Conversion IntelligenceAugust 5, 20266 min read

The ecommerce bugs your funnel dashboard will never catch

A link labelled Reviews that opened the FAQ. An abandoned cart email whose product image was not clickable. Neither throws an error, neither appears in a report, and both cost money every day they survive.

Share thisEmailLinkedIn

Monitoring catches outages. It does not catch a link that works perfectly and goes to the wrong place.

We ran test buyers through the full journey for an outdoor gear brand before peak season: product page, cart, checkout, and the follow-up email. Two of the findings were not design opinions. They were bugs.

Bug one: the link that lied

A link labelled Reviews sent shoppers to the FAQ page.

It returned a 200. It rendered fine. Analytics recorded a click and a pageview, and both looked like engagement. To a buyer at the exact moment they went looking for social proof, it was a dead end that also felt like being ignored.

The cost is invisible in aggregate because the shopper does not bounce in a way that stands out. They read a FAQ they did not want, then leave. That looks like normal browsing.

Bug two: the email nobody could click

The abandoned cart email arrived with its product image not clickable.

Consider what that costs. Klaviyo's benchmark across more than 143,000 abandoned cart flows puts average revenue per recipient at $3.65 and the top decile at $28.89, on an average placed-order rate of 3.33% against 7.69% for the best performers. Abandoned cart email reaches the highest-intent audience you have: people who chose a product and stopped.

The main visual element in that email was a wall. The shopper who wanted to return to their cart had to go find it themselves.

Neither of these throws an error. Both fail silently, on your highest-intent traffic, every day until somebody walks the journey.

Why this class of bug survives

Three structural reasons, and they apply to every brand past a certain size.

  • Nothing in the stack is looking for it. Uptime monitoring checks whether pages respond. Error tracking checks whether code throws. Neither has an opinion about whether a link goes where its label promises.
  • The failure looks like normal behavior. A shopper who hits a dead end and leaves produces the same data as a shopper who was not that interested. There is no distinct signature to alert on.
  • The journey spans systems nobody owns end to end. The product page belongs to one team, the email to another, checkout to a third. The bug lives in the seam, and the seam has no owner.

Baymard puts website errors and crashes at 17% of stated abandonment reasons, level with checkout complexity. That is the visible tier of this problem. The invisible tier is larger, because a broken link never registers as an error at all.

The cheap discipline that catches them

Walk the journey as a buyer, end to end, on the devices your buyers use, before every peak. Not a QA pass against a spec. A purchase attempt with a goal.

That is what a simulation run does at scale: a set of buyers with stated intentions moving through the real journey, reporting where they stopped and why. When the reason is a link that went to the wrong page, it comes back as a finding rather than as a slightly lower conversion rate.

The economics are hard to argue with. Both bugs above were minutes of work to fix. Both had been live long enough to be part of the baseline everyone was optimizing around.

Do this before your traffic peaks

Every bug of this kind is cheapest to find now and most expensive to find in December, when the traffic is bought, the team is frozen, and a broken link in a cart email is running against your best audience of the year.

See a live run, or bring us your journey and we will walk it before your customers do.

*Related Links: Abandoned Cart Benchmark Report (Klaviyo), 50 Cart Abandonment Rate Statistics (Baymard Institute).*

Share thisEmailLinkedIn

See this in action on your page

eLLMo runs test buyers against your product page and returns a ranked list of what stops people from buying.

More from the blog