data_object Structured JSON endpoint E-commerce

Walmart Best Sellers Scraper API

Access Walmart bestsellers data using our Walmart Scraper API. One API request returns clean, structured JSON while we get past CAPTCHAs, IP rate limiting, IP blocking, and headless-browser detection with rotating residential proxies.

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check_circle 1,000 free requests. No credit card. Residential proxies.

Request

curl "https://api.chocodata.com/api/v1/walmart/bestsellers?api_key=YOUR_API_KEY&url=https%3A%2F%2Fwww.walmart.com%2Fshop%2Fdeals"

JSON Response

200 OK

{
  "success": true,
  "query": "https://www.walmart.com/shop/deals",
  "results_count": 48,
  "results[0].title": "Top Walmart result...",
  "results[0].url": "https://walmart.com/...",
  "results[0].position": 1
  // + more fields
}

lan 237 targets

vpn_lock Residential proxy network

data_object Structured JSON

redeem 1,000 free requests

Everything you need to scrape Walmart

You never expose your own IP, you get validated JSON instead of raw HTML, and the free tier covers walmart scraper api at a one-time 1,000 requests with no card required.

data_object

Clean structured JSON

Fields come back parsed and validated, not a dump of HTML. Store Walmart bestsellers records straight into your database instead of writing brittle selectors for walmart scraper api.

gpp_good

Bypasses CAPTCHAs and anti-bot defenses

We get past CAPTCHAs, IP rate limiting, IP blocking, and headless-browser detection on Walmart using rotating, country-matched residential proxies, so requests look like real users and your own IP stays private.

api

One API call

The Walmart Scraper API is one simple API call. The same key works across our whole web scraping API: all 237 targets, any language, no SDK required.

travel_explore

Geo-targeting and JS rendering

Pass a country for proxy geo-targeting and turn on JavaScript rendering when a Walmart page needs it. walmart scraper handles dynamic content and region-locked results.

Scrape Walmart in one API request

Send one API request to the Walmart Scraper API and read back typed fields. Chocodata routes the request through country-matched residential proxies, retries soft blocks, and parses the page, so scrape walmart api data stays reliable as Walmart's markup shifts.

check_circle Validated, parsed JSON fields
check_circle Residential-proxy infrastructure
check_circle Only successful 2xx responses are billed

Get your free API key

Request

curl "https://api.chocodata.com/api/v1/walmart/bestsellers?api_key=YOUR_API_KEY&url=https%3A%2F%2Fwww.walmart.com%2Fshop%2Fdeals"

Response

{
  "success": true,
  "query": "https://www.walmart.com/shop/deals",
  "results_count": 48,
  "results[0].title": "Top Walmart result...",
  "results[0].url": "https://walmart.com/...",
  "results[0].position": 1
  // + more fields
}

Parameters

Pass these as query-string values alongside your API key. Only the required ones are mandatory; the rest have sensible defaults.

Parameter	Type	Required	Example
url	string	optional	https://www.walmart.com/shop/deals
category	string	optional	electronics
country	string	optional	us
add_html	string	optional	-

What you can build with Walmart data

Once the scraping API returns Walmart bestsellers data as clean JSON, these are the patterns teams reach for most.

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Data Aggregation

Pull Walmart bestsellers records into your own warehouse and analyze them on your terms.

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Market Intelligence

Track Walmart bestsellers data over time to spot market shifts before competitors do.

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Competitor Monitoring

Watch rivals on Walmart and alert your team when prices, ranks, or listings change.

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Lead Generation

Turn Walmart bestsellers data into targeted lead lists and feed them into your CRM.

Why developers pick Chocodata for Walmart

bolt

Fast at the tail

Median 2.6 s per request with multi-tier retry, so latency stays predictable even when Walmart fights back.

verified_user

Parity-checked output

Fields are regression-tested on every extractor change, so 2xx responses match the live page.

hub

One key, 237 targets

The same scraping API key that scrapes Walmart works across every other target, with official Node, Python, and Go SDKs.

Simple pricing that scales with you

Start free with a one-time 1,000 requests and 5,000 credits, no credit card. Scale on monthly plans from $19, or top up pay-as-you-go at $0.90 per 1,000 successful requests. Only successful 2xx responses are billed, and every plan covers the full scraping API: all 237 targets and every endpoint.

Free

Forever free on signup

check_circle1,000 requests (5,000 credits), one-time
check_circle10 concurrent requests
check_circleAll 237 targets
check_circleFull dashboard + analytics
check_circleTop-up at $0.90 / 1k
check_circleCommunity support

Start free

Vibe

$19 / month

$0.70 / 1k effective

check_circle27,000 requests / month (135,000 credits)
check_circle30 concurrent requests
check_circleAll 237 targets + content-language
check_circleCountry-matched residential IPs
check_circlePer-API-key usage tracking
check_circleTop-up at $0.90 / 1k
check_circleEmail support (1 business day)

Get Vibe

Pro

$49 / month

$0.60 / 1k effective

check_circle82,000 requests / month (410,000 credits)
check_circle50 concurrent requests
check_circlePriority routing queue
check_circleCountry-matched residential IPs
check_circleTeam seats (up to 5)
check_circleTop-up at $0.90 / 1k
check_circleEmail + chat support

Get Pro

Custom

$100-$2k / month

Flat $0.50 / 1k effective at every level

check_circle200k - 4M+ requests / month
check_circle100-500+ concurrent requests
check_circlePriority queue (highest)
check_circlePremium proxy pool + SLA on request
check_circleUnlimited team seats
check_circleWire / invoice / annual PO
check_circleDedicated Slack channel

Pick Custom level

Pay-as-you-go top-up

$0.90 / 1,000 successful requests

Available on every plan including Free. Top up any time when included credits run out. Only 2xx responses charged. Balance never expires.

See full pricing and calculator →

Walmart Scraper API FAQ

Is it legal to scrape Walmart?

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Scraping publicly accessible Walmart data is generally legal in the US under the Ninth Circuit's hiQ v. LinkedIn ruling, which held that scraping public web data does not violate the Computer Fraud and Abuse Act. It does not override Walmart's own Terms of Service, which are a contract matter, so check those for your use case and comply with data laws such as GDPR. This is general information, not legal advice.

How do I scrape Walmart without getting blocked?

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You scrape Walmart without getting blocked by letting Chocodata route every request through country-matched residential proxies with automatic rotation and retries. Because the traffic looks like real users from real networks, the Walmart Scraper API gets through anti-bot defenses that block datacenter IPs, and you never expose your own address.

What data does the Walmart Scraper API return?

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The Walmart Scraper API returns Walmart bestsellers data as structured JSON: the core fields parsed from the page, ready to store or query. Exact fields depend on the bestsellers type, and only successful (2xx) responses are billed.

How much does the Walmart Scraper API cost?

expand_more

The Walmart Scraper API costs nothing to start: the Free plan includes a one-time 1,000 requests (5,000 credits) across all 237 targets. After that, monthly plans begin at $19, or you top up pay-as-you-go at $0.90 per 1,000 successful requests. One request is 5 credits, and non-2xx responses are never charged.

Do I need a Walmart account or login?

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No Walmart account or login is required. The Walmart Scraper API reads publicly accessible bestsellers pages, so you only need a Chocodata API key, not Walmart credentials. Pages that sit behind a Walmart login are out of scope.

View more Walmart scraping API endpoints

Every Walmart endpoint returns structured JSON from the same API key and free tier. Explore the full Walmart scraper family:

Walmart arrow_forward Walmart Filters arrow_forward Walmart Product arrow_forward Walmart Relatedqueries arrow_forward Walmart Reviews arrow_forward

View other scraping APIs arrow_forward

Start scraping Walmart for free

1,000 free scraping API requests on signup across all 237 targets. No credit card required.

Get your free API key Browse all scrapers