Walmart Reviews Scraper API

Scrape Walmart reviews and collect data such as review ID, product ID, product name, review rating, review title, review text, author name, review date, verified purchase status, and helpful votes.

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5K free records/month · Credit card not required

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Available Walmart scrapers

Pick a Walmart Reviews scraper and call it. Every Walmart Reviews scraper lists its output fields, delivery volume, and live success rate.

Walmart - products

URL, Final price, Sku, Currency, Gtin, Specifications, Image urls, Top reviews, and more.
Views6K+
Downloads927+
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Walmart - products - Find new products by using specific category URL

URL, Final price, Sku, Currency, Gtin, Specifications, Image urls, Top reviews, and more.
Views6K+
Downloads927+
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Walmart - products - Collects products by specific keywords

URL, Final price, Sku, Currency, Gtin, Specifications, Image urls, Top reviews, and more.
Views6K+
Downloads927+
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Walmart - products - Discover products by using sku numbers

URL, Final price, Sku, Currency, Gtin, Specifications, Image urls, Top reviews, and more.
Views6K+
Downloads927+
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Walmart sellers info

Seller id, URL, Catalog seller id, Seller name, Seller display name, Seller email, Seller phone, Seller about us, and more.
Views957+
Downloads93+
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Walmart - products zipcodes

URL, Final price, Sku, Currency, Gtin, Specifications, Image urls, Top reviews, and more.
Views251+
Downloads9+
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Walmart - products zipcodes - Collect data by category URL

URL, Final price, Sku, Currency, Gtin, Specifications, Image urls, Top reviews, and more.
Views251+
Downloads9+
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Walmart - products zipcodes - Collect data by Keyword

URL, Final price, Sku, Currency, Gtin, Specifications, Image urls, Top reviews, and more.
Views251+
Downloads9+
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Walmart Reviews

URL, Product name, Product id, Rating, Author name, Review header, Review id, Review text, and more.
Views245+
Downloads5+
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Walmart products search

ID, URL, Typename, Buy box suppression, Similar items, Us item id, Is bad split, Name, and more.
Views222+
Downloads8+
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Explore thousands of production-ready scrapers

Pay only for successful results, no surprises – Proxies, unlocking, browsers and retries are built in.

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#1

Ranked (by AIMultiple)

99.2%

Avg. success rate

100M+

Requests weekly

400M+

Proxy IPs built in

GDPR & CCPA

Compliant
Pricing

Walmart Reviews Scraper API Pricing

Only pay for what’s successfully delivered. No hidden fees, no charges for failed deliveries.

CALCULATE YOUR COST
Records per month: 5K
$/mo
$ per 1,000 records
Your whole bill. Proxies, unblocking, parsing included.
Get started
5K
10K
50K
100K
500K
1M
5M
  • Pay only for success, no hidden fees
  • Start free with 5,000 monthly credits
  • No upfront commitment, cancel anytime
  • 24/7 expert support and enterprise features
Free Tier
5K
records
Start free
  • 5K records per month
  • No credit card required
  • Expert support
Pay as you go
$1.5/1K record
Start free
  • Pay only for success
  • Set monthly spend limits
  • Unlimited concurrency
  • Expert support
Scale
$499 /month
Start free
  • 384,000 records included
  • $1.3/1K additional records
  • Unlimited concurrency
  • Cancel anytime
  • Expert support
Enterprise
Custom
Talk to sales
  • Volume discounts
  • Account manager
  • Premium SLA
  • Priority support
  • SSO
Most platforms stack extra charges on top of the per-record rate. With Bright Data, the record price is the whole bill:
Compute / runtime units
commonly billed per scraper runtime hour or compute unit
Included
Residential proxy bandwidth
commonly billed per GB
Included
Storage & dataset retention
commonly billed per GB-month
Included
Data transfer / egress
commonly billed per GB out
Included
Unblocking & CAPTCHA solving
commonly a paid add-on
Included
Parsing to structured JSON
commonly your own code
Included
We accept these payment methods:
How it works

From zero to Walmart Reviews data in 3 steps

No proxies to configure, no infrastructure to manage. Pick, call, and receive.

  1. Pick a scraper

    Choose from the Walmart Reviews scrapers above or create your own with AI in minutes.

  2. Call the API

    One API call with up to 5,000 target URLs. Python and Node.js SDKs, CLI, MCP server, or any HTTP client.

  3. Get structured data

    Receive clean, parsed Walmart Reviews data in JSON, NDJSON, or CSV. Delivered via API, webhook, or cloud storage.

Scraper API Call 
curl -H "Authorization: Bearer API_TOKEN" -H "Content-Type: application/json" -d '[{"url":"https://www.walmart.com/ip/Caeron-Sunflower-Pattern-Men-s-Comfortable-Black-Round-Neck-Tee-Short-Sleeve-S-3XL-All-Day-Comfort-in-Soft-Breathable-Fabric/12028665282","sort_by":"Most recent"}]' "https://api.brightdata.com/datasets/v3/trigger?dataset_id=gd_mpql1v8g2o8o6l1wzd&format=json&uncompressed_webhook=true"
Response payload 
[
  {
    "timestamp": "2026-10-08",
    "url": "https:\/\/www.walmart.com\/reviews\/product\/864762634",
    "product_name": "Maytag MED6630HW - Dryer - width: 27 in - depth: 30.7 in - height: 38.7 in - front loading - white",
    "product_id": "864762634",
    "rating": 4,
    "author_name": "******",
    "review_header": "GREAT DRYER---BUT WHY NO LIGHT INSIDE ??",
    "review_id": "262499604"
  },
  {
    "timestamp": "2026-10-08",
    "url": "https:\/\/www.walmart.com\/reviews\/product\/864762634",
    "product_name": "Maytag MED6630HW - Dryer - width: 27 in - depth: 30.7 in - height: 38.7 in - front loading - white",
    "product_id": "864762634",
    "rating": 5,
    "author_name": "Dou***c",
    "review_header": "Great Maytag appliance!!",
    "review_id": "262288756"
  },
  {
    "timestamp": "2026-10-08",
    "url": "https:\/\/www.walmart.com\/reviews\/product\/864762634",
    "product_name": "Maytag MED6630HW - Dryer - width: 27 in - depth: 30.7 in - height: 38.7 in - front loading - white",
    "product_id": "864762634",
    "rating": 5,
    "author_name": "******",
    "review_header": "Great purchase",
    "review_id": "262262275"
  },
  {
    "timestamp": "2026-10-08",
    "url": "https:\/\/www.walmart.com\/reviews\/product\/864762634",
    "product_name": "Maytag MED6630HW - Dryer - width: 27 in - depth: 30.7 in - height: 38.7 in - front loading - white",
    "product_id": "864762634",
    "rating": 4,
    "author_name": "Coo***nn",
    "review_header": "Stylish dryer",
    "review_id": "262229363"
  },
  {
    "timestamp": "2026-10-08",
    "url": "https:\/\/www.walmart.com\/reviews\/product\/864762634",
    "product_name": "Maytag MED6630HW - Dryer - width: 27 in - depth: 30.7 in - height: 38.7 in - front loading - white",
    "product_id": "864762634",
    "rating": 1,
    "author_name": "******",
    "review_header": "Should have kept my old dryer",
    "review_id": "262193762"
  }
]
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TERMINAL

Tell your agent:

Read https://brightdata.com/SKILL.md and get structured JSON for this Walmart product's reviews via the Web Scraper API (gd_mpql1v8g2o8o6l1wzd): https://www.walmart.com/ip/Caeron-Sunflower-Pattern-Men-s-Comfortable-Black-Round-Neck-Tee-Short-Sleeve-S-3XL-All-Day-Comfort-in-Soft-Breathable-Fabric/12028665282

Or run it yourself:

curl -H "Authorization: Bearer YOUR_API_KEY" -H "Content-Type: application/json" -d '[{"url":"https://www.walmart.com/ip/Caeron-Sunflower-Pattern-Men-s-Comfortable-Black-Round-Neck-Tee-Short-Sleeve-S-3XL-All-Day-Comfort-in-Soft-Breathable-Fabric/12028665282"}]' "https://api.brightdata.com/datasets/v3/trigger?dataset_id=gd_mpql1v8g2o8o6l1wzd&format=json"

Or connect over MCP:

https://mcp.brightdata.com/mcp?token=YOUR_API_KEY
Get your token-filled URL in the control panel 
For coding Agents

Plug Walmart scrapers into your agent

Your agent picks from Walmart scrapers we already maintain. Let it run whenever you need, and every run delivers real-time web data straight to your storage. Works in Claude Code, Codex, Cursor and any other coding agent.

  • Runs with npx, nothing to install
  • bdata login opens browser auth, no key to paste
  • Name a scraper, get JSON back
  • Delivers to AWS · GCP · Azure · Snowflake · Webhook
World's #1 scraping platform

Everything you need, built in

You pay for results. Proxies, rendering, concurrency, and delivery are always included, on every plan.

Go straight to the source

Every request runs on Bright Data infrastructure. 400M+ IPs, unlocking and browsers are built in.

Scale to millions of pages instantly

Send unlimited concurrent requests - no infrastructure to manage, no configs to change.

Scrapers auto-fix when sites change

AI-powered self-healing detects site changes and repairs scrapers. Your pipelines keep running.

Thousands of verified scrapers

Every scraper is built, tested, and maintained by Bright Data. No community guesswork.

Pay per result, nothing extra

One price per record . Proxies, retries, rendering, unblocking - all included, no surprises.

Compliant and fully supported

GDPR & CCPA compliant. 24/7 human support on every plan, including free.
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Choose your path

Start collecting Walmart Reviews data in minutes

Call the API from code, click through the control panel, or hand it to your AI agent.
Call it from code
Trigger runs with parameters, schedule recurring jobs, and deliver to your storage or webhook.
  • Build requests in any language
  • Automate with schedulers and webhooks
  • JSON, NDJSON, or CSV delivery
Run it in the control panel
No engineering required: configure inputs, run, and download results in one place.
  • Configure inputs visually
  • Run with one click
  • Download JSON or CSV
Hand it to your agent
Your agent reads SKILL.md over MCP or the CLI and scrapes on its own.

  • Works with any MCP-compatible agent
  • One prompt to scrape
  • Structured JSON straight back to your agent

Explore more Walmart scrapers

Walmart

Scrape Walmart and collect data such as product ID, URL, title, brand, category, initial price, final price, discount, currency, availability, seller name, ratings, review count, best-seller rank, and images.

Walmart Image

Scrape Walmart product images and collect elements like: image URL, primary image, additional images, thumbnail, image count, alt text, colour or variant images, product ID, product name, category, and product URL.

Walmart Price

Scrape Walmart prices and collect pricing data such as: current prices, original prices, discounts, price history, promotional pricing, rollback prices, clearance data, price comparisons, savings percentages, and more.

Walmart Reviews data scraping use cases

Real-time Walmart Reviews intelligence for your business.

Product sentiment analysis

Reviews
Ratings
Sentiment
Scrape review text and ratings at scale to see how products are received. Surface recurring complaints before they reach support, and compare sentiment across competing brands in the same category.

Product quality and defect detection

Reviews
Ratings
Products
A cluster of low ratings usually names a specific fault. Scrape reviews by product to spot defects early, quantify how often each comes up, and prioritise what to fix.

Review authenticity screening

Reviews
Authors
Verified
Scrape author names, review dates and verified purchase status to assess how trustworthy a rating is. Collect it at volume to spot review bursts and unverified patterns.

Competitive product benchmarking

Reviews
Ratings
Products
Scrape ratings and review counts across rival products to benchmark satisfaction. Collect review text alongside to understand what buyers reward and where competitors fall short.
Compare Bright Data to others

Web Scraper API vs other providers

Capability
Other scraping providers
Auto-scaling infrastructure
Unlimited
Partial
Anti-bot & CAPTCHA bypass
Built-in
Partial
Residential proxy network
400M+ IPs
Limited pool
Pre-built scrapers
1,400+
50–200
Auto-maintenance (site changes)
24/7
Depends on who built it
Pricing model
One all-in price per record
Compute, proxy, and storage metered separately
Failed requests
Free, pay only for success
Often billed
Custom sites (no pre-built scraper)
AI builds it in minutes, self-healing included
Community-built scrapers, no SLA
Compliance (GDPR, CCPA, SOC 2)
Full
Partial
Structured output (JSON/CSV)
Automatic
Support
24/7 experts, even on the free tier
Community forum
Free tier
5K records/mo
Varies
compliance

Leading the way in ethical web data collection

Only publicly available data. ISO 27001 certified, SOC 2 controls, GDPR & CCPA compliant. Every use case is reviewed by a dedicated Compliance & Ethics team, backed by a documented Know Your Customer process and Acceptable Use Policy.



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Bright Data is used by world's top brands

Walmart Reviews Scraper API FAQs

The Walmart Reviews Scraper API is a powerful tool designed to automate data extraction from the Walmart Reviews website, allowing users to efficiently gather and process large volumes of data for various use cases.

The Walmart Reviews Scraper API works by sending automated requests to targeted website, extracting the necessary data points, and delivering them in a structured format. This process ensures accurate and quick data collection.

Yes, the Walmart Reviews Scraper API is designed to comply with data protection regulations, including GDPR and CCPA. It ensures that all data collection activities are performed ethically and legally.

Absolutely! The Walmart Reviews Scraper API is ideal for competitive analysis, allowing you to gather insights into your competitors' activities, trends, and strategies.

The Walmart Reviews Scraper API offers flawless integration with various platforms and tools. You can use it with your existing data pipelines, CRM systems, or analytics tools to improve your data processing capabilities.

Yes! Every new Bright Data account automatically includes 5,000 free credits per month (approximately $7.50 in value) — no credit card required, no promo code, no commitment. These credits apply to Scrapers (including the Walmart Reviews Scraper API), as well as the Unlocker API and SERP API. Credits renew on the 1st of each month, and you can start making API calls immediately after signing up.

When your 5,000 free monthly credits are exhausted, behavior depends on your account balance. If you have pre-deposited funds, usage continues seamlessly at standard PAYG rates with no interruption. If you have no deposited funds, requests will return an error until you add funds or until your credits renew on the 1st of the following month. Note that unused free credits do not roll over.

To avoid interruptions, you can enable auto-recharge in your billing settings at brightdata.com/cp/billing/settings.

There are no specific usage limits for the Walmart Reviews Scraper API, offering you the flexibility to scale as needed.

Yes, we offer dedicated support for the Walmart Reviews Scraper API. Our support team is available 24/7 to assist you with any questions or issues you may encounter while using the API.

Amazon S3, Google Cloud Storage, Google PubSub, Microsoft Azure Storage, Snowflake, and SFTP.

JSON, NDJSON, JSON lines, CSV, and .gz files (compressed).

Yes. Connect any agent through the hosted MCP server, point a coding agent at brightdata.com/SKILL.md to set itself up, or use the CLI. Agents authenticate once with browser OAuth and can run any of the Walmart Reviews scrapers.

The easiest way to scrape Walmart Reviews data at scale

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