Reading hoobuy spreadsheet with qc photos before you ship

Two things to do before looking at any photograph. First, open the listing beside the photographs, because the comparison you are making is against the listing rather than against your expectation. Second, note the item variant you ordered, because a third of the disputes we have traced were variant errors rather than defects, and a variant error looks exactly like a defect when you are comparing from memory.

With those open, the question for each photograph is not "does this look good" but "does this contradict anything in the listing". That reframing makes the review faster and considerably more accurate.

One more preparation step costs nothing and changes the outcome: write down what you expect to see before you scroll. One line per item, covering the variant, the colourway, and the single detail you care most about. The value is not the record itself but the fact that the expectation is fixed before the photographs have a chance to anchor it. A reviewer who looks first and judges afterwards is consistently more generous to a weak set than one who wrote the expectation down first.

A photo set shot against a dark background hides dark defects, and one shot with a hard flash hides texture. If the set is uniformly dark or uniformly flashed, you cannot conclude anything about material quality from it, and the correct action is a re-photograph request rather than an approval.

Check also that each item appears complete in frame. A sleeve cropped at the edge of the photograph is not evidence of a missing sleeve, but it is evidence that the photograph was not framed to show one, and that is worth one follow-up message.

Three conditions make a set unreadable rather than merely poor, and each is recognisable at a glance. Background and item share the same tonal family, so edges cannot be traced. A single hard light casts its shadow across the area you need to inspect rather than to one side of it. Colour temperature shifts between photographs of the same item, which makes any colourway comparison across the set meaningless. Any one of the three justifies a re-photograph request, and all three together usually mean the set was taken in one hurried pass and the remaining checks will be inconclusive as well.

Angle coverage is the fourth thing to note before judging anything else. Four views are the informal working minimum: front, back, one side, and a close view of whatever the listing emphasises. A set of four front-quarter views taken from slightly different distances covers less ground than a set of two properly chosen angles, so the number of photographs is not a proxy for coverage.

Seams are where most textile defects appear and where photographs are most informative. Look for a consistent stitch count along a visible run rather than counting individual stitches: an inconsistent run is visible as a change in density even at moderate resolution.

On footwear, the equivalent check is the join between the upper and the midsole. A gap or a glue line that runs unevenly is visible in a side-on photograph, and it is a defect rather than a cosmetic variation. Ask for a side-on shot if the set only has three-quarter views, because the three-quarter angle hides exactly that join.

Density changes are readable without magnification once you know what to look for. Follow one seam with your eye and watch for the point where the spacing between stitches visibly widens, or where the thread stops running parallel to the edge. A change confined to a short run is usually a machine transition at a corner and is normal. A change that persists over a long run, or that appears on both sides of a symmetric garment, is a construction difference and worth a question to the seller rather than an approval.

On knits and anything with a visible rib, the second textile check is alignment: whether the seam sits on the intended line or drifts toward one side by roughly the width of a finger. Drift is easy to see against a contrast edge and nearly impossible to see against a matching one, which is itself a reason to request a photograph shot against a contrasting surface.

Hardware is metal, and metal defects photograph well. Look for scratches on a buckle, uneven plating on a zip pull, and asymmetry in paired hardware. A zip photographed half-open tells you more than one photographed closed, so a set showing only closed zips is worth one more request.

Prints and embroidery are the opposite: they photograph badly and are easy to over-read. A print that looks slightly offset in a photograph is frequently correct in the hand, because the fabric was not laid flat. Before disputing a print, ask for a photograph with the garment laid flat and squared to the frame.

Plating quality reads differently depending on how the light reaches the part. Under a single directional light, an uneven coating shows as a patchwork of lighter and darker zones inside one surface, while a uniform coating brightens and darkens evenly as the angle changes. In a photograph the tell is a hard-edged bright patch that does not follow the shape of the part. Request one extra frame of the same part from a different angle, because a genuine coating fault persists across both frames while a reflection moves.

For prints, the check is placement rather than colour. Compare the distance from the design to the nearest seam with the distance to the nearest edge, and compare the two halves of a symmetric design against each other. A left-right difference you can see without measuring is worth raising. A difference visible only by zooming past the resolution of the photograph is not evidence of anything, because at that point the photograph is what you are measuring rather than the garment.

Labels are the fastest way to check that the variant matches the order. A size label visible in the photograph is a direct check on the most common error class, and it costs nothing to request one photograph that includes it.

Packaging tells you about the journey rather than about the item, but it is still worth a look. A box already crushed at the warehouse will be crushed worse on arrival, and corner damage is the most common return dispute in footwear. If the corners are soft in the photograph, ask for reinforcement before dispatch rather than filing a claim afterwards.

A label photograph that settles an argument contains four things in one frame: the size or variant marking, the brand marking, the composition or care line, and enough of the surrounding garment to show that the label is attached to your item rather than lying loose beside it. A close crop of the label alone answers the variant question and nothing else. Request the four in a single shot rather than as four crops, because four separate close-ups are easier to take from the wrong item.

For packaging, three observations are worth recording before dispatch. Whether the outer carton is rigid enough to survive stacking rather than merely intact. Whether the item is restrained inside the carton, since movement is what produces scuffs over a long route. And whether anything is pressed against a face that ought to stay flat. Each corresponds to an arrival damage pattern common enough to deserve a line in your own notes.

A failed item is either a defect, a variant error, or a photography limitation, and the three have different remedies. A defect is a return to the seller. A variant error is a return plus a re-order, and it is worth confirming which happened before asking for anything, because the remedies differ. A photography limitation is a re-photograph request, and it costs time rather than money.

Our packing checklist ends with the approval step for a reason: the approval is a decision with consequences, and the QC window expires whether or not you have opened the folder.

Two operational rules keep this step from turning into a long correspondence. Send any re-photograph request the same day you open the folder, because the request queue is shorter at the start of the window than at the end, and a request sent on the final day usually resolves after the window has closed rather than inside it. And keep the two kinds of question apart: a request for one more frame and a question about a construction detail are different messages with different recipients, and merging them is how a seller ends up answering neither.

A written acceptance is the other habit worth forming. Where a deviation is real but tolerable, record it in one line before approving: what the deviation is, the date you saw it, and the fact that you chose to proceed. That line does two things. It stops the same question being reopened when the parcel arrives, and it keeps your own record honest about what you knew at the moment of approval, which is the only moment at which the decision could be made cheaply.