Style Sketch by Meta: what it means for fashion brands

Style Sketch is a Meta app that suggests what to wear with the clothes you already own, and helps you rebuild your closet from the photos you've posted on Instagram and Facebook: the app spots the items and you choose which ones are yours. You can also add items by hand, with a photo or a short video, and you see each combination on a virtual model with your body shape and your skin tone.

There's no post about the app in Meta's Newsroom, and for now it has come out in Southeast Asia, on the App Store and on Google Play, where it has already passed 100,000 downloads.

It reached me through a Facebook post that credited it with a few more features than it has. I run ads on Meta for a living, and that's the angle I looked at it from: what data it says it uses and what it could mean for anyone selling clothes with ads.

What does Style Sketch actually do?

Style Sketch works as a stylist for the clothes you own. If you connect Instagram or Facebook, the app reads a limited number of your most recent photos and suggests the items it recognizes. On its How we use your data page, Meta states that it can't know which clothes in a photo are yours: the ones it finds show up as suggestions, and they only go into your closet if you pick them. Otherwise you upload them by hand.

Once your closet is filled, according to the official store description, the app can:

put together outfits using only what's in your closet, fitted to your body and your style;
show you every combination on a realistic model with your body shape and your skin tone;
build several looks around a single item, for example the jacket you never wear;
suggest the outfit of the day based on the weather in your city;
pack your suitcase day by day, starting from the destination and the forecast;
show you looks and trends, with a way to recreate them with your own clothes;
send two outfits to a friend to help you choose.

The store screenshots also show a trip plan and a weekly plan, where you describe what your week looks like and the app suggests an outfit for each day.

The post I started from said the app recommends the colors that suit your skin tone best. That feature isn't in the official description. Skin tone is used to build the model you see the outfits on.

The description also stresses something else, that you don't need to buy anything: "No shopping required". The listing doesn't show any feature for making purchases.

Can you use Style Sketch in Europe?

Not on iPhone. I checked the App Store country by country: right now Style Sketch is listed in Singapore and two nearby countries, Indonesia and Thailand, and it's missing from every European store, Italy included, and from the US one. The Google Play listing, on the other hand, doesn't say which countries it can be installed in.

The App Store version history goes back to early October, with one update after another.

So if you work in Europe, the most useful thing to do today is read what Meta says it does with the app's data, because that tells you how it uses it.

What data does Style Sketch collect?

The privacy labels on the two stores are Meta's own statements, and on advertising they don't say the same thing. On the App Store, where Apple notes that it hasn't verified them, Meta states that it may link photos and videos, contacts, coarse location, purchase and search history, and also "Sensitive Info" to your identity, and may use them for its own advertising and for third-party advertising. Apple counts data such as racial or ethnic data and biometric data as sensitive, and by "third-party advertising" it means showing other companies' ads in the app or sharing data with the parties that show them. On Google Play, by contrast, the label lists no advertising use and says no data is shared with third parties. Among the data collected, though, it lists race and ethnicity, optional, for app functionality and personalization, which fits a model built on your skin tone. Neither label says whether the photos are used to train Meta's AI.

What Meta declares	App Store	Google Play
Photos and videos	Linked to you, including for advertising	Optional, for functionality and personalization
Sensitive data	"Sensitive Info", including for advertising	Race and ethnicity, optional, no advertising
Advertising use	Meta's and third-party advertising	None listed
Sharing with third parties	Not specified, but it falls under Apple's definition of "third-party advertising"	None

I read the labels on November 3, 2026. They describe what Meta reserves the right to do with the data, and from the outside you can't see how much of it actually happens.

Why does Meta care about your closet?

Apps that digitize your closet already exist, for example the one from the startup Alta. In April, Google Photos also announced a feature that finds clothing items in your phone's gallery on its own. Style Sketch starts instead from the photos you've already posted on Instagram and Facebook, and adds a model of your body. If you use the packing feature, Meta also knows where you're about to go.

If the app works, Meta gets a record of what a person owns and what their style is, together with what their body looks like and where they're about to go. In my view, for advertisers that's useful information, because it shows what's missing from the closet before the person goes looking for it.

Meta hasn't said it will use this data for ads. The App Store label, though, reserves the right to do so, and that's the part anyone working with ads should keep an eye on.

What changes today for advertisers on Meta?

Today Style Sketch doesn't change anything directly for advertisers on Meta. The app isn't on the European App Stores, and none of the official pages I read connect it to features for advertisers. If someone offers you an audience built on Style Sketch closets, ask them where they got it and which Meta document it's based on. There's also a technical limit that Meta itself states: the app recognizes clothes in photos but doesn't know who they belong to, and each item only goes into the closet if the person confirms it. What the app shows is Meta's work on reading clothes in images and connecting them to a person's taste.

My own reading goes beyond the facts, so I'm keeping it separate. Meta has been working for a while on understanding what's inside images and ads: with GenRecs it already describes ads by concepts instead of a code for each one. The better the system gets at recognizing clothes, the more it will matter how you describe yours, because a system that reasons about products can only use the information it finds.

Could Style Sketch come to Europe as it is?

It could, but in Europe it would have to comply with two specific rules. The Digital Services Act, in Article 26(3), bans platforms from showing ads based on profiling that uses the special categories of data under the GDPR, which include ethnic origin. The Digital Markets Act, in Article 5(2), lets a gatekeeper like Meta use Instagram or Facebook data in another of its services only after the user has been given a specific choice and has consented. In Europe, then, data like skin color, which can reveal ethnic origin, couldn't be used to show ads, and connecting Instagram to the app would need separate consent, which the user can refuse. Body shape and the closet itself aren't data of this kind. Knowing you own a blue jacket isn't sensitive data, and with the right consent it could become a signal like any other.

Meta itself has a precedent too. Since January 19, 2022, it has removed detailed targeting options tied to topics people may see as sensitive, such as ethnicity or health.

What can clothing brands do right now?

There's no need to wait for Style Sketch to reach Europe. The two things I'd do already apply to Meta campaigns today.

The first is describing your catalog well. In its guide to catalog fields, Meta recommends providing as much product data as possible to improve ad performance. For clothing, that means filling in color, material, pattern and size. I'd add to the description how the item fits and what it goes with, because that's exactly the kind of information an app like Style Sketch reasons about.

The second is about creatives. Style Sketch starts from what a person already has in their closet. An ad can follow the same logic and show the item inside an outfit, next to pieces almost everyone owns, instead of on its own against a white background. Whoever sees it understands what they'd wear it with.

These are two levers I also worked on in the case study on a fashion and beachwear e-commerce store, where we fixed the titles and attributes of more than 800 products and the creatives started telling the moment you wear the outfit instead of describing it.

Frequently asked questions

Is Style Sketch free?

Yes. According to the App Store and Google Play listings the app is free, and no paid features are listed.

Do you need to connect Instagram to use Style Sketch?

No. You can also add clothes with a photo or a short video taken with your phone. Connecting Instagram or Facebook is optional: in that case the app looks for clothes in your photos, and still asks you to confirm which items are yours.

Does Style Sketch show ads?

The description doesn't mention ads inside the app. The App Store privacy label, though, states that the data may be used for Meta's advertising and for third-party advertising, which according to Apple covers both other companies' ads shown in the app and data shared with the parties that show them.

Does Meta use Style Sketch photos to train its AI?

Meta hasn't said, and neither privacy label says so either way.

Read also

More notes on how Meta reads content and people:

Style Sketch, Meta's app that dresses you from your own closet: what changes for fashion brands