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.

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#1

Ranked (by AIMultiple)

99.2%

Avg. success rate

100M+

Requests weekly

400M+

Proxy IPs built in

GDPR & CCPA

Compliant

BJ's Wholesale Club Scraper API Pricing

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

Free Tier
5K
records
Start free
  • 5K records per month
  • No credit card required
  • Expert support
Pay as you go
$1.5/1K record
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  • Pay only for success
  • Set monthly spend limits
  • Unlimited concurrency
  • Expert support
Scale
$499 /month
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  • 384,000 records included
  • $1.3/1K additional records
  • Unlimited concurrency
  • Cancel anytime
  • Expert support
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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
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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 [current_scrper_name] 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
[
  {
    "db_source": "1789612441158",
    "timestamp": "2026-09-17",
    "url": "https:\/\/www.bjs.com\/product\/realime-lime-juice-2-pk32-oz\/3000000000002964259\/",
    "item_id": "265433",
    "variant_id": "265433",
    "title": "ReaLime Lime Juice, 2 pk.\/32 oz.",
    "description": "ReaLime is 100% juice made from concentrate and balanced to natural strength. This juice is made from quality limes for ...",
    "product_category": "Home \u003E Grocery \u003E Beverages \u003E Juice"
  },
  {
    "db_source": "1789612441158",
    "timestamp": "2026-09-17",
    "url": "https:\/\/www.bjs.com\/product\/nimble-wally-subnano-30-bundle---ultra-compact-30w-wall-charger-with-usb-c-to-usb-c-cable\/30...",
    "item_id": "338656",
    "variant_id": "338656",
    "title": "Nimble Wally SubNano 30 Bundle - Ultra Compact 30W Wall Charger with USB-C to USB-C Cable",
    "description": "Wally Subnano 30 features power delivery and quick charge technology delivering 30W efficient power to any smartphone, t...",
    "product_category": "Home \u003E TVs \u0026 Electronics \u003E Electronics Accessories \u003E TV Accessories \u003E Cables \u0026 Connectors"
  },
  {
    "db_source": "1789612441158",
    "timestamp": "2026-09-17",
    "url": "https:\/\/www.bjs.com\/product\/dots-homestyle-pretzels-parmesan-garlic-seasoned-pretzel-twists-35-oz\/3000000000005724293\/",
    "item_id": "344227",
    "variant_id": "344227",
    "title": "Dot\u0027s Homestyle Pretzels Parmesan Garlic Seasoned Pretzel Twists, 35 oz.",
    "description": "Get ready for the snack adventure of your life! Dot\u0027s Parmesan Garlic Seasoned Pretzel Twists are braided and dusted wit...",
    "product_category": "Home \u003E Grocery \u003E Snacks \u003E Pretzels \u0026 Popcorn"
  },
  {
    "db_source": "1789612441158",
    "timestamp": "2026-09-17",
    "url": "https:\/\/www.bjs.com\/product\/pepsi-prebiotic-soda-original-cola-cherry-vanilla-18-pk12-fl-oz\/3000000000006186247\/",
    "item_id": "352986",
    "variant_id": "352986",
    "title": "Pepsi Prebiotic Soda, Original Cola, Cherry Vanilla, 18 pk.\/12 fl. oz.",
    "description": "Pepsi Prebiotic Cola has the classic Pepsi taste you love with no artificial sweeteners, 30 calories, only 5g cane sugar...",
    "product_category": "Home \u003E Grocery \u003E Beverages \u003E Soda \u0026 Pop"
  },
  {
    "db_source": "1789612441158",
    "timestamp": "2026-09-17",
    "url": "https:\/\/www.bjs.com\/product\/wellsley-farms-premium-infant-formula-powder-48-oz\/3000000000004352351\/",
    "item_id": "306112",
    "variant_id": "306112",
    "title": "Wellsley Farms Premium Infant Formula Powder, 48 oz.",
    "description": "Wellsley Farms Premium Infant Formula Powder is formulated with iron and suited for infants 0-12 months old. Inspired by...",
    "product_category": "Home \u003E Baby \u003E Nursing \u0026 Feeding \u003E Baby Formula"
  }
]
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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.

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).

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