pathfinder digital

The Risk of "Shrink Wrapping" Your GA4 Data

24 April 2026 | Johari Lanng

If you look at early paleoart - the illustrations of dinosaurs from the mid-20th century - you might notice something unsettling. The creatures look like bony, terrifying monsters. Their eye sockets (fenestrae) are gaunt and clearly visible, their ribs protrude, and they look more like skeletal zombies than living animals.

This happened because early illustrators committed a foundational error known as "shrink wrapping." They took the only hard data they had - the fossilized skeleton - and simply imagined skin pulled tightly over the bones. A famous example is the classic depiction of the Tyrannosaurus Rex: for decades, it was drawn as a scaly, leathery lizard with its skull shape perfectly outlined beneath its skin. What these illustrators missed was the "soft tissue." They ignored the fat, the thick muscle, the cartilage, and the plumage that made these animals complex, heavy, and alive.

In 2012, the book All Yesterdays popularized a pushback against this trend by illustrating modern animals the way we used to illustrate dinosaurs. The results were absurd. If you shrink wrap a baboon skeleton, you miss the fur and the thick facial tissue, resulting in a terrifying alien with giant fangs. If you shrink wrap a swan skeleton, you don't get a majestic bird - you get a nightmare creature with a serrated beak and no wings.

As data analysts, we laugh at these early illustrations. But every time we open Google Analytics 4 (GA4), we risk making the exact same mistake.

The Skeleton in GA4

GA4 provides the "skeleton" of user behavior. It gives you hard, fossilized data points: a page_view, an add_to_cart, a session_start, and a scroll. These events are structurally sound and fundamentally true.

But they are just bones.

When an analyst takes these raw events and immediately draws a conclusion without adding any qualitative context, they are shrink wrapping their users. They create a terrifyingly reductive model of human behavior, imagining a robotic user moving linearly from Point A to Point B. And just like the shrink-wrapped swan, the conclusions drawn from this model are often entirely wrong.

The Monsters We Draw

Let's look at two common examples of how shrink wrapping creates false narratives in digital analytics.

The "Bounced" User

The Skeleton: You open your GA4 reports and see a segment of users who landed on your product page, didn't click a single link, and left after just 12 seconds. Their Engagement Rate is 0%.

The Shrink-Wrapped Conclusion: "Our content is failing. The page load speed is too slow, the UI is confusing, or we are acquiring the wrong traffic. This is a failed session."

The Flesh & Feathers (Reality): The user was physically standing in the aisle of a hardware store, holding your product and a competitor's product. They urgently needed to check a specific technical specification. They pulled out their phone, landed on your product page, saw the spec prominently displayed in your hero banner, and happily bought your product at the register. The skeleton shows a failure; reality shows a perfect UX success.

The "Highly Engaged" User

The Skeleton: A user spends 14 minutes on your website, clicking across 12 different pages and triggering multiple 90% scroll events.

The Shrink-Wrapped Conclusion: "Amazing! High engagement! This user is deeply invested in our content loop and exploring everything we have to offer."

The Flesh & Feathers (Reality): The user is incredibly frustrated. They are trapped in a terrible navigation loop, desperately trying to find a customer support number to cancel an order, and reading to the bottom of every page hoping for a footer link that doesn't exist.

Fleshing Out the Bones

You cannot see soft tissue in GA4 alone. To stop drawing monsters, you must combine the skeleton of quantitative data with the soft tissue of qualitative context.

How do we do this?

Don't Draw Monsters

Skeletons are essential. Without GA4, your digital strategy has no structure to stand on. But the bones are never the whole story.

Next time you find yourself building a grand narrative around a single metric - a drop in engagement rate, or a spike in session duration - pause. Ask yourself if you are shrink wrapping the data. Remember that behind every user_pseudo_id is a complex, living human being.

Build the skeleton, but don't forget the feathers.