We Audited Our Own 76 Product Links. Fifteen Pointed at the Wrong Size.

If you buy things for a 90-pound dog, you have probably had this happen. You
read a guide, click through to a harness described as built for large breeds, and
the page that opens is the same product in XX-Small. Nothing on the page shouts
about it. The title still says “for Large Dogs.”

We went looking for how often that happens on our own site. The answer was
worse than we expected: of 76 product links, 15 opened a listing for the
wrong size.

This is not a post about someone else’s mistakes. Those were our links, and we
got them wrong. But the reason they went wrong is structural, it affects every
shopper on Amazon, and once you know the pattern you can spot it in seconds.

What we actually found

We checked every product link against the listing it opens, under a US
delivery address, reading the selected variant rather than the product title.
Fifteen were wrong:

A no-pull harness guide for large dogs linking the XX-Small
A life jacket guide linking an X-Small, and a second jacket in Medium
A large-breed food guide linking a 5 lb bag while the comparison table said 28 lb
A collar guide linking a Small
An anxiety vest guide linking an X-Small, and a second vest in Medium
Dog boots linking an XX-Small, 2-pack
An orthopedic bed for giant breeds linking the Medium, 34 x 22 x 4 inches
A heavy-duty crate guide linking a 24-inch travel kennel
A playpen guide linking a 24-inch panel with no door
A chew-proof crate pad linking the Medium, sized for a 36-inch crate

The crate one is the clearest illustration of how invisible this is. That
article’s own buying advice says 24-inch panels are no challenge for an athletic
breed. It then linked a 24-inch crate. The words were right and the link was
wrong, and nothing on the page looked broken.

Why it happens, and why it is not really about lazy writing

One listing covers every size

On Amazon a single product page often spans XS through XXL. The URL carries a
code for one specific variant. Change the selected size and you get a different
code — but the page title, the photographs and most of the description stay
identical. A link captured while the wrong size was selected looks exactly like a
correct one.

Titles describe the product line, not the thing you are buying

“Ruffwear Front Range Dog Harness” is accurate for the XX-Small and the
X-Large alike. The size lives at the end of the title, after 150 characters of
marketing copy, or only in the variant selector. We have a verified example of a
listing titled “Dog Shoes for Large Dogs, 360 Anti Slip Medium
Dog Boots” — both claims, in the same sentence.

Titles mislead in both directions

This is the part most buying advice misses. Everyone warns you that titles
oversell. They also undersell. We found a stroller titled “for Large Dogs” with a
66 lb capacity, and a pet stroller rated for 30 lb
that reads as a big-dog product at a glance. In the other direction, a treadmill
titled “for Small & Medium Dogs” turned out to be rated to
130 lb, and a model whose name is literally “Medium” is rated to
330 lb. The word in the title is not the specification.

Discontinued variants redirect silently

When a size stops being sold, the link does not break. Amazon quietly lands
you on a different variant of the same product. Two of our fifteen were this:
links that had been correct when written, pointing at sizes that no longer
existed, redirecting to whatever remained — in one case a Medium bed on a page
about giant breeds.

How to check in about ten seconds

You do not need to trust anyone’s guide, including ours. Before you buy:

Look at the variant selector, not the title. Whatever is
highlighted is what goes in your basket. If the page opened on a size you did not
choose, that is the link’s doing, not yours.
Read the capacity in the bullet points. Weight limits, panel
heights and chest-girth ranges live in the bullets and the specification table.
They are the only numbers that mean anything.
Measure your dog once and keep the numbers. Weight is the
worst predictor of fit. Chest girth, neck circumference and length from collar to
tail base decide whether gear fits, and three numbers on your phone end the
guesswork. We wrote a
guide to taking them.
Be suspicious of a redirect. If the link you clicked lands on
a URL with a different product code, the original variant is gone and you are
looking at a substitute.

What we changed

All fifteen are fixed. More usefully, we stopped relying on care: the checks
now run automatically against every product on the site, and they compare the
size in the live listing against what the article claims. A link that opens an
X-Small on a large-dog page now fails a test rather than waiting for a reader to
notice.

We also found the checks themselves could pass while testing nothing — at one
point product names were coming back empty, so the comparison had nothing to
compare and reported everything as fine. Four wrong-size products were live
underneath that green result. Automated checking is only worth anything if you
verify the checker is actually seeing data.

If you spot a link on this site that opens the wrong size, please
tell us. Readers find these before
any schedule does.