How common it is
Appriss Retail's research with Deloitte found that 15.14% of all consumer returns in 2024 were classified as fraudulent, and 60% of retail executives identified wardrobing as a significant type of return fraud they encounter. The same research discusses bracketing (buying several sizes or colors intending to return most), which overlaps with but is different from wardrobing.
What it looks like
- Occasion items: formalwear, event outfits, costumes, party decor.
- One-use gear: cameras, tools or luggage bought before a trip and returned after.
- Short keep times: returned within days of delivery, often right after a weekend or holiday.
- Tell-tale condition: missing tags, odor, makeup marks, worn soles, used consumables.
- Repeat pattern: the same customer returning high-value items after short keeps again and again.
How wardrobing connects to chargebacks
When a merchant refuses a refund for a clearly used item, some customers go to their bank instead, filing "not as described" or "credit not processed" disputes such as Visa 13.3 or 13.6. Your best defense is a return policy that was visible before purchase, condition requirements (tags attached, unworn), and photos of the item as received back.
A worked example
A boutique sells a $340 evening dress on a Thursday, delivered Friday. It comes back Monday with tags removed and a makeup mark, reason "changed my mind". The customer has returned two other occasion dresses within four days of delivery this year. The store's policy, shown at checkout, requires tags attached for a full refund. The store offers store credit minus a restocking fee, photographs the dress and keeps the policy acceptance record. If the customer files a chargeback, that record answers it.
Fixing it without punishing good customers
- Use tamper-evident or hard-to-reattach tags on high-value occasion items.
- Shorten return windows for occasion categories, and say so clearly before purchase.
- Inspect returns and photograph condition on arrival.
- Apply stricter handling only to customers with a repeat pattern, not to everyone.
- Offer exchanges or store credit where a full refund invites abuse.
How Verdikx helps
Verdikx is a fraud, chargeback and dispute platform for e-commerce and SaaS merchants, made by Verdikx LLC. The returns workspace (Growth and Pro) recommends Approve, Review or Decline suggested for each return, with the signals behind it. Wardrobing signals include "Possibly worn and returned" for high-value apparel or occasion items sent back after a short keep for a change-of-mind reason, and "Repeated short-keep returns" when the customer has done it before. You set the return window, the maximum returns per 90 days, final-sale tags and the wardrobing threshold in your return policy settings. Refund-abuse scores and customer risk profiles help you treat repeat abusers differently from good customers. See refund abuse and returns abuse detection.
Frequently asked questions
Is wardrobing illegal?
It depends on the jurisdiction and circumstances, and it is usually handled as a policy matter rather than a criminal one. For most merchants, wardrobing is return abuse: it breaks your return policy, and the practical remedies are clear conditions, inspection and refusing or reducing refunds for used items.
How common is wardrobing?
Appriss Retail's 2024 research with Deloitte found 15.14% of consumer returns were classified as fraudulent, and 60% of retail executives identified wardrobing as a significant type of return fraud they encounter.
What is the difference between wardrobing and bracketing?
Wardrobing is using an item and returning it as if new. Bracketing is ordering several sizes or colors intending to keep one and return the rest. Bracketing raises return costs but the returned items are usually unused.
Can wardrobing lead to chargebacks?
Yes. If you refuse a refund for a used item, some customers dispute the charge with their bank as not as described or credit not processed. A policy shown before purchase, condition requirements and photos of the returned item are your evidence.
How does Verdikx flag wardrobing?
In the returns workspace on Growth and Pro, Verdikx flags high-value apparel or occasion items returned after a short keep for a change-of-mind reason, and repeated short-keep returns by the same customer, alongside a recommendation you can accept or override.
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Sources
- Appriss Retail: How return and claims fraud in 2024 is shaping retail strategies for 2025 (checked October 5, 2026)
Last reviewed by Verdikx Research.