Ulta Beauty Scraper: Shade, Size and Store-Level Data

Ulta Beauty product fields we extract, SKU by SKU

An Ulta Beauty record has two levels we keep apart: the product level holds what is true of the whole item, the SKU level everything that changes shade by shade and size by size.

• Product - brand name, product name, product id, the colon-delimited category path, the benefits list, key ingredients, the full ingredient declaration, how-to-use copy, and the brand-level note saying whether Ulta coupons apply.
• SKU - skuId, printed on the page as the Item number, shade name, the undertone sentence beside the swatch such as very fair with neutral undertones, size such as 1.0 oz, list price, sale price, discount, the flags marking a variant disabled or unavailable, and the swatch and smoosh images keyed on skuId.
• Listing tile - brand, product name, list price given as a range across sizes, rating, review count, badges such as New, Online only, Only at Ulta and Beauty Steal, promo copy such as Buy 1 Get 1 50% Off, and a sponsored flag separating paid slots from organic rank.
• Fulfilment - the three tiles shown on every product, ship, pickup and same day, each with its own state, plus the delivery speed line and the Replenish and Save subscription price.
• Preferences - the attribute vocabulary Ulta filters on: Clean Ingredients, Cruelty Free, Vegan, Sustainable Packaging, Give Back, Paraben Free, Sulfate Free, and named actives such as Hyaluronic Acid and Niacinamide.
• Reviews - star average and review count, and per review the headline, the body, the reviewer nickname, a city and state string, a creation date and a rating, plus the positive and negative pair the page surfaces.
• Stores - store number, postal address, phone, coordinates and opening hours per weekday.

Facet vocabularies are not global, and that is where a generic crawler goes wrong. Foundation exposes Form, Finish, Coverage, Skin Type and SPF; shampoo exposes Type and Concern; lipstick exposes a Color facet whose values carry hex swatch codes; face serums expose Skin Type and a Concern list from Acne and Blemishes to Uneven Skin Tone. A field list right for makeup is wrong for hair care, so we map facets per category first. If Ulta stops publishing a field, the column arrives empty and the run report says so.

Store stock, loyalty offers and the limits we keep

Two things about Ulta are easy to underestimate. The first is that stock is a store fact, not a site fact. Pickup and same day delivery are fulfilled from a named location, and the In Store filter on a listing does nothing at all until a store has been chosen. Every branch carries its number in its own address and publishes street address, phone, coordinates and weekday opening hours. We record the store a stock reading was taken under, because a stock value without its store cannot be reproduced.

The second is loyalty pricing. Ulta Beauty Rewards, still called Ultamate Rewards in the app and on the credit card, shapes what a shopper pays: points multipliers run on named brands for a fixed window, Diamond and Platinum members get shipping that other members do not, and some event offers are gated on membership. The offer copy is public and we collect it. The member benefit chart is published as an image rather than as text, and account pricing sits behind a login. We do not sign in, so we never report a member price as though it were a shelf price.

On personal data the default is narrow. Ulta prints a reviewer nickname and a city and state beside each review. Our standard output carries review text, rating and date, with reviewer identifiers excluded and location reported in aggregate rather than person by person. Anything wider than that is agreed in writing before the first run. We collect only publicly available data - everything a visitor can see on Ulta Beauty - and we collect it legally.