BJ's Wholesale Club Scraper API

Scrape BJ’s Wholesale Club to collect publicly available product data including product names, prices, categories, descriptions, brands, availability, bulk sizes, promotions, member deals, images, and club locations.

5K free records/month · Credit card not required

Available BJ's Wholesale Club scrapers

Pick a BJ's Wholesale Club scraper and call it. Every BJ's Wholesale Club scraper lists its output fields, delivery volume, and live success rate.

Explore thousands of production-ready scrapers

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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

BJ's Wholesale Club 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.
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Free Tier
5K
records
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  • 5K records per month
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Pay as you go
$1.5/1K record
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  • Unlimited concurrency
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Scale
$499 /month
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  • 384,000 records included
  • $1.3/1K additional records
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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 BJ's Wholesale Club data in 3 steps

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

    Choose from the BJ's Wholesale Club 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 BJ's Wholesale Club 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.bjs.com/product/bananas-3-lbs/3000000000000142817/"},{"url":"https://www.bjs.com/product/sandisk-portable-ssd-external-2tb/3000000000004992253/"}]' "https://api.brightdata.com/datasets/v3/trigger?dataset_id=gd_mm3gd9wmbdp67oxsf&format=json&uncompressed_webhook=true"
Response payload
[
  {
    "timestamp": "2026-10-22",
    "url": "https:\/\/www.bjs.com\/product\/fortress-extra-large-personal-safe-with-electronic-lock\/3000000000001989795\/",
    "item_id": "240957",
    "variant_id": "240957",
    "title": "Fortress Extra Large Personal Safe with Electronic Lock",
    "description": "The Fortress Extra Large Personal Safe with Electronic Lock is large enough to accommodate and secure handguns, jewelry,...",
    "product_category": "Home \u003E Furniture \u003E Office Furniture \u003E Safes",
    "category_tree": [
      {
        "name": "Home",
        "url": "https:\/\/www.bjs.com\/"
      },
      {
        "name": "Furniture",
        "url": "https:\/\/www.bjs.com\/category\/furniture\/"
      },
      {
        "name": "Office Furniture",
        "url": "https:\/\/www.bjs.com\/category\/furniture\/office-furniture\/"
      },
      {
        "name": "Safes",
        "url": "https:\/\/www.bjs.com\/category\/furniture\/office-furniture\/safes\/"
      }
    ]
  },
  {
    "timestamp": "2026-10-22",
    "url": "https:\/\/www.bjs.com\/product\/painted-spider-mums-100-stems---burgundy\/254104\/",
    "item_id": "2054208",
    "variant_id": "2054208",
    "title": "Painted Spider Mums, 100 Stems - Burgundy",
    "description": "Colorful Painted Spider blossoms create a striking, exotic flower with long, thin petals bursting from its center. As a ...",
    "product_category": "Home \u003E Flowers \u003E Other Flowers",
    "category_tree": [
      {
        "name": "Home",
        "url": "https:\/\/www.bjs.com\/"
      },
      {
        "name": "Flowers",
        "url": "https:\/\/www.bjs.com\/category\/flowers\/"
      },
      {
        "name": "Other Flowers",
        "url": "https:\/\/www.bjs.com\/category\/flowers\/other-flowers\/"
      }
    ]
  },
  {
    "timestamp": "2026-10-22",
    "url": "https:\/\/www.bjs.com\/product\/fresh-cut-watermelon-chunks-24-oz\/3000000000000182521\/",
    "item_id": "28947",
    "variant_id": "28947",
    "title": "Fresh Cut Watermelon Chunks, 24 oz.",
    "description": "Del Monte Fresh Cut Watermelon Chunks are a ready-to-serve sweet treat. Bring this pre-sliced watermelon to your next pi...",
    "product_category": "Home \u003E Grocery \u003E Produce \u003E Fresh Fruit",
    "category_tree": [
      {
        "name": "Home",
        "url": "https:\/\/www.bjs.com\/"
      },
      {
        "name": "Grocery",
        "url": "https:\/\/www.bjs.com\/category\/grocery\/"
      },
      {
        "name": "Produce",
        "url": "https:\/\/www.bjs.com\/category\/grocery\/produce\/"
      },
      {
        "name": "Fresh Fruit",
        "url": "https:\/\/www.bjs.com\/category\/grocery\/produce\/fresh-fruit\/"
      }
    ]
  },
  {
    "timestamp": "2026-10-22",
    "url": "https:\/\/www.bjs.com\/product\/deckmate-corona-chimenea---brushed-gold\/164596\/",
    "item_id": "2012989",
    "variant_id": "2012989",
    "title": "Deckmate Corona Chimenea - Brushed Gold",
    "description": "A warm, smoky fire can help fight off the chill of a brisk night, extending your summertime gatherings past the setting ...",
    "product_category": "Home \u003E Patio \u0026 Garden \u003E Fire Pits \u0026 Patio Heaters \u003E Fire Pits",
    "category_tree": [
      {
        "name": "Home",
        "url": "https:\/\/www.bjs.com\/"
      },
      {
        "name": "Patio \u0026 Garden",
        "url": "https:\/\/www.bjs.com\/category\/patio-and-garden\/"
      },
      {
        "name": "Fire Pits \u0026 Patio Heaters",
        "url": "https:\/\/www.bjs.com\/category\/patio-and-garden\/fire-pits-and-patio-heaters\/"
      },
      {
        "name": "Fire Pits",
        "url": "https:\/\/www.bjs.com\/category\/patio-and-garden\/fire-pits-and-patio-heaters\/fire-pits\/"
      }
    ]
  },
  {
    "timestamp": "2026-10-22",
    "url": "https:\/\/www.bjs.com\/product\/hanes-mens-ultimate-crew-t-shirt-5-pkxl\/3000000000006185751\/",
    "item_id": "355119355119",
    "variant_id": "355119355119",
    "title": "Hanes Men\u0027s Ultimate Crew T-Shirt, 5-pk.\/XL",
    "description": "These men\u0027s crewneck undershirts are everyday layering t-shirts designed for soft comfort, moisture management, and vers...",
    "product_category": "Home \u003E [ \u003E { \u003E \u0022 \u003E 1 \u003E \u0022 \u003E : \u003E \u0022 \u003E A \u003E p \u003E p \u003E a \u003E r \u003E e \u003E l \u003E \/ \u003E c \u003E a \u003E t \u003E e \u003E g \u003E o \u003E r \u003E y \u003E \/ \u003E a \u003E p \u003E p \u003E a \u003E r...",
    "category_tree": [
      {
        "name": "Home",
        "url": "https:\/\/www.bjs.com\/"
      },
      {
        "name": "[",
        "url": null
      },
      {
        "name": "{",
        "url": null
      },
      {
        "name": "\u0022",
        "url": null
      },
      {
        "name": "1",
        "url": null
      },
      {
        "name": "\u0022",
        "url": null
      },
      {
        "name": ":",
        "url": null
      },
      {
        "name": "\u0022",
        "url": null
      }
    ]
  }
]
Start free
TERMINAL

Tell your agent:

Read https://brightdata.com/SKILL.md and get structured JSON for this BJ's Wholesale Club product via the Web Scraper API (gd_mm3gd9wmbdp67oxsf): https://www.bjs.com/product/bananas-3-lbs/3000000000000142817/

Or run it yourself:

curl -H "Authorization: Bearer YOUR_API_KEY" -H "Content-Type: application/json" -d '[{"url":"https://www.bjs.com/product/bananas-3-lbs/3000000000000142817/"}]' "https://api.brightdata.com/datasets/v3/trigger?dataset_id=gd_mm3gd9wmbdp67oxsf&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 BJ's Wholesale Club scrapers into your agent

Your agent picks from BJ’s Wholesale Club 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.
Use cases

BJ's Wholesale Club data scraping use cases

Real-time BJ's Wholesale Club intelligence for your business.

Club warehouse assortment mapping

Category tree
Product category
Title
Scrape the category tree with titles to map how the range spans grocery, household, electronics and seasonal.

Brand and own-label mix

Brand
Product category
Item ID
Club retail mixes national brands with own label. Scrape the brand field to measure how much space each holds.

Bulk pack size depth

Variant ID
Item ID
Title
Club formats sell in bulk packs. Scrape variant IDs against item IDs to count real options and normalise unit pricing.

Assortment change detection

Item ID
URL
Category tree
Club assortments rotate constantly. Diff item IDs on a schedule to catch new products and spot what has cleared.
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.



Bright Data is used by world's top brands

BJ's Wholesale Club Scraper API FAQs

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

The BJ's Wholesale Club 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 BJ's Wholesale Club 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 BJ's Wholesale Club Scraper API is ideal for competitive analysis, allowing you to gather insights into your competitors' activities, trends, and strategies.

The BJ's Wholesale Club 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 BJ's Wholesale Club 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 BJ's Wholesale Club Scraper API, offering you the flexibility to scale as needed.

Yes, we offer dedicated support for the BJ's Wholesale Club 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 BJ's Wholesale Club scrapers.

The easiest way to scrape BJ's Wholesale Club data at scale