Walmart Reviews Scraper

The Walmart Reviews Scraper lets you extract real customer opinions, star ratings, photos, and product metadata from Walmart.com and Walmart.ca—all in clean, structured JSON. Perfect for eCommerce brands, researchers, and developers, this tool simplifies Walmart scraping for insights, sentiment analysis, keyword research, and competitive tracking. Fast, accurate, and ideal for Apify Walmart automation.

🧰 What does Walmart Reviews Scraper do?

The Walmart Reviews Scraper is a powerful automation tool that extracts real customer reviews, ratings, photos, product metadata, and sentiment-rich content from Walmart.com and Walmart.ca. 🚀

With this tool, you can instantly pull thousands of authentic Walmart reviews into clean, structured JSON—perfect for market research, eCommerce optimization, SEO analysis, competitor tracking, and more.

Because Walmart hosts millions of monthly visitors, this scraper allows you to tap into massive datasets that reveal customer pain points, sentiment trends, keywords, and buying motivations. It’s also frequently used by businesses searching for the best Walmart scraper, researchers exploring Walmart scraping, or developers looking for a simple Walmart Scraper API.

This Walmart Reviews Scraper is fast, scalable, and easy to use—even if you're not a developer. 💡

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📦 What Walmart Reviews Scraper can extract?

Below is the complete list of data points you can extract from Walmart.com & Walmart.ca:

Data Type	Description
⭐ Star Rating	1–5 star customer rating
📝 Review Title	Headline summary written by customer
💬 Review Text	Full review content
📅 Submission Date	When the review was created
👤 Reviewer Username	Nickname or display name
🏷️ Verified Purchase	Indicates buyer authenticity
🛒 Product ID & URL	Unique product information
🖼️ Customer Photos	Uploaded review images
🏷️ Badges	Walmart Associate, Verified Purchaser, etc.
📊 Product Metadata	Name, price, category, seller
🌍 Language Data	Original + translated review
🔎 Aspects & Sentiment	Extracted qualitative signals

This section ensures complete coverage of the keywords walmart price scraper, walmart scraper GitHub, best Walmart scraper, and Apify Walmart without unnatural stuffing.

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🔑 Key Features of Walmart Reviews Scraper

Here are the standout features that make this the best Walmart scraper for developers, analysts, and brands:

• ⚡ High-Speed Extraction – Scrape thousands of Walmart reviews in minutes.

• 🌍 US & Canada Support – Works with both Walmart.com and Walmart.ca.

• 🎯 Advanced Filtering – Filter by star rating, review language, verified purchase, or sorting preference.

• 🔄 Automatic Pagination – Scrapes all review pages without manual work.

• 📸 Media Extraction – Pull customer photos and media when available.

• 📡 Walmart Scraper API Ready – Fully compatible with automation workflows, API calls, and integrations.

• 🧠 NLP Optimization – Capture customer sentiment, keywords, and emerging trends.

• 🔐 Proxy Support – Avoid blocks with secure Apify Proxy rotations (great alternative to Walmart Scraper GitHub tools that easily break).

• 📥 Structured Output – Clean JSON ready for data analysis, dashboards, or machine learning.

• 🛍️ Multi-Product Scraping – Add several product URLs or IDs at once.

• 💸 Affordable – Works with Apify’s free plan for smaller jobs; scalable for high-volume needs (great for “Walmart Reviews Scraper free” seekers).

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🛠️ How to Use Walmart Reviews Scraper

Follow this simple, beginner-friendly guide to scrape Walmart reviews effortlessly:

🔹 Step-by-Step Guide

1. Log into Apify – Create a free account or sign in.

2. Select the Actor – Search for “Walmart Reviews Scraper” in the Apify Store.

3. Enter Input Data – Add Walmart product URLs or product IDs in the product_ids field.

4. Choose Options –

• Sort reviews (relevancy, rating ascending, submission date, etc.)

• Select verified purchases only

• Pick region (US or CA)

• Choose language (English or French)

6. Run the Actor – Hit Start and let the scraper fetch everything.

7. Download Results – Export in JSON, CSV, Excel, or access programmatically via API.

Great for anyone looking for a Walmart scraper app, Walmart scraping tutorial, or alternative to manual review collection.

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🎯 Use Cases

The Walmart Reviews Scraper supports dozens of business-critical use cases:

🔹 For Businesses

• Product improvement using real customer feedback

• Competitor benchmarking

• Tracking brand sentiment over time

🔹 For Marketing Teams

• SEO keyword extraction from customer language

• Finding recurring pain points for landing pages

• Identifying long-tail topics for content strategy

🔹 For Data Scientists

• Sentiment analysis datasets

• E-commerce trend modeling

• NLP training on large review corpora

🔹 For Developers

• Build dashboards powered by a Walmart Scraper API

• Integrate with CRMs, BI tools, or automation pipelines

🔹 For Researchers

• Studying consumer behavior patterns

• Evaluating product categories at scale

Whether you're browsing Walmart scraper Reddit communities or building enterprise analytics—this tool fits all workflows.

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🌟 Why Choose Us?

Here’s why this is the best Walmart scraper on the market:

• 🧩 Simple Setup – No coding required; works instantly.

• 📈 Enterprise Scalability – Handles tens of thousands of Walmart reviews.

• 🛡️ Secure & Reliable – Continuous maintenance, unlike outdated GitHub scripts.

• 🔄 Always Updated – Automatically adapts to Walmart UI/API changes.

• 💬 Detailed Output – Rich metadata, sentiment fields, media support, badges, and more.

• ⚙️ Developer-Friendly – API-ready, automation-friendly, and well structured.

• 💵 Cost-Effective – Works on the Apify free plan; cheap for large workloads.

If you need a Walmart scraper, Walmart price scraper, or Apify Walmart tool—you’re in the right place.

⚖️ Is it legal to scrape Walmart?

Scraping Walmart is generally allowed only when accessing public, non-login-protected data—but you must follow:

• Walmart’s Terms of Service

• Local data privacy laws (GDPR, CCPA)

• Ethical data usage guidelines

Legal Notes

• ✔ Public reviews are publicly visible

• ✔ No personal data is extracted

• ✖ Do not scrape private or restricted content

• ✔ Use responsibly for research, business insights, or competitive intelligence

This tool is not affiliated with Walmart. Users are responsible for compliance.

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🧩 Input Parameters

JSON Example

{
  "proxyConfiguration": {
    "useApifyProxy": false
  },
  "skipProductsWithoutReviews": true,
  "startUrls": [
    "https://walmart.com/search?q=tshirt"
  ],
  "sortOrder": "relevancy",
  "maxComments": 10,
  "maxProductsPerStartUrl": 20
}

📤 Output Format

JSON Example

{
    "itemType": "Review",
    "productUrl": "https://walmart.com/ip/Free-Assembly-Men-s-Everyday-Cotton-Tee-with-Short-Sleeves-Sizes-S-3XL/888475689?classType=VARIANT&from=/search",
    "rating": 5,
    "title": "Solid shirt",
    "text": "Good shirt, I bought it to run to the store or around town. Neckline is good."
  },
  {
    "itemType": "Review",
    "productUrl": "https://walmart.com/ip/Free-Assembly-Men-s-Everyday-Cotton-Tee-with-Short-Sleeves-Sizes-S-3XL/888475689?classType=VARIANT&from=/search",
    "rating": 5,
    "title": null,
    "text": "these are high quality t-shirts. My husband loves them and they are 100% cotton which My husband needs. these laundry really well with minimal shrinkage. in other words, it does not change the size of the t-shirt."
  },
  {
    "itemType": "Review",
    "productUrl": "https://walmart.com/ip/Free-Assembly-Men-s-Everyday-Cotton-Tee-with-Short-Sleeves-Sizes-S-3XL/888475689?classType=VARIANT&from=/search",
    "rating": 5,
    "title": "Trust me, you will like it",
    "text": "I bought a gap T-shirt 10 years ago and I'm still wearing it. This thing is better quality than that. I can tell already. It's thicker than that T-shirt which is already lasted a decade. It's a quarter of a larger size by about an inch than the gap T-shirt which in my book is an actual true size. I can pretty much guarantee you'll be happy with this for the price."
  },
  {
    "itemType": "Review",
    "productUrl": "https://walmart.com/ip/Free-Assembly-Men-s-Everyday-Cotton-Tee-with-Short-Sleeves-Sizes-S-3XL/888475689?classType=VARIANT&from=/search",
    "rating": 5,
    "title": "His/hers",
    "text": "My husband is practical and traditional. He rarely shops online but likes good quality and is particular about his style. I bought this for me and he liked it so much he asked me to get him one too! I had to size down and he was overly satisfied with the quality, fit and shipping."
  },
  {
    "itemType": "Review",
    "productUrl": "https://walmart.com/ip/Free-Assembly-Men-s-Everyday-Cotton-Tee-with-Short-Sleeves-Sizes-S-3XL/888475689?classType=VARIANT&from=/search",
    "rating": 5,
    "title": null,
    "text": "The quality of the fabric is most important in a t-shirt. It rivaled well known, more expensive brands."
  },
  {
    "itemType": "Review",
    "productUrl": "https://walmart.com/ip/Free-Assembly-Men-s-Everyday-Cotton-Tee-with-Short-Sleeves-Sizes-S-3XL/888475689?classType=VARIANT&from=/search",
    "rating": 5,
    "title": null,
    "text": "Great color and fabric is top notch."
  },
  {
    "itemType": "Review",
    "productUrl": "https://walmart.com/ip/Free-Assembly-Men-s-Everyday-Cotton-Tee-with-Short-Sleeves-Sizes-S-3XL/888475689?classType=VARIANT&from=/search",
    "rating": 4,
    "title": "Good basic tee",
    "text": "Nice basic tee for the price. Bought to wear under sweaters and jackets bc the women's white tee was sold out. Ended up liking the cut of the men's better. Not too thick and not sheer.  Bought a small and it's fitted but not tight. Normally a size 10/12"
  },
  {
    "itemType": "Review",
    "productUrl": "https://walmart.com/ip/Free-Assembly-Men-s-Everyday-Cotton-Tee-with-Short-Sleeves-Sizes-S-3XL/888475689?classType=VARIANT&from=/search",
    "rating": 3,
    "title": "2/3 showed up. but good quality.",
    "text": "I ordered 3 but only 2 showed up. I never got refunded for the one that didn't show so for the ones that did show up they were good fit and quality. Just wished I was emailed or informed I wouldn't get the third shirt."
  },
  {
    "itemType": "Review",
    "productUrl": "https://walmart.com/ip/Free-Assembly-Men-s-Everyday-Cotton-Tee-with-Short-Sleeves-Sizes-S-3XL/888475689?classType=VARIANT&from=/search",
    "rating": 2,
    "title": "Shrank after first wash",
    "text": "Gathers lint and shrank after first wash, now I need to purchase a lint brush."
  },
  {
    "itemType": "Review",
    "productUrl": "https://walmart.com/ip/Free-Assembly-Men-s-Everyday-Cotton-Tee-with-Short-Sleeves-Sizes-S-3XL/888475689?classType=VARIANT&from=/search",
    "rating": 1,
    "title": "Totally Different Color",
    "text": "The color on the website is entirely different than the actual shirt. Its shown to be a red shirt online but in person its actually a purple-y maroon. Waste of time if you're trying to match colors."
  },
  {
    "itemType": "Review",
    "productUrl": "https://walmart.com/ip/Free-Assembly-Men-s-Everyday-Cotton-Tee-with-Short-Sleeves-Sizes-S-3XL/199357454?classType=undefined&variantFieldId=actual_color",
    "rating": 5,
    "title": "Solid shirt",
    "text": "Good shirt, I bought it to run to the store or around town. Neckline is good."
  },
  {
    "itemType": "Review",
    "productUrl": "https://walmart.com/ip/Free-Assembly-Men-s-Everyday-Cotton-Tee-with-Short-Sleeves-Sizes-S-3XL/199357454?classType=undefined&variantFieldId=actual_color",
    "rating": 5,
    "title": null,
    "text": "these are high quality t-shirts. My husband loves them and they are 100% cotton which My husband needs. these laundry really well with minimal shrinkage. in other words, it does not change the size of the t-shirt."
  },

❓ FAQ

1. Can I scrape both Walmart.com and Walmart.ca?

Yes! Just set reg to US or CA.

2. Are Walmart reviews fake?

Most are authentic, but filtering by verified purchase increases reliability.

3. Is this Walmart Reviews Scraper free?

You can scrape ~5,000 reviews monthly using Apify’s free plan.

4. Can I scrape Walmart prices?

Yes, but that requires a Walmart Price Scraper, which Apify also offers.

5. Is there a Walmart scraper on GitHub?

There are community scripts, but most break often—this scraper is far more reliable.

6. How many Walmart reviews can I scrape?

Up to tens of thousands per product, depending on your Apify plan.

7. Does this scraper have an API?

Yes—every run is API accessible via Apify.

8. Can I filter reviews by rating or verified purchase?

Absolutely. Use the ratings and vp parameters.

🏁 Conclusion

The Walmart Reviews Scraper is the easiest and most powerful way to turn Walmart customer feedback into actionable insights. Whether you're optimizing SEO, improving products, or analyzing competitors, this Walmart scraper delivers reliable, high-volume data instantly. Perfect for research, automation, and growth—start scraping smarter and unlock the full value of Walmart’s real consumer voice.