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Fraud Patterns6 min readUpdated April 23, 2026

Empty Box Return Fraud: How It Works and How to Catch It

Customers return empty packaging and claim a refund. Here is how the pattern runs on Shopify, Amazon, and eBay — and the three photo-forensics checks that stop it.

A support lead at a Berlin DTC brand once showed us a graph: every Friday afternoon for three months, a specific IP-range in Hesse returned 1.2 × more "empty box" claims than any other day of the week. Same customer? Different customers. Different orders. Same building. It turned out that the local Packstation had a signal leak that a small group was exploiting — pick up the package, swap out the product, put the empty box back on the shelf. DHL delivered the swap to the warehouse unopened.

This is empty-box fraud, and it is now one of the three most common return-fraud patterns for DTC stores shipping goods under €300.

What Empty Box Fraud Looks Like

Two common patterns of empty-box claims
VariantClaim to the merchantWhat really happened
Never arrived'My box came empty. Look, no seal.'Customer opened the box, removed product, resealed. Sometimes resealed with matching tape.
Wrong item swapped'You sent me a [cheaper thing], not what I ordered.'Customer swaps in an old or broken item from another brand, returns that, keeps the real product.
Partial order'The large item was missing.'Genuine edge case ~5 % of the time; fraudulent ~95 % when the order is >€100.

The "never arrived" variant accelerated in 2024 because Amazon A-to-Z claims favour the buyer and reversing an approved claim is hard. eBay's Managed Returns programme shifted liability back toward the seller in mid-2024, which made this worse. On your own store (Shopify, Woo, Shopware) the only thing stopping it is your process.

The Three Habits That Stop 80 % of Empty-Box Claims

Step-by-step

Operational fraud-proofing for returns

Practical changes that do not require new software. Most warehouses can deploy all three in a week.

  1. Weigh every outbound parcel
    Calibrated warehouse scales (€200) record weight to the gram. Store it against the order. At checkout you now know the 'should-weigh' number within ±5 g.
  2. Weigh every inbound return at intake
    Same scales, same order ID. If the return weight is more than 50 g below the outbound weight, flag immediately and open the parcel on camera.
  3. Unbox on camera at a single station
    One fixed webcam pointed at the bench, recording continuously during return hours. 4 TB drive, 30-day rolling retention. This single habit eliminates he-said-she-said entirely.

Weight alone catches fraudsters who substitute a lighter object; camera alone catches fraudsters who substitute a same-weight object (sand bags, rocks, old electronics). Run both and you eliminate the entire category except "professional" fraudsters — who typically test once, find out you weigh and film, and move on.

When the Photo Is the Fraud

A variation we see weekly: the customer does not wait for the return, they send a photo of an "empty" parcel on day 1 and ask for a refund before shipping anything back. The photo becomes the evidence.

Three quick forensic checks for this variant:

  1. DateTimeOriginal vs. the tracking. If the photo timestamp precedes the "Delivered" scan, the photo was staged before the package arrived.
  2. Software EXIF. A photo that went through Preview, Photoshop, or Figma on the way to you is re-saved. Real phone photos carry the phone's OS build number there.
  3. Scene consistency. The box label and your label should match (serial number, barcode). If the visible barcode in the photo does not decode to the customer's order, you have a fabricated photo.

A Reply Template That Deflects Without Accusation

Written correspondence matters. Never write "Betrug" or "Fake" in a ticket — it will end up screenshotted on Trustpilot. The legal frame is "we have questions we need answered before we can refund."

Thank you for the report about order #12345. Before we can process a refund, we need two additional pieces of information so our warehouse team can investigate what happened during transit:

  1. A photo of the parcel with all six sides visible, including the shipping label and any seals.
  2. The original (uncropped, un-screenshotted) version of the photo you sent us. Mobile photo apps sometimes compress images in a way that makes damage and seals hard to see.

We apologise for the extra step. Once we have both, we will resolve this within one business day.

Roughly 60 % of fraudulent empty-box claims disappear at this point. Genuine customers supply the photos within a day; fraudsters stop responding.

Empty Box Fraud on Amazon and eBay

Marketplaces deserve a dedicated note because the platform rules override your process.

FAQ

Frequently asked questions

What percentage of returns are fraudulent?
Published NRF data put the average around 10.6 % of returns by volume for US retailers in 2024. European DTC stores tend to run lower (6–9 %) on own-store channels and higher on marketplaces. For the empty-box subset specifically, Appriss put it at 3–5 % of total returns.
Do courier services (DHL, UPS) record weight on intake?
DHL and UPS record weight at the origin scan. That weight is visible on the tracking API but not on the customer-facing tracking page. A weight discrepancy between origin and destination is strong evidence of tampering in transit, which — once documented — can shift liability to the carrier.
Can I reject a return outright if the parcel is empty?
Not legally, until you have proof. In Germany you can refuse the refund pending investigation (§14 BGB), you cannot refuse the claim. In practice, document the intake (weight + video), issue the investigation hold in writing, and wait. Most fraudsters drop the claim within a week.
Do I need special software for weight tracking?
No. A €200 postal scale plus a Google Sheets tab is enough for the first 1,000 orders. At higher volume, a WMS (warehouse management system) like Sendcloud or Billbee logs weight automatically per parcel.
How do I catch 'partial order missing' fraud specifically?
It is the hardest subset because the box is genuinely partially full. The best defence is photographing every multi-item pack before the carton is taped shut, then cross-checking the return photo. Claimscan clusters photos from the same case and flags inconsistencies automatically.
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