---
title: "Universal Standard scraper: apparel and sizes"
url: https://www.datawebot.com/learn/universal-standard
description: "Map conventional sizes to Universal Standard labels, compare product-level fit and fabric, and identify Fit Liberty exchange eligibility and market limits."
updated: 2026-10-23
author: datawebot team
---

Independent source guide

# Universal Standard data extraction: size labels, fit and Fit Liberty

Map conventional sizes to Universal Standard labels, compare product-level fit and fabric, and identify Fit Liberty exchange eligibility and market limits.

Updated October 23, 2026 · datawebot team

Extract Universal Standard with its endpoints: [predictive search](https://www.datawebot.com/scraper/s_www_universalstandard_com#search) and [product details](https://www.datawebot.com/scraper/s_www_universalstandard_com#product-details) and [catalogue](https://www.datawebot.com/scraper/s_www_universalstandard_com#catalogue) . Extraction Jobs are open to every account with 200 free trial credits; [connect your agent through MCP](https://www.datawebot.com/docs/agents) to run them.

## Conventional sizes map to Universal Standard labels

The Find My Size guide pairs conventional U.S. sizes 00–40 with Universal Standard labels from 4XS through 4XL. A product selector combines the label and numeric range (for example, 2XS_6-8); the All Day Easy Pants size chart identifies bust, natural waist and hip body measurements in inches.

| Conventional U.S. sizes | Universal Standard label | Combined size label (normalized display mapping) |
| --- | --- | --- |
| 00–0 | 4XS | 4XS_00-0 |
| 2–4 | 3XS | 3XS_2-4 |
| 6–8 | 2XS | 2XS_6-8 |
| 10–12 | XS | XS_10-12 |
| 14–16 | S | S_14-16 |
| 18–20 | M | M_18-20 |
| 22–24 | L | L_22-24 |
| 26–28 | XL | XL_26-28 |
| 30–32 | 2XL | 2XL_30-32 |
| 34–36 | 3XL | 3XL_34-36 |
| 38–40 | 4XL | 4XL_38-40 |

[Universal Standard Find My Size guide ↗](https://www.universalstandard.com/pages/find-my-size) · [All Day Easy Pants size guide and option labels ↗](https://www.universalstandard.com/products/all-day-easy-pants-botanic) · [Product, variant and size field reference ↗](https://www.datawebot.com/docs/data)

## Fit Liberty is an item-level exchange benefit

Fit Liberty eligibility is shown in the collection and on marked product pages. The program's exchange window, current-inventory rule, market and product exclusions change how an eligible item is compared.

| Eligibility marker | Exchange window and method | Market and item limits |
| --- | --- | --- |
| Fit Liberty collection or product-page mark | The specific item must be identified as Fit Liberty; sizes and styles are limited to current inventory, with no rainchecks. | The benefit attaches to marked items; it is not a general exchange promise for every product. |
| One-time size exchange | Terms allow one size exchange within one year of the purchase date, beyond the standard 30-day return period; the customer selects the new size through the returns portal. | The added year applies to the size exchange; it does not create a longer standard refund period. |
| Market and excluded purchases | U.S. mail exchanges are limited to the 50 states and District of Columbia; the terms also list Happy Returns bar locations. | International customers may buy collection items but are excluded from exchanges; Final Sale and Denim Drive items are excluded, and no rainchecks are provided. |

[Fit Liberty Collection ↗](https://www.universalstandard.com/collections/fit-liberty) · [Fit Liberty Terms ↗](https://www.universalstandard.com/pages/fit-liberty-terms) · [Fit Liberty FAQ ↗](https://www.universalstandard.com/pages/fit-liberty-faq)

## Fit descriptors belong to the individual style

The All Day Easy Pants page describes one pull-on tapered cut and gives its own fit recommendation and fabric composition. Those fields distinguish this style without generalizing the recommendation to the full catalog.

| Product example | Fit and construction fields | Fabric and care |
| --- | --- | --- |
| All Day Easy Pants - Botanic | Matching pants: Pull-On; Tapered Leg; product-page fit recommendation: Runs True, with a suggestion to take the regular size. | 66% recycled polyester, 30% rayon and 4% elastane; machine wash cold, non-chlorine bleach only, tumble dry low. |

[All Day Easy Pants - Botanic product details ↗](https://www.universalstandard.com/products/all-day-easy-pants-botanic)

Content reviewed 2026-10-23.
