Return fraud types: the full catalogue every Indian seller should know
Every fraud return looks like a normal return until you open it. This guide catalogues the seven patterns sellers report across Meesho, AJIO and the other marketplaces — what each one looks like at the receiving bench, the evidence that catches it, and the prevention lever that makes it rarer. Learn the patterns once, and the receiving bench stops being a lottery.
- Return fraud comes in seven repeatable patterns: empty box, item swap, used-item return, part-return, counterfeit swap, refund-without-return, and in-transit tampering. Each has a distinct signature at the receiving bench.
- The evidence that wins claims is created before the dispute exists: listing photos of exact condition, recorded packed weight, tagged and sealed products, and an uncut unboxing video of every return you open.
- A fraud log turns one-off losses into claimable patterns — which SKUs attract swaps, which lanes produce tampering, what your recovery rate is. Sellers who log and file recover money; sellers who only complain in group chats do not.
Fraud is not random. It repeats — and that is your advantage.
When a bad return lands, it feels personal and random. It is neither. The people and processes that produce fraud returns follow scripts: the same swap tricks, the same wardrobing calendar around festivals and weddings, the same tampering points on the same courier lanes. Because the behaviour repeats, it can be named, spotted and claimed — and the seller who knows the seven patterns opens every return parcel with a checklist instead of a sinking feeling.
The money is real. On a ₹500 garment, a single successful item swap costs you the product, the original forward shipping, and the refund — commonly ₹550–700 all-in (illustrative). A seller doing 20 orders a day with a typical fashion return rate can see several fraud attempts a month. Caught and claimed, most of that comes back. Missed, it silently compounds into a visible dent in the month's settlement.
One honesty note before the catalogue: industry-wide fraud-loss figures vary wildly depending on who is measuring and what they count. This guide uses “sellers commonly report” language deliberately — your own return log, kept for ninety days, will tell you more about your exposure than any headline statistic.
The return fraud catalogue, pattern by pattern
For each pattern: what it looks like when the parcel is opened, the evidence that catches it, and the prevention lever that makes it less likely next time.
- 01
Empty-box return
At the bench: correct outer packaging, right AWB, suspiciously light. Inside — nothing, or padding sized to fake the weight. Evidence: recorded outbound packed weight versus received weight, plus an uncut opening video. Prevention: log packed weight on every dispatch and never accept a visibly light return without the camera rolling.
- 02
Item swap
At the bench: a product comes back — just not yours. A cheaper kurti in place of the branded one, an older model, a different size or colour. Evidence: listing photos, SKU labels, serial or batch marks, and the opening video showing what actually emerged. Prevention: distinctive internal tags and photographing each unit before packing.
- 03
Used-item return (wardrobing)
At the bench: your product, genuinely — but worn. Perfume or smoke odour, deodorant marks, creased soles, missing tags, refolded packing. Evidence: close-up photos and video of wear signs against your listing images, tag condition. Prevention: tags that visibly show removal, and never restocking a suspect item until the claim closes.
- 04
Part-return
At the bench: the main item is back, but the belt, the second piece of the set, the charger or the freebie is gone. Easy to miss when receiving is rushed. Evidence: a packing checklist per SKU showing every component, and the opening video panning across the full contents. Prevention: list component counts on the label and check against them.
- 05
Counterfeit swap
At the bench: what looks like your product, until you check stitching, print quality or holograms — a fake came back, the genuine article stayed with the buyer. Costliest on branded goods. Evidence: authenticity markers photographed before dispatch, serials, purchase invoices from your supplier. Prevention: discreet unique marks on genuine units.
- 06
Refund-without-return abuse
At the bench: nothing — because no parcel ever arrives. The buyer claims non-delivery or gets an instant refund, and the return either never ships or vanishes. You see the deduction in settlement, not a parcel. Evidence: delivery proof, tracking history, and settlement-line reconciliation that catches refunds with no received return attached.
- 07
In-transit tampering
At the bench: outer packaging cut, retaped or resealed; contents missing or swapped somewhere along the reverse journey. Not buyer fraud — a leak in the courier lane. Evidence: photos of the tampered outer before opening, seal condition, weights at each scan if available. Prevention: tamper-evident tape, and logging which lanes produce repeats.
A fraud log turns one-off losses into claimable patterns
Every marketplace claim you file stands on its own evidence, but your position gets stronger when incidents stop being isolated. Keep a simple log: date, order and sub-order ID, AWB, fraud type from the catalogue above, evidence links, claim filed date, status, outcome. After a month or two, the log starts answering questions no single claim can: which SKUs attract swaps, which pin codes and reverse lanes produce tampered parcels, which claim types actually get paid, and what your true recovery rate is.
That pattern data changes what you can do. Repeat tampering on one lane is an escalation with dates and AWBs attached, not a complaint. A SKU that eats three swap attempts a month might deserve tamper-evident packing — or delisting from COD. And a recovery rate you can see is a recovery rate you can improve. The maths is blunt: an uncaught fraud return costs the full product plus shipping plus refund; a caught and claimed one often costs only your time (illustrative — outcomes depend on evidence and current policy; check the panel).
Robnu runs the catalogue for you — every return, every claim
Knowing the seven patterns is the easy part. Applying them to every single return, on time, with evidence filed inside the window — that is an operations job, and it is exactly the job Robnu does for AJIO and Meesho sellers. Robnu tracks each return against its original order, flags mismatches the moment a return is received, keeps your photos, videos and weights attached to the order record, and files the claim with the evidence already in place.
Fully autonomous claim filing is rolling out now — the rare claim still asks you for one approval click before it goes. And because every outcome lands back in the same system, the pattern log this guide told you to keep builds itself: fraud-prone SKUs, suspect lanes and your real recovery rate, visible without a spreadsheet night.
Return fraud, answered
Return fraud is any return where what comes back is not the sellable product that went out — an empty box, a different or cheaper item, a used product presented as unworn, a part-return with accessories kept, a counterfeit swapped for the genuine article, or a refund claimed without any return at all. It also covers in-transit tampering, where the parcel is opened somewhere along the reverse leg. In every variant the economic result is the same: the buyer or a middle actor keeps value, and the refund is deducted from your settlement unless you catch it and claim.
Sellers in apparel and footwear most commonly report two patterns: the used-item return, where a product is worn for an occasion and sent back as unworn, and the item swap, where a cheaper or older garment comes back in place of the one shipped. Empty-box and part-return cases appear less often but cost more per incident. The mix varies by category, price point and season — festive and wedding weeks reliably push the used-item share up — so your own return log is a better guide than any industry average.
With evidence created before and at the moment of receiving. Before: listing photos that record exact condition, tag placement and serial or batch identifiers, plus the outbound packed weight. At receiving: a continuous, uncut unboxing video that starts with the sealed parcel showing the AWB and ends with the contents laid out. Marketplaces evaluating a claim look for a chain they can verify — parcel, label, seal, contents — and reject gaps. A photo taken an hour after opening is dramatically weaker than a video of the opening itself.
Often, yes — every major Indian marketplace runs some form of seller protection or claim process for wrong, damaged or missing returns, but the windows are short and the evidence bar is real. Compensation depends on filing inside the window, attaching proof that matches what the panel asks for, and sometimes re-appealing a first rejection. Policies, windows and eligibility differ by platform and change over time, so check the current policy on your seller panel rather than relying on a number from a group chat.
Because one bad return is an anecdote and twelve logged ones are a pattern. A fraud log — date, order ID, AWB, fraud type, evidence link, claim status, outcome — turns scattered losses into data: which SKUs attract swaps, which pin codes and courier lanes produce tampered parcels, what your recovery rate actually is. That pattern evidence strengthens escalations, supports blocking repeat-abuse decisions, and tells you where prevention spend (tags, tamper-evident packing) pays for itself. Sellers who log recover more than sellers who only react.
Robnu sits on the Protect side of your operation for AJIO and Meesho. It tracks every return against the original order, flags mismatches when a return lands, keeps your evidence — photos, videos, weights — attached to the order record, and files claims with that evidence inside the marketplace window. Fully autonomous filing is rolling out now; the rare claim still asks you for one approval click before it goes. Every outcome is logged, so the fraud-pattern view — SKUs, lanes, recovery rate — builds itself while you pack orders.
Where this comes from
- Marketplace seller-protection and returns documentation: Meesho supplier panel help centre and AJIO seller portal policy pages (current versions on each panel).
- Recurring seller reports of empty-box, swap, wardrobing and tampering incidents: public seller community threads (Reddit r/IndiaBusiness, seller Facebook and Telegram groups), 2024–2026.
- Industry commentary on Indian ecommerce return-fraud trends: published figures vary widely by source and methodology, which is why this guide avoids quoting a single headline number.
Related guides & pages
Empty-box returns
The lightest parcel with the heaviest cost — and how to fight it.
Used product returned
Wardrobing: spotting a worn item sold back to you as new.
Wrong return on Meesho
When the wrong item comes back — the claim, step by step.
Revenue protection
How Robnu claims back what returns take from you.