You need data from Walmart—millions of products, constantly shifting prices, and customer reviews.
Trying to gather this manually is impossible.
You are wasting time fighting bots instead of selling products.
Setting the wrong price, even once, costs you sales and profit.
Missing a competitor’s deep discount means money left on the table.
You need a reliable, automated data flow.
If your strategic decisions are based on old news, you are at a massive disadvantage. That is why you need the right tool, right now.
The secret to success in 2025 is automating data collection.
You need a dedicated 7 Best Walmart Data Scraper that handles the headaches for you, turning raw data into clean, actionable insights.
What Is the Best Walmart Data Scraper?
Picking the right tool is the difference between getting blocked and getting profits.
We looked at what works best in 2025. We focused on power, reliability, and how easy it is to use.
Stop worrying about anti-bot systems.
Below is a list of the top tools you need to crush your e-commerce goals.
Use this list to choose the perfect tool for your needs.
1. Bright Data (⭐️4.6)
Bright Data is the enterprise leader.
They offer a massive, reliable data platform.
Their AI Copilot is the Web Unlocker.
It automatically solves CAPTCHA and handles blocks.
You can easily get clean data from Walmart. It works for huge projects.
Our Take
Stop losing hours to manual data entry. Choose Bright Data and instantly access 150 Million+ proxies. Start your 7-day free trial today to achieve a 99.9% data collection success rate and gain the competitive edge your business needs.
Key Benefits
Bright Data is known for its scale and success rate, which are critical for large-scale eBay monitoring.
- 150 Million+ IPs: The world’s largest residential proxy network ensures you always look like a real user.
- 99.9% Success Rate: Guaranteed data collection on even the toughest product pages.
- 7-Day Free Trial: You can fully test their system before committing to a plan.
- Web Unlocker API: This tool automatically handles CAPTCHA and anti-bot challenges for you.
- No Warranty: They provide no formal warranty, but offer continuous support team assistance.
Pricing
Bright Data offers complex, product-specific pricing.
It is primarily pay-as-you-go, making it flexible but potentially pricey for beginners.
Pros
Cons
2. Oxylabs (⭐️4.4)
Oxylabs is known for speed and proxy quality.
They have special tools for e-commerce sites like Walmart.
They offer a real-time API. This gives you price changes instantly.
It is very reliable and provides clean, structured data quickly.
Our Take
Unlock data with a leading proxy service. With over 175M residential proxies, 2M dedicated datacenter proxies, and 20M mobile proxies, Oxylabs gives you the IP addresses you need for any project.
Key Benefits
- OxyCopilot AI Assistant: This tool lets you generate scraping requests using simple, natural language.
- Huge Proxy Network: Has one of the largest proxy pools in the world with IPs from 195 countries.
- Guaranteed Success: The platform’s AI-driven fingerprinting and CAPTCHA bypass ensure a high success rate on even the toughest sites.
- Enterprise-Grade Security: The platform is ISO/IEC 27001:2022 certified, ensuring high-level data security and privacy.
Pricing
- Free Trial: $0.
- Micro: $49/month + VAT.
- Starter: $99/month + VAT.
- Advanced: $249/month + VAT.
Pros
Cons
3. Apify (⭐️4.2)
Apify is a cloud platform with pre-built scraping “Actors.”
You can run a ready-made Walmart scraper without code.
Their internal tool acts like a simple AI Copilot.
It helps turn raw pages into clean data tables.
It is fast and flexible for quick projects.
Our Take
Want to see the power of Apify for yourself? Our platform has been utilized to scrape over 2.5 million web pages and process more than 500 TB of data in a single month. Ready to get started?
Key Benefits
- Massive Marketplace: The Apify Store has over 5,000 ready-to-use scrapers and automation tools called Actors.
- Ultimate Scalability: Built for enterprise-level tasks, it can handle large-scale crawls of millions of pages.
- Developer-Friendly: Provides an open-source SDK and supports custom code in Python and JavaScript.
- Advanced Scheduling: Automate your scraping tasks to run at specific times or intervals without any manual work.
Pricing
All the plans will be billed annually.
- Free: $0/month + Pay As You Go.
- Starter: $35/month + Pay As You Go.
- Scale: $179/month + Pay As You Go.
- Business: $899/month + Pay As You Go.
Pros
Cons
4. Zyte (⭐️3.8)
Zyte is a respected scraping name. Their Zyte API is a smart AI Copilot for scraping.
It automatically picks the best proxy and handles all errors.
You send a Walmart link; they send back clean data. It removes all technical stress.
Our Take
Get the most reliable web data with Zyte API. Achieve 99.99% data accuracy for your projects with this high-quality web scraping API and streamline your data extraction process today.
Key Benefits
- Automatic Unblocking: Stop juggling proxies; Zyte API is a powerful automated tool for handling bans.
- Seamless Scrapy Integration: If you’re a developer who uses the Scrapy framework, Zyte fits right in.
- AI-Powered Data Extraction: The tool can automatically identify and parse data, reducing the need for manual parsing rules.
- Integrated Headless Browser: No need for third-party headless browsers, as Zyte provides one that’s optimized for web scraping at scale.
Pricing
- Zyte offers two types of pricing plans based on the Websites Tier and the number of requests you make.
Pros
Cons
5. Scrapingbee (⭐️3.6)
Scrapingbee focuses on simplicity and ease of use.
It offers a straightforward API.
It handles proxy rotation and CAPTCHA solving behind the scenes.
It ensures you get all the product details, even those that load via JavaScript.
It is fast and uncomplicated.
Our Take
Get the data you need from over 98% of web pages. ScrapingBee’s powerful web scraping API offers JavaScript rendering, Google Search API, and the ability to extract structured data with up to 99.5% accuracy on dynamic sites.
Key Benefits
- Handles Everything for You: It manages proxy rotation and JavaScript rendering automatically.
- Simple API: You get clean data back with a single, straightforward API call.
- 99.9% Uptime: The platform is known for its high reliability and consistent performance.
- Extensive Documentation: Provides clear and comprehensive documentation with code examples for multiple languages, making it easy to get started.
Pricing
All the plans will be billed annually.
- Freelance: $49/month.
- Startup: $99/month.
- Business: $249/month.
- Business+: $599/month.
Pros
Cons
6. Browse AI (⭐️3.4)
Browse AI is a “no-code” tool.
You train bots by clicking and showing them the data.
This acts as an IT Autopilot for scraping.
The bot records your actions and repeats them on a schedule.
It is perfect for small teams that hate writing code.
Our Take
Ready to save time and get the data you need? Browse AI can handle millions of websites. See how easy web scraping can be.
Key Benefits
- No Code Required: Its point-and-click interface lets anyone build a data scraper in minutes.
- AI-Powered Adaptability: The tool automatically adjusts to changes in a website’s layout, ensuring your data is always consistent.
- 7,000+ Integrations: Easily connect your scraped data to apps like Google Sheets, Airtable, and Zapier.
- Pre-built Robots: Access a library of pre-built robots for common tasks on popular websites, saving you even more time.
Pricing
All the plans will be billed annually.
- Free: $0.
- Personal: $19/month .
- Professional: $69/month.
- Premium: Starting at $500/month.
Pros
Cons
7. ScrapeGraph AI (⭐️3.2)
ScrapeGraph AI is new and uses a lot of AI.
It turns web pages into structured graphs for smart analysis.
You can use simple language to tell it what data to find.
It is great for users who want advanced data intelligence.
Our Take
Leading professionals (350+) trust ScrapeGraphAI for its robust AI-driven web scraping capabilities. Secure a 20% efficiency upgrade for the next 48 hours.
Key Benefits
- Natural Language Scraping: You can tell it what to extract using simple, human-like prompts.
- Open-Source Library: Developers can use its powerful open-source library for maximum control.
- Markdownify Feature: It can convert entire web pages into clean, readable Markdown documents.
- Agentic Scraper: The AI can autonomously navigate and interact with websites to complete complex, multi-step tasks.
Pricing
All the plans will be billed annually.
- Free: $0/month.
- Starter: $17/month.
- Growth: $85/month.
- Pro: $425/month.
- Enterprise: Custom Pricing.
Pros
Cons
What to Look for When Buying a Walmart Scraper?
When investing in a tool for web scraping Walmart, you need more than just a simple script.
You need a solution that can handle advanced anti-bot measures to ensure smooth data extraction.
Look for the following key features:
- Anti-Block Capability: The scraper must be able to handle complex security on Walmart. This means smart proxy rotation and the ability to mimic a real user agent to avoid the “Robot or human?” block.
- JSON Data Access: Walmart pages often use the Next.js framework. The best tools will quickly pull all the JSON data embedded in a script tag (often __NEXT_DATA__) on the Walmart product page. This method is the fastest way to get complete Walmart product data.
- Structured Product Data: The goal is to get valuable data, not just raw code. Your Walmart web scraper should deliver clean, ready-to-use product data (price, name, reviews) for every Walmart product.
- Reliable Scaling for Web Scraping: You need to scale your scraping data effort without constant failure. Choose a provider with a large network of residential proxies to handle high-volume scraping requests for Walmart without getting your IP banned.
- AI-Driven Solutions: Top providers use AI-powered features (like the Web Unlocker or built-in CAPTCHA solving) to maintain reliable connections and automatically manage the complexity of web scraping.
How Can a Walmart Data Scraper Benefit You?
Using a Walmart data scraper is not about collecting data; it’s about making better money moves.
It gives you the power to see what the biggest players in e-commerce are doing.
You get Walmart price changes instantly.
This means you never set your price too high or too low again.
Scraping also helps you with inventory.
You can track trending products and see what customers love.
This valuable information helps you stock the right items at the right time.
Basically, you can predict what will sell next.
In short, a great scraper acts like your market intelligence team.
It gives you an edge over competitors by providing accurate product data, reviews, and pricing.
This lets you switch from guessing to making smart, data-driven decisions that grow your sales.
Buyers Guide
When conducting our research to find the best product for scraping Walmart, we used these factors to determine our rankings.
We went deep into the technical requirements to ensure compliance and reliability for extracting data across various categories.
- Anti-Bot & Reliability: We tested how each service handles anti-bot measures and blocks. A top tool must use smart rotating proxies, manipulate the user agent and accept language (e.g., en-us) header to appear human to the website. We checked if the service can truly extract the data directly without triggering the “Please confirm that you’re human” challenge.
- Technical Data Extraction: We looked for tools that bypass the HTML content and go straight for the clean JSON format. This often involves reading the hidden script tag containing the __NEXT_DATA__ payload, which includes all the JSON data. We noted tools that use headless browsers for complex JavaScript rendering.
- Developer Simplicity: For a custom Python script, we looked for ease of setup. This included using the following command to activate the Python environment and installing the necessary libraries, such as requests and BeautifulSoup. We checked how easily developers can send HTTP requests with their api key.
- Error Handling & Data Quality: The best tools provide clear error reporting. For example, they monitor the status code after an import request command. A crucial test was how well they handle pagination to get to the next page and how many product URLs they can process up to a maximum number. They must deliver clean, structured data for seller information.
- Business Intelligence Focus: We rated tools based on their ability to help you track price and analyze long-term market trends. Tools offering a pre-built step-by-step tutorial for common product page elements, like finding data within a span tag, scored higher.
- Support & Pricing: Finally, we reviewed the support offered (24/7 technical help) and the transparency of the pricing structure (pay-as-you-go vs. subscription).
Wrapping Up
We have now shown you the 7 Best Walmart Data Scraper tools.
They are ready for you to use in your business.
These tools use great features like AI Copilot and smart IT Autopilot.
This helps them get past website security easily.
The main takeaway is simple: stop collecting data by hand.
Use these professional tools instead.
They give you clean data fast. This data helps you track price and crush your rivals.
Our team checked these tools carefully.
This means you get a dependable solution, not just a fragile Python script that breaks often.
It is time to activate your own e-commerce success.
Pick the right scraper from our list today.
Frequently Asked Questions
What kind of data can I get from scraping the Walmart website?
You can collect all the data, including product details, inventory stock, and review data. The scraper gathers the specific information you want from the Walmart website, often retrieving crucial seller information and pricing from the search results.
Why do I need to worry about the user agent header?
The user agent header helps the Walmart website identify who is making the request (e.g., a browser or a bot). If the header is missing or appears to be an automated script, the site will likely block your request and return a false result, preventing you from searching.
How do the best scrapers handle anti-bot measures?
Top scrapers use techniques such as rotating IP addresses and ensuring the Accept-Encoding header is set correctly. They try to mimic a real human browser perfectly to access the product page. This is essential to extract the desired data smoothly and reliably.
Is it possible to scrape customer reviews?
Yes, collecting Walmart reviews is a common reason to scrape data. The scraper can extract the text, star ratings, and review dates. This review data is vital for understanding market trends and customer sentiment toward a Walmart product.
Why do people focus on getting the JSON file?
A JSON file often contains the complete, structured product data that a browser uses to build the product page. Retrieving this file instead of the raw HTML content is much faster and provides cleaner, ready-to-use data for analysis, saving time on processing.
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