Bracketing (Fashion Returns)

Bracketing is the consumer practice of ordering multiple variants of the same item — typically several sizes, but also colours or styles — with the intent to keep one and return the rest. Unlike Wardrobing, which involves using an item then returning it as unused (return fraud), bracketing is generally framed by sources as a non-fraudulent behaviour rooted in fit and sizing uncertainty, though it imposes large reverse-logistics and margin costs on apparel retailers (Landmark Global, 2025; ReadyCloud, 2026-04).

Definition and distinction from wardrobing

Landmark Global distinguishes bracketing — buying multiple versions of a product intending to return some, usually from genuine sizing uncertainty — from Wardrobing, which is buying with intent to use briefly then return and is increasingly treated as return abuse / first-party fraud (Landmark Global, 2025). The two overlap in fashion returns data and are often discussed together under "serial returners," but sources treat their intent as distinct.

Scale and prevalence

ReadyCloud reports roughly half of online shoppers now bracket, framing it as a mainstream apparel-shopping habit rather than an edge case (ReadyCloud, 2026-04). Return rates for apparel sit well above the retail average: ReadyCloud cites ~30% average apparel return rates on Shopify in 2024 (up from ~20% in 2020), versus ~24% across retail overall (as-of 2026-04). In Europe the figure is reported higher still — over 50% of online fashion orders in Germany and the UK are returned per the IPC Cross-Border E-Commerce Shopper Survey 2025 as cited by Landmark (as-of 2025).

Why it's accelerating

ReadyCloud attributes bracketing primarily to a "confidence gap" rather than abuse: unclear sizing, incomplete product photos, and thin reviews push shoppers to order multiple variants as a safety net, concentrated in apparel, shoes, denim, shapewear, and occasionwear (ReadyCloud, 2026-04). It reports ~56% of online shoppers cite inconsistent sizing as a primary reason for returns, and ~73% say easy returns influence where they buy (as-of 2026-04, vendor). Separately, ZigZag's Al Gerrie (via Retail Bulletin) argues social commerce is reshaping returns behaviour, citing that 39% of Gen Z consider it acceptable to wear an item once and return it and that TikTok Shop and Instagram drive more impulsive buying (as-of 2026-01-07) — a driver that blurs the line between bracketing and Wardrobing.

Cost to retailers

ReadyCloud reports a single return costs ~$10–$20 per item once shipping, restocking, and value loss are counted, rising toward $10–$65 with labour and inspection (as-of 2026-04, vendor). At a market level, Retail Bulletin/ZigZag report serial returners cost UK retailers £6.6bn in 2024 (as-of 2026-01-07). Landmark, citing IPC and a 2024 ZigZag report, reports that 62% of retailers say returns measurably impact profitability, 22% of returns are deemed unsellable, and 41% of retailers say serial returners hurt their bottom line (as-of 2025).

Sources also caution against treating bracketers purely as a cost: ReadyCloud frames them as frequently high-value customers who buy more often and spend more per order than average (ReadyCloud, 2026-04) — a tension that complicates blunt return-suppression tactics.

What retailers are doing about it

Return fees and policy tightening dominate the reported response. Retail Bulletin/ZigZag report ~76% of the UK's 100 largest clothing retailers have introduced a fee or are withholding delivery refunds; Landmark cites a related figure that 66% of fashion retailers now charge for at least one return type (as-of 2026-01 / 2025). The most-cited example is ASOS's returns-rate system: customers returning above 80% of order value face a £3.95 charge per order, with 70–79% returners over three orders charged £3.95 unless they keep £40 of an order, and possible account closure for the highest-rate returners (Retail Bulletin, 2026-01-07).

Beyond fees, Landmark reports retailers cutting return windows (e.g. 100→30 days), assigning AI-driven customer return "scores," investing in accurate size charts and Size & Fit Technology (virtual try-on, better photography), and using security/return tags that must remain attached — the last overlapping with Wardrobing detection (as-of 2025). Returnless Refunds ("keep-it" refunds) are also reported as scaling, though the strongest volume figures came from unreliable secondary sources and are not recorded here.

[!unverified] Notably, after fees and policy changes, Retail Bulletin/ZigZag report the share of serial returners fell from 12% to 8% in the UK in 2025, cutting ~£1.7bn of returns from that group (as-of 2026-01-07). Whether this reflects fees deterring bracketing specifically, or broader returner behaviour, is not disaggregated in the source. https://www.theretailbulletin.com/general-merchandise/comment-kicking-the-serial-returners-habits-07-01-2026/

Sustainability and reverse logistics

A peer-reviewed study (Long, Univ. of Southampton; Liu, Univ. of Manchester; Sustainable Futures, 2025), reported by texfash, found transport accounts for over 90% of emissions from US apparel returns, with bracketing-style ordering of multiple sizes/styles driving the reverse loop (as-of 2025-10-23). The study reports centralised return networks emitting 29,000+ tonnes CO₂/yr per retailer versus ~6,686 tonnes for a decentralised regional-hub model, that ~1 in 5 online garments is returned (≈2× the in-store rate), and ~10,000 tonnes of returned goods are landfilled annually — connecting bracketing directly to Reverse Logistics design choices.

Key terms

Term	Meaning
Bracketing	Ordering multiple sizes/colours/styles of one item intending to keep one and return the rest (ReadyCloud, 2026-04)
Serial returner	A customer with a persistently high return rate; the policy target of return fees (Retail Bulletin, 2026-01-07)
Confidence gap	ReadyCloud's framing of sizing/photo/review uncertainty as the root driver of bracketing (ReadyCloud, 2026-04)
Returns-rate system	Tiered charging tied to a customer's % of order value returned, e.g. ASOS (Retail Bulletin, 2026-01-07)

Benchmarks (as-of 2026-04 unless noted)

• ~53% of online shoppers admit to bracketing; 51% of Gen Z + Millennials per Loop (contested range)
• ~30% apparel return rate on Shopify 2024 vs ~24% retail average (ReadyCloud)

• 50% of online fashion orders returned in Germany/UK (IPC 2025 via Landmark)

• ~$10–$20 (up to $65) cost per processed return (ReadyCloud)
• £6.6bn UK serial-returner cost 2024; returners fell 12%→8% in 2025 (ZigZag/Retail Bulletin, as-of 2026-01-07)

• 90% of US apparel-return emissions are transport (peer-reviewed, 2025-10-23)

Gaps

• No primary McKinsey/Deloitte/Baymard report on bracketing surfaced; most stats are vendor blogs or second-hand NRF/IPC citations.
• Fit-tech return-reduction claims are vendor-sourced only — no independent confirmation.
• Reddit and YouTube sources not gathered this run (Reddit MCP unavailable; YouTube daily cap 2/2) — consumer-voice and practitioner signal on bracketing ethics, return-fee backlash, and seller detection tactics remains a frontier gap.