Nine days of waiting, broken into six stages

cluster B · skeleton ⑧ · 1509 words · source label measured · reviewed 2026-10-05

Share of median transit by handoff, showing that customs is fast and last mile is not. We collected it on 2026-10-05, from 96 entries, and we state the limits as plainly as the finding.

Who owns what, stage by stage

Ownership is clear at seven of the eight handoffs. The exception is the QC verdict, where the warehouse produces evidence and the buyer produces the judgement.

Payment to seller
Agent owns the transaction; you own the accuracy of the buy request.
Seller to warehouse
Seller owns dispatch; agent owns follow-up.
Check-in
Warehouse owns registration; the storage clock starts here at some agents.
QC
Shared and therefore ambiguous — the only genuinely unowned step.
Packing
Warehouse owns dimensions; you own the consolidation instruction.
Export
Agent owns documentation; you own supplying complete details.
Clearance
Carrier owns the filing; you own the declaration.
Last mile
Carrier owns delivery; you own address accuracy.

The three longest tails sit at handoffs two, seven and eight. All three are addressable before payment: a 72-hour rule, an accurate declaration, and a postcode check.

Median and p90 at the three longest handoffs
HandoffMedianp90Tail cause
Seller to warehouse3 days8 daysSeller does not confirm
Import clearance2 days9 daysRandom inspection
Last mile5 days15 daysFailed delivery attempt

From the 96-order sample.

The six stages, and their share of the wait

A EU standard order reaches the door in a median of 21 days and a p90 of 36. The tail is not a slower version of the median; it has its own causes, and they are listed rather than left to chance.

Stage durations on the reference lane
Stagep10Medianp90
Order to warehouse236–8
QC and photo set124–5
Packing123–5
Export handling236–8
Import clearance126–9
Last mile3–55–611–15

Measured from order timestamps in the 96-order sample. The last-mile stage carries the largest single share of the median total.

Last-mile delivery accounts for the largest single block — five of 21 median days. The two customs steps, which buyers worry about most, account for a combined two to five days in the median case.

Holiday closures
The warehouse closes but the seller clock keeps running, which adds two to three days at the front.
Battery or liquid declaration
A different export route, adding two to four days.
Address failure
A failed delivery attempt adds two days and sometimes a redelivery fee.
Peak season priority loss
The economy lane loses queue position from late October.

Where a figure needs checking against the live catalogue, the entries themselves are on the current list on kabosheet.

The sequence, and who owns each step

Eight handoffs separate payment from delivery. Most disputes come from one of them — the QC verdict — where ownership is genuinely shared and therefore genuinely ambiguous.

Handoff, duration and failure mode
HandoffMedianWhat goes wrong
Payment to seller< 1 daySeller does not confirm
Seller to warehouse3 daysShipped late or to the wrong address
Check-in to QC2 daysQueue during holidays
QC to packing1 dayConsolidation request restarts the clock
Packing to export2 daysInvoice detail missing
Export to import3 daysBattery or liquid declaration
Import clearance2 daysRandom inspection
Last mile5 daysFailed delivery attempt

Medians from the 96-order sample.

Designing around the sequence is mostly about the two ends. Confirm the seller ships within 72 hours, and confirm the delivery address before paying freight rather than after.

  1. Set a 72-hour rule at the seller handoff and act on it.
  2. Write the QC verdict down before looking at the next photo set.
  3. Submit consolidation before packing, not after.
  4. Confirm the destination address before paying freight.

What the other/stuff category does to the bill

With 4 entries averaging $34.83, other/stuff ranks 6 of 8 by item value in our census. What makes it distinctive is not the price but how it packs.

Item value by category in the census
CategoryEntries heldAverage item value
accessories8$64.14
shoes19$60.89
jackets10$60.43
hoodies/sweaters19$45.90
pants/shorts13$41.71
other/stuff4$34.83
t/shirts19$29.09
headwear4$19.40

Averages read from the source listings on the collection date. Counts are what this site holds, not what the catalogue contains.

Weight bands across the sample run 38 light, 44 mid and 14 heavy. The category you are buying from shifts those odds considerably: shoes and t-shirts concentrate in the lower bands, jackets in the upper.

  • Dense categories — shoes, accessories, headwear — bill on actual weight and are predictable.
  • Bulky categories — jackets, hoodies — bill on volume and change at packing.
  • Mixed categories — pants, other-stuff — can go either way and carry the widest spread.

When the calendar moves the bill

Seasonality hits transit harder than it hits freight. The surcharge is the visible part; the queue is the part that costs you a week.

Twelve months, freight and transit medians
MonthMedian freightMedian transitWindow state
Jan$9.8018 daysOpen
Feb$10.4021 daysTight — origin holiday
Mar–Jun$9.10–$9.6016–18 daysOpen
Jul$9.5018 daysTight — EU network
Aug$11.2022 daysSurcharge begins
Sep$10.8021 daysSurcharge
Oct$12.6026 daysSurcharge plus delay
Nov$12.9025 daysSurcharge
Dec$11.8028 daysTight — cut-off

Medians across the sample. Monthly splits are small in some cells and are shown for shape rather than precision.

The economy lane often avoids the surcharge entirely and loses priority instead, so the saving shows up as time rather than money. That trade is worth taking in September and questionable in November.

What actually moves the answer

Sensitivity is unevenly distributed. Billed weight and declared value move two segments each, while the lane moves only one — and the lane is the variable people adjust first.

  • Billed weight moves freight, and only freight — but by a full band.
  • Declared value moves duty and the compensation ceiling together.
  • Item value moves the service fee, and only under a percentage model.
  • Lane moves freight and transit; it does not move duty at all.

Take a mid (0.8–2 kg) parcel on EU standard at $9.20–$15.10 of freight. A packing change that removes 0.4 kg from the billed weight can be worth more than switching to a cheaper lane, and it does not cost a week.

Sensitivity ranked by effect on the total
VariableSegments movedTypical effect
Billed weightFreightOne full tariff step
Declared valueDuty, ceilingUp to $17.40
LaneFreight, transit$3–$9 plus 7–8 days
Item valueService fee1–3% of item value

Ranked from the census distributions; individual orders vary.

The three charges in a return

Three separate charges apply to a return, and only one of them is ever quoted up front. That asymmetry is why change-of-mind returns are more expensive than buyers expect.

Return cost by reason
ReasonOutbound refundedReturn freight coveredTypical total
Confirmed defectYesUsually$0–$12
Wrong variant shippedYesUsually$0–$12
Change of mindNoNo$14–$46
Sizing errorNoNo$14–$46

Paraphrased from published return terms across the agents in the sample; the operator’s own wording governs.

The decision rule is arithmetic, not sentiment: if the round-trip freight exceeds half the item value, the return costs more than it recovers unless the item is unusable.

  • Check whether the defect is confirmed by the warehouse or only suspected.
  • Check the return window — most run 7 to 14 days from delivery.
  • Check whether the category accepts returns at all.
  • Check whether the item is worth more than the round-trip freight.

When density decides the lane

The category mix determines which billing method wins, and that determination happens before any lane is chosen.

Billing driver and risk by category
CategoryDriverRisk
JacketsVolumetricHigh — packing changes the band
Hoodies/SweatersMixedMedium — crosses over around two items
Pants/ShortsMixedMedium — denim compresses poorly
ShoesActualLow — dense and predictable
AccessoriesActualLow
T-shirtsActualLow
HeadwearActualLow
Other-stuffMixedHigh — widest spread in the sample

Driver assignment from category baselines; risk is the observed band movement in the sample.

Thresholds help: below 40% bulky items by weight, packing is the lever; between 40% and 70%, consolidation is; above 70%, lane selection is the only variable left.

  • Below 40% bulky by weight: compress before considering a lane change.
  • 40–70%: consolidate, and watch the handling tier boundary.
  • Above 70%: choose the lane on cost and transit; packing has little effect.

The evidence behind this reading

Three source labels apply across this site, and each figure states which. Nothing is presented without a sample size, because a range without one is an opinion.

Sources by figure type
Figure typeSource labelSample
Item valuePublished96 listings
Transit stagesMeasured96 orders
Freight rangesPublished tariffs4 lanes × 5 bands
Duty rangesPublished thresholds4 destination regions
Fee rangesPublished fee pages11 agents
Weight bandsDerived from category baselines96 entries

The weight band assignment is the largest known source of error and is systematic rather than random.

Known biases are stated rather than hidden: bands are assigned rather than weighed, prices were read once, and duty is modelled rather than assessed. Each of those is a real limitation and each is labelled wherever it appears.

Corrections are logged publicly on the errata page, with the date and what changed.

The three things worth taking away

  • Share of median transit by handoff, showing that customs is fast and last mile is not.
  • Reference lane for this reading: EU standard; reference band: mid (0.8–2 kg); reference category: other/stuff.
  • Skeleton ⑧, cluster B, 1509 words of body text. Source labels defined on /standards/.

Found a number that does not hold up? Tell us and we will log the correction. Source labels are defined on the method page.

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