AI in Retail & E-commerce · Visual Search & Virtual Try-On

What privacy considerations come with camera-based shopping tools?

Camera-based shopping tools like visual search and virtual try-on raise privacy considerations around how images of a shopper's face or body are captured, stored, and used, particularly since some of that data can qualify as biometric information subject to specific legal protections in certain jurisdictions.

Legal disclaimer

This page provides general information only and is not legal advice. Laws vary by jurisdiction and change over time. Consult a licensed attorney in your jurisdiction before making decisions based on this content.

Key takeaways

Facial and body imagery used for try-on and visual search can qualify as biometric data under some privacy laws.
Retailers vary in whether they store, temporarily process, or immediately discard camera-captured images.
Some jurisdictions require explicit consent before collecting or using biometric identifiers for commercial purposes.
Privacy policies typically disclose whether and how camera-derived data may be shared with third parties, such as technology vendors.

New Convenience, New Kinds of Data

Camera-based shopping tools like visual search and virtual try-on offer genuine convenience, but they also introduce a category of data that traditional online shopping didn’t typically involve: images and, in some cases, derived measurements of a shopper’s actual face or body. This distinguishes these tools from ordinary browsing or purchase history data, since imagery of a person’s physical features can be considered more sensitive than typical shopping behavior data, and in some legal frameworks receives distinct treatment as biometric information.

Recognizing this distinction is the starting point for understanding what privacy considerations actually apply to these tools.

Why Some of This Data Counts as Biometric Information

In several jurisdictions, laws specifically regulate biometric identifiers — data derived from unique physical characteristics, such as facial geometry or detailed body measurements — separately from more general personal data. Depending on how a virtual try-on or visual search tool processes an image, the resulting data used to map a face or body could potentially fall under these more specific biometric privacy protections, which often require clearer consent before collection and impose stricter limits on retention and sharing. Not every camera-based shopping feature necessarily generates data that meets a legal definition of biometric information, and this depends on the specific technical implementation as well as the applicable law in a given location.

Because of this legal nuance, retailers offering these features generally need to pay close attention to consent requirements and disclosure obligations that may not apply to more conventional forms of shopping data.

What Retailers Typically Disclose and Practice

Responsible implementations of these tools generally disclose, through a privacy policy or an in-app notice, whether submitted images are processed only temporarily to generate results or retained for a longer period, potentially to improve the underlying AI models. Some retailers work with third-party technology vendors to power visual search or try-on features, which can mean shopper images are processed outside the retailer’s own systems, a detail that should also be reflected in disclosures. Because practices differ meaningfully between retailers, shoppers who want more clarity on how their images are handled should review the specific retailer’s privacy policy rather than assuming a single standard practice applies industry-wide.

Most camera-based shopping features are also designed as optional add-ons rather than required steps, meaning a shopper who prefers not to use their camera can typically still shop using traditional text search and standard product information instead.

Bottom Line

Camera-based shopping tools raise genuine privacy considerations because they can involve capturing and processing images of a shopper’s face or body, data that may qualify as biometric information under certain laws. Practices around consent, storage, and third-party sharing vary by retailer, making it worthwhile to check a specific privacy policy for shoppers who have concerns.

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Important caveats

Privacy protections and requirements vary significantly by jurisdiction, and this is a general overview rather than legal advice.
Shoppers concerned about privacy should review a specific retailer's privacy policy rather than assume uniform practices across the industry.

Frequently asked questions

Is a photo used for virtual try-on considered biometric data?

It can be, depending on the jurisdiction and how the data is processed — some privacy laws specifically classify facial geometry or body measurements derived from images as biometric identifiers subject to additional protections.

Do retailers keep photos submitted for visual search or try-on?

This varies by retailer; some process images temporarily and discard them after generating results, while others may retain data for a period to improve their systems, which should be disclosed in the retailer's privacy policy.

Can shoppers opt out of using camera-based shopping features?

Generally yes, since these features are typically offered as an optional enhancement rather than a required part of shopping, allowing shoppers to use traditional text search or standard sizing information instead.

Sources

[1]Consumer privacy guidance — Federal Trade Commission
[2]Retail technology and e-commerce coverage — Retail Dive

Written by Editorial Team

Last updated July 28, 2026

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