Universal Standard Scraper API

Scrape Universal Standard size-inclusive womenswear carried from 00 to 40. Collect Universal Standard data such as product title, description, brand, product category, category tree, item ID, variant ID, and product URL.

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5K free records/month · Credit card not required

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Available Universal Standard scrapers

Pick an Universal Standard scraper and call it. Every Universal Standard scraper lists its output fields, delivery volume, and live success rate.

Universalstandard Product

URL, Item id, Variant id, Title, Description, Product category, Category tree, Brand, and more.
Views217+
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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

Universal Standard 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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  • Pay only for success, no hidden fees
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  • 24/7 expert support and enterprise features
Free Tier
5K
records
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  • 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
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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
We accept these payment methods:

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How it works

From zero to Universal Standard data in 3 steps

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

  1. Pick a scraper

    Choose from the Universal Standard 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 Universal Standard 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.universalstandard.com/sitemap.xml","all_variations":true}]' "https://api.brightdata.com/datasets/v3/trigger?dataset_id=gd_mpzslt1426ts085478&format=json&uncompressed_webhook=true"
Response payload 
[
  {
    "timestamp": "2026-06-23",
    "url": "https:\/\/www.universalstandard.com\/products\/classic-v-neck-ribbed-tee-white",
    "item_id": "7539071254574",
    "variant_id": "USTO2132V-025-L",
    "title": "Classic V-Neck Ribbed Tee - White",
    "description": "Fitted to perfection for plus-size and straight-size alike, our Classic V-Neck Rib Tee is designed to skim the body with...",
    "product_category": "Effortless Summer Styles \u003E Classic V-Neck Ribbed Tee - White",
    "category_tree": [
      {
        "name": "Effortless Summer Styles",
        "url": "https:\/\/www.universalstandard.com\/collections\/effortless-summer-styles"
      },
      {
        "name": "Classic V-Neck Ribbed Tee - White",
        "url": "https:\/\/www.universalstandard.com\/products\/classic-v-neck-ribbed-tee-white"
      }
    ]
  },
  {
    "timestamp": "2026-06-23",
    "url": "https:\/\/www.universalstandard.com\/products\/classic-v-neck-ribbed-tee-white",
    "item_id": "7539071254574",
    "variant_id": "USTO2132V-025-XL",
    "title": "Classic V-Neck Ribbed Tee - White",
    "description": "Fitted to perfection for plus-size and straight-size alike, our Classic V-Neck Rib Tee is designed to skim the body with...",
    "product_category": "Effortless Summer Styles \u003E Classic V-Neck Ribbed Tee - White",
    "category_tree": [
      {
        "name": "Effortless Summer Styles",
        "url": "https:\/\/www.universalstandard.com\/collections\/effortless-summer-styles"
      },
      {
        "name": "Classic V-Neck Ribbed Tee - White",
        "url": "https:\/\/www.universalstandard.com\/products\/classic-v-neck-ribbed-tee-white"
      }
    ]
  },
  {
    "timestamp": "2026-06-23",
    "url": "https:\/\/www.universalstandard.com\/products\/classic-v-neck-ribbed-tee-white",
    "item_id": "7539071254574",
    "variant_id": "USTO2132V-025-2XL",
    "title": "Classic V-Neck Ribbed Tee - White",
    "description": "Fitted to perfection for plus-size and straight-size alike, our Classic V-Neck Rib Tee is designed to skim the body with...",
    "product_category": "Effortless Summer Styles \u003E Classic V-Neck Ribbed Tee - White",
    "category_tree": [
      {
        "name": "Effortless Summer Styles",
        "url": "https:\/\/www.universalstandard.com\/collections\/effortless-summer-styles"
      },
      {
        "name": "Classic V-Neck Ribbed Tee - White",
        "url": "https:\/\/www.universalstandard.com\/products\/classic-v-neck-ribbed-tee-white"
      }
    ]
  },
  {
    "timestamp": "2026-06-23",
    "url": "https:\/\/www.universalstandard.com\/products\/classic-v-neck-ribbed-tee-white",
    "item_id": "7539071254574",
    "variant_id": "USTO2132V-025-3XL",
    "title": "Classic V-Neck Ribbed Tee - White",
    "description": "Fitted to perfection for plus-size and straight-size alike, our Classic V-Neck Rib Tee is designed to skim the body with...",
    "product_category": "Effortless Summer Styles \u003E Classic V-Neck Ribbed Tee - White",
    "category_tree": [
      {
        "name": "Effortless Summer Styles",
        "url": "https:\/\/www.universalstandard.com\/collections\/effortless-summer-styles"
      },
      {
        "name": "Classic V-Neck Ribbed Tee - White",
        "url": "https:\/\/www.universalstandard.com\/products\/classic-v-neck-ribbed-tee-white"
      }
    ]
  },
  {
    "timestamp": "2026-06-23",
    "url": "https:\/\/www.universalstandard.com\/products\/classic-v-neck-ribbed-tee-white",
    "item_id": "7539071254574",
    "variant_id": "USTO2132V-025-4XL",
    "title": "Classic V-Neck Ribbed Tee - White",
    "description": "Fitted to perfection for plus-size and straight-size alike, our Classic V-Neck Rib Tee is designed to skim the body with...",
    "product_category": "Effortless Summer Styles \u003E Classic V-Neck Ribbed Tee - White",
    "category_tree": [
      {
        "name": "Effortless Summer Styles",
        "url": "https:\/\/www.universalstandard.com\/collections\/effortless-summer-styles"
      },
      {
        "name": "Classic V-Neck Ribbed Tee - White",
        "url": "https:\/\/www.universalstandard.com\/products\/classic-v-neck-ribbed-tee-white"
      }
    ]
  }
]
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Choose your path

Start collecting Universal Standard 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
Use cases

Universal Standard data scraping use cases

Real-time Universal Standard intelligence for your business.

Range mapping

Category tree
Product category
Title
Scrape the category tree with titles to map how Universal Standard's range spans dresses, tops, trousers, denim and outerwear. The tree matters less here than the size range behind it, which is the brand's whole proposition.

Spec and material research

Description
Title
Product category
Scrape descriptions to compare fabrics, stretch, fits and construction across garments. Pulled across a whole category it builds the comparison table buyers otherwise assemble by hand, and it gives product teams a factual base for teardown work.

Variant analysis

Variant ID
Item ID
Title
Scrape variant IDs against item IDs to count the sizes each style is genuinely offered in, which is the point of the brand. Variant spread is a dependable signal of which lines the business is investing in and which are quiet tests. Counted over several months it also shows where sizes or options are quietly being dropped.

New product monitoring

Item ID
URL
Category tree
Diff item IDs and URLs on a schedule to catch new products as they list and older ones as they retire. Size availability moves faster than the range itself, so scheduled runs show whether inclusive sizing is being maintained in practice.
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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
Elio Narciso
Co-founder and CEO at ScaleStack
Jessica Zizzamia
Head of Product at Vibeslist
Arjun Chintapalli
Co-Founder & CTO of RTRVR
TJ Richardson
Co-founder at Fundable
Saroop Bharwani
Co-founder at Senso
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Co-founder at Parallax Vision
Bhavani Kalisetty
Co-Founder & CTO of RTRVR

Universal Standard Scraper API FAQs

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

The Universal Standard 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 Universal Standard 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 Universal Standard Scraper API is ideal for competitive analysis, allowing you to gather insights into your competitors' activities, trends, and strategies.

The Universal Standard 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 Universal Standard 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 Universal Standard Scraper API, offering you the flexibility to scale as needed.

Yes, we offer dedicated support for the Universal Standard 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 Universal Standard scrapers.

The easiest way to scrape Universal Standard data at scale

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