator
Use over 20+ web scraping proxy API providers from a single proxy port. The ScrapeOps Proxy API Aggregator automatically selects the best-performing and most cost-effective provider for each request, continuously monitors performance, and switches providers if one gets blocked. Never worry about CAPTCHAs or bans again—we handle it all automatically.
Compare multiple proxy providers side-by-side using the last 7 days of Walmart proxy performance data gathered with the ScrapeOps Proxy API Aggregator.
| Proxy Provider | Enabled Functionality | Cost/ Performance Score | Success Rate | Avg. Success Latency | API Credits | CPM | Provider Plan |
|---|---|---|---|---|---|---|---|
| ScrapeOps | Access all providers above through the ScrapeOps Proxy API Aggregator. We automatically match you to the best provider for each request. Learn more → | ||||||
| Scrapingant | - | 44.9 | 68% | 22.8s | 1 credit | $190 | Enthusiast ($19/month) |
| ScrapingBee | - | 16.6 | 23% | 8.1s | 1 credit | $327 | Freelance ($49/month) |
| Scrapingdog | - | 9.7 | 20% | 7.1s | 6 credits | $540 | Standard ($90/month) |
| Scrape.Do | JS Rendering | 9.4 | 70% | 18.3s | 5 credits | $990 | Pro ($99/month) |
| Zenscrape | Residential | 5.6 | 98% | 10.2s | 20 credits | $1,660 | Large ($249/month) |
| ZenRows | ResidentialJS Rendering | 2.7 | 43% | 12.0s | 25 credits | $2,500 | Business ($299/month) |
| Scrapingfish | - | 0.8 | 100% | 8.4s | 36 credits | $72,000 | - |
Residential Proxy Providers
Compare the top residential and mobile proxy providers for scraping Walmart. See which providers offer the best performance, success rates, and value for your web scraping needs.
ScrapeOps Residential Proxy Aggregator
Use over 20+ residential & mobile proxy providers from a single proxy port. The ScrapeOps Residential Proxy Aggregator automatically selects the best-performing and most cost-effective provider for each request, continuously monitors performance, and switches providers if one gets blocked. Never worry about CAPTCHAs or bans again—we handle it all automatically.
Residential Proxy Performance Comparisons
We're working on bringing you comprehensive residential and mobile proxy provider comparisons. Check back soon for detailed statistics, performance metrics, side-by-side comparisons, and recommendations to help you choose the best residential proxy provider for scraping Walmart.
Walmart Anti-Bots
Anti-scraping systems used by Walmart to prevent web scraping. These systems can make it harder and more expensive to scrape the website but can be bypassed with the right tools and strategies.
Cloudflare
Cloudflare provides CDN, cloud cybersecurity, and DDoS mitigation services. Bypassing Cloudflare's protections depends heavily on the which Cloudflare services the website has enabled and the settings they have them set to.
Akamai
Akamai Bot Manager is a bot detection and blocking system that is able to detect bad bots whilst leaving good bots through. Akamai Bot manager can be bypassed using a number of bypassing techniques.
PerimeterX
PerimeterX (now part of Human) is a anti-bot solution designed to detect and stop sophisticated bot attacks, fraud, and account abuse. Whislt it is sophisticated, PerimeterX can be reliably bypassed with the right bypassing techniques.
Walmart Data
Explore the key data types available for scraping and alternative methods such as public APIs, to streamline your web data extraction process.
Data Types
No data types found
Public APIs
API Description
Walmart, one of the leading multinational retail corporations, provides a public API primarily designed to serve affiliate partners. The API includes services such as product search, product lookup, and taxonomy, making it ideal for developers looking for specific product information including images, sales price, and customer ratings.However, this API is not exhaustive and does not offer access to all the data available on Walmart's website like transaction data or user activity data. Hence, to extract such information, web scraping is often employed as a complementary approach.
Access Requirements
To access the Walmart API, developers need to sign up for an affiliate account. However, not all requests may be granted access especially if they do not meet Walmart's specific affiliate prerequisites.
API Data Available
Why People Use Web Scraping?
Although Walmart provides a public API for developers, it covers primarily product-related data for affiliate partners. Unfortunately, it's not as comprehensive and does not offer access to several probable data types that developers might be interested in, such as transaction data, user-specific data, and user behavior data among others.This limitation causes developers to resort to web scraping — a technique used to extract data directly from websites — to access a broader range of information from Walmart's website. Web scraping therefore complements the use of the public API by providing a way to extract additional data that isn't otherwise accessible through the API.
Walmart Web Scraping Legality
Understand the legal considerations before scraping Walmart. Review the website's robots.txt file, terms & conditions, and any past lawsuits to assess the risks. Ensure compliance with applicable laws and minimize the chances of legal action.
Legality Review
Walmart's robots.txt file strongly discourages automated access to its key website sections such as search, browse and reviews, and its Terms of Service straightforwardly prohibit any form of data extraction through bots without express written consent. These documents clearly establish Walmart's position, though their restrictions alone aren't absolute legal barriers to web scraping of its publicly accessible pages, a practice considered generally permissible in numerous jurisdictions provided no access controls are sidestepped.
The real potential for legal risk emerges mainly not from the scraping of public content, but rather from activities like scraping areas behind logins, gathering personal data, and circumventing access controls. This could include breaching login walls or circumventing technical limitations such as CAPTCHAs or rate limits, particularly on sites like Walmart where users have explicitly agreed to the rules by creating an account or consenting to Terms of Service. Therefore, developers enacting web scraping need to carefully consider factors like respectful crawling, evading blocked areas, and appropriately managing any personal or copyrighted data.
Walmart Robots.txt
Does Walmart robot.txt permit web scraping?
Summary
The robots.txt file for Walmart constitutes a broad set of restrictions with respect to automated access. Rules like Disallow: /browse, Disallow: /reviews, and Disallow: /search are prominent and collectively plays a key role in thwarting the standard attempts of automated crawlers trying to access the prime sections of the website. These prohibitions are applicable across all user agents, without exceptions for the standard ones.
On the contrary, there are no explicit allowances or permissive rules like Allow: /example, nor there are references to sitemap locations, which deems the automation or systematic crawling virtually impossible. The implications of such configurational design of the robots.txt seems to be highly restrictive, deterring any automated interaction with the site. In conclusion, the robots.txt file of Walmart signals a rigid stance against automated scraping, only allowing a handful of known and accepted bots.
Walmart Terms & Conditions
Does Walmart Terms & Conditions permit web scraping?
Summary
The terms of service for Walmart explicitly prohibit automated access and data extraction. The terms state:
“Use any robot, spider, site search/retrieval application or other manual or automatic device to retrieve, index, ‘scrape,’ ‘data mine’ or otherwise gather any Materials, or reproduce or circumvent the navigational structure or presentation of the Walmart Sites, without Walmart’s express prior written consent.”
This covers all scraping, crawling, and bot-driven collection across both public and logged-in portions of the site. While enforceability can vary based on whether a user has explicitly agreed to the terms (for example, by creating an account), Walmart frames this restriction broadly so that it applies to all website visitors by default.
Walmart does not offer a general public product API; API access is only available to official partners and not for general scraping[3]. The terms do not explicitly mention bypassing barriers such as logins, rate limits, or CAPTCHAs, but they do outline that violating these rules could result in technical countermeasures like IP blocking or other remedies. Scraping is therefore forbidden without express written consent from Walmart, as detailed in their terms of use, and violations may lead to account suspension or legal action.
Walmart Lawsuits
Legal Actions Against Scrapers: A history of lawsuits filed by the website owner against scrapers and related entities, highlighting legal disputes, claims, and outcomes.
Lawsuits Summary
Walmart has been involved in one legal dispute related to web scraping, targeting a company or individual who scraped its product data, pricing information, or customer reviews without authorization.
Found 1 lawsuits
Walmart Inc. v. Bright Data Ltd.settled
Walmart sued Bright Data (formerly Luminati Networks) for scraping product data from its website. The case centered around whether scraping publicly available data from Walmart's website constituted a violation of the Computer Fraud and Abuse Act (CFAA) and Walmart's terms of service.This lawsuit highlighted the ongoing legal debate surrounding web scraping practices and the interpretation of the CFAA in the context of publicly accessible data.
Plaintiff
Walmart Inc.
Defendant
Bright Data Ltd. (formerly Luminati Networks)
Date filed
15 Jul 2020 - 30 Sep 2021
Legal Basis
More Links
Walmart Github Repos
Find the best open-source scrapers for Walmart on Github. Clone them and start scraping straight away.
Language
Code Level
Stars
walmart-scraper
Walmart Scraper is a data extraction tool that enables real-time retrieval of Walmart website content. It effortlessly delivers structured output for various Walmart page types, including products and offers.
Page Types: Product Page, Product Search, Category Page
3 years ago
Wired-Coupon-Scraper
Wired Coupon Automation Tool is a scraper that retrieves the latest coupons and promo codes from various retailers like Walmart and eBay. Although the project is archived due to website changes, it originally facilitated users in accessing promotional offers efficiently.
Page Types: Product Page
2 years ago
ecommerce-scraper-js
ecommerce-scraper-js is a versatile tool that facilitates the extraction of product listings from multiple e-commerce platforms. It enables users to seamlessly scrape data from Amazon, eBay, Walmart, Home Depot, and Google Shopping through a single JavaScript module.
Page Types: Product Page, Product Search
2 years ago
TS-Walmart-Scraper
TS-Walmart-Scraper is a web scraping tool that allows users to extract relevant data points from products on walmart.com. The scraper can handle inputs such as category URLs, brand URLs, search keywords, and specific product URLs to gather comprehensive product information.
Page Types: Product Page, Category Page, Product Search
2 years ago
walmart_scraper
Walmart CA webscraper is a tool that extracts data from the Walmart Canada website. It utilizes the Scrapy framework to efficiently crawl and gather information.
5 years ago
walmart-python-scrapy-scraper
walmart-python-scrapy-scraper is a web scraper designed to extract product data from Walmart.com, including various attributes like brand, price, and ratings. It serves as a robust tool for developers to monitor and customize their scraping of Walmart products for personal or commercial use.
Page Types: Product Page, Product Search
3 years ago
walmart-coupons
Walmart Coupons is a web scraper designed to extract coupon details from Walmart store locations. It facilitates the retrieval of various coupon attributes such as discounted price, category, brand, and more using Python 3.
Page Types: Product Page
7 years ago
Walmart Web Scraping Articles
Find the best web scraping articles for Walmart. Learn how to get started scraping Walmart.
Language
Code Level
How to scrape Walmart data with Python
This article demonstrates how to scrape Walmart product data using Apify's E-commerce Scraping Tool and Python. It guides users through the setup, API integration, and code implementation necessary to retrieve structured e-commerce data efficiently.
1 min to read
apify.com
How to Scrape Walmart How to Scrape Walmart Product Page Details with Python? - DEV Community
This tutorial shows how to scrape product details from Walmart's website using Python, allowing users to gather information such as prices, descriptions, and ratings. By leveraging libraries like BeautifulSoup and Playwright, it provides a comprehensive guide to building a web scraper that avoids common pitfalls of anti-bot measures.
1 min to read
dev.to
How to Scrape Walmart in 2025: A Step-by-Step Tutorial
This tutorial shows how to scrape Walmart product data using Python that enables users to collect valuable insights on pricing and product descriptions. It covers setup, avoidance of bot detection, data extraction, and exporting results to a CSV file.
Published
10 months ago
27 min to read
oxylabs.io
How to Scrape Walmart.com Product Data (2025 Update)
This tutorial explains how to scrape Walmart.com product data using Python, detailing techniques for efficient data extraction while avoiding website blocking. It covers project setup, working with both product and search pages, and strategies for dealing with pagination limits.
1 min to read
scrapfly.io
How Web Scraping Is Used To Extract Walmart Product Reviews And Ratings? | by ReviewGators | Medium
This guide shows how to create a web scraper that extracts product reviews and ratings from Walmart using Selenium. It provides step-by-step instructions on setting up the scraper and the process of collecting and cleaning review data from Walmart's website.
1 min to read
medium.com
In-Depth Guide to the Walmart API
This guide explores Walmart's extensive API ecosystem, providing insights into its functionalities for sellers, suppliers, and partners, and highlights the potential for web scraping as an alternative to direct API access. It emphasizes the importance of adhering to legal and ethical guidelines in web scraping practices.
1 min to read
scrapfly.io
How to Web Scrape Walmart? | Scrape.do | Scrape.do
This guide shows how to scrape Walmart to gain insights into pricing, product trends, and competitor strategies. Utilizing web scraping can provide valuable data that aids businesses in making informed decisions in a competitive landscape.
Published
1 year ago
18 min to read
scrape.do
Walmart Web Scraping Videos
Find the best web scraping videos for Walmart. Learn how to get started scraping Walmart.
Language
Code Level
Scraping Walmart Product Data using Scrapingdog's Walmart Scraper API
This tutorial demonstrates how to scrape Walmart product data using Scrapingdog's Walmart scraper API, highlighting its capabilities for tracking prices and comparing them with competitors. Users can access a blog post for a deeper understanding and obtain 1,000 free API credits by signing up on Scrapingdog's website.
10 months ago
Web Scraping 30 Day Challenge - Day 11 - Walmart's Brand Shop
This tutorial teaches how to effectively scrape brand and product data from Walmart's Brand Shop by analyzing page elements. It also demonstrates the use of Chrome DevTools and ChatGPT for planning the scraping approach and troubleshooting issues.
1 year ago
How to scrape Walmart Product data?
This tutorial teaches viewers how to scrape product data from Walmart using Google Sheets, covering both a template method and a step-by-step tutorial approach. Specific data selectors such as title, price, ratings, and reviews_count are highlighted for extracting information effectively.
1 year ago
Walmart Website Scraper for Data Extraction
This tutorial demonstrates how to scrape product information from the Walmart e-commerce website, focusing on extracting details such as product size, price, delivery time, and seller ratings. The scraped data is formatted in a simple CSV format for easy analysis of market trends.
2 years ago
How to scrape Walmart Products into a CSV, Scraping Walmart
This video tutorial teaches viewers how to scrape product data from Walmart's website and save it into a CSV file for easier analysis. It covers the use of Python libraries like BeautifulSoup and Scrapy to efficiently extract product listings and information.
2 years ago
how to scrape walmart products to csv
This tutorial teaches viewers how to scrape product data from Walmart and export it to a CSV file. Additionally, it covers methods for importing these products into Shopify.
2 years ago
Walmart Product details scraping - Data Science Projects
In this video, the process of scraping product details from the e-commerce website Walmart.com using Python and the BeautifulSoup library is demonstrated. The code exhibits a professional level of sophistication as it includes handling CAPTCHA bypassing and making HTTP requests to gather product names, ratings, and prices.
3 years ago