Pillow Product Page Case Study: Why Order Value Moved Less
The adjustable pillows page had the best conversion rate of the three bedding products we rebuilt, 4.4%. It still finished last, because the order only grew from $125 to $152. Here's why some products bundle better than others.

If I were writing a brochure, I'd leave the pillow page out.
It had the best conversion rate of the three products we rebuilt for one bedding brand. 4.4%. And it finished last.
This pillow product page case study is about why. Here's the short answer. The adjustable pillows page won the yes, but the order barely grew. Average order value went from $125 to $152, a $27 lift, while the two sheet pages on the same store added $96 and $129 to every order. Same store, same rebuild, same method. Some products bundle better than others, and a pillow is the clearest example I have of a product with a low ceiling on the order.
I'm publishing it anyway. A case study that only shows the best result is an ad.
What did the pillow product page case study measure?
One product page on a Shopify bedding store with 30+ products, stuck at a revenue ceiling of $15,000 a month. We rebuilt the top 3 hero products. The adjustable pillows were product number two.
Before the rebuild: conversion rate 1.0%, average order value $125. That means revenue per visitor was $1.25. On 10,000 visitors, that's $12,500.
After the rebuild: conversion rate 4.4%, average order value $152. Revenue per visitor $6.68. On the same 10,000 visitors, that's $66,800.
That's $54,300 more from the same clicks. You can see the full case study numbers for all three products. Real client numbers, not typical results, and not a promise of what your store will do.
| Key metric | Before | After |
|---|---|---|
| Conversion rate | 1.0% | 4.4% |
| Average order value | $125 | $152 |
| Revenue per visitor (conversion rate x average order value) | $1.25 | $6.68 |
| Revenue on 10,000 clicks | $12,500 | $66,800 |
Source: the per-product table on our results page, which lists this as a 534% boost. $6.68 is about 5.3 times $1.25.
The adjustable pillows page went from 1.0% x $125, which is $1.25 a visitor, to 4.4% x $152, which is $6.68 a visitor. The best conversion rate in the rebuild, and the smallest order. On 10,000 clicks that's $66,800 instead of $12,500.
Which lever moved on the adjustable pillows page?
Pull the result apart. Run each lever on its own and the story gets very clear, very fast.
Conversion rate alone. Keep the old $125 order and apply the new 4.4%. 4.4% x $125 = $5.50 a visitor. On 10,000 visitors, $55,000.
Average order value alone. Keep the old 1.0% and apply the new $152 order. 1.0% x $152 = $1.52 a visitor. On 10,000 visitors, $15,200.
Both together. 4.4% x $152 = $6.68 a visitor. $66,800.
Conversion rate went 4.4 times higher. Average order value went about 1.22 times higher. Multiply them and you land near 5.3 times, the 534% on the results page. So almost all of this product page lift came from more people saying yes. Take the conversion gain away and the pillow is a $1.52 visitor.
Here's the thing. If this brand only tracked conversion rate, the pillow page would be the champion. Best number on the board. But on 10,000 clicks it made $66,800, and the cooling sheets page made $109,200 at 4.3%. That's a $42,400 gap hiding behind a 0.1 point conversion edge that went the other way.
Why did order value move less on the pillow than on the sheets?
Put the three orders side by side. Every product started at $125.
Source: /results. After average order value minus the $125 starting order. Pillows $152, copper sheets $221, cooling sheets $254. Real client numbers, not typical results.
| Product | Conversion rate after | Average order value after | Order value lift | Revenue per visitor after |
|---|---|---|---|---|
| Adjustable Pillows | 4.4% | $152 | +$27 (about 22%) | $6.68 |
| Copper Bamboo Sheets | 4.3% | $221 | +$96 (about 77%) | $9.50 |
| Cooling Bamboo Sheets | 4.3% | $254 | +$129 (about 103%) | $10.92 |
Now my read. And I'll be straight that it's a read: the results page tells you which lever moved, not why.
A sheet set is the start of a bed. Pillowcases belong with it. So does a duvet cover. So does a second set for laundry day, and a bigger size if the buyer is already measuring. When a sheet page sells the outcome as a set, there's a long list of things the buyer already needs in the same moment. That's why the copper bamboo sheets and cooling sheets orders nearly doubled.
A pillow has a short list. A second pillow for the other side of the bed. A pillowcase. Then the list runs out.
And an adjustable pillow is a fit purchase. The buyer is shopping for their own neck and their own sleeping position. That's a question one person answers for one head, which makes it a great product for closing the sale and a harder one for growing the cart.
A bundle can only grow as large as the list of things the buyer already needs in the same moment. Sheets have a long list. A pillow has a short one. Selling a thing and selling a bed are different jobs.
Baymard Institute's research on product page suggestions describes shoppers looking for supplementary items to "complete the package," and found only 42% of major sites offer both alternative and supplementary suggestions on the product page. The idea underneath is the one that decided this rebuild. The package has to exist before anyone can complete it.
How do you tell which products will bundle well?
I use a quick check before we touch a page. Call it the companion count. Answer these four for your product:
- Does it complete something bigger the buyer already owns or wants?
- Does the buyer need more than one at the same time?
- Is there a size step up the buyer already understands?
- Does it wear out and get replaced on a known cycle?
Sheets say yes to the first three. The pillow says yes to two and four. A shared bed takes two pillows. And the Sleep Foundation's guide on replacing pillows says most experts recommend a new pillow every 1 to 2 years. That's value spread across time, not packed into one cart.
Here's the math on why the count matters. At a 4.4% conversion rate, every extra $10 on the order is worth $0.44 a visitor. On 10,000 clicks, that's $4,400 a month. A product with three or four natural companions has room for several of those $10 steps. A product with one companion has room for maybe one, before the bigger order starts costing you the yes.
If you want the mechanics of building the offer once you know the count, how to use product bundles covers the set structure, and quantity breaks covers the "two of the same" step that suits a pillow. If you're choosing the app for that step, Kaching Bundles vs Fast Bundle splits the decision by bundle type.
What would I test next on a pillow page?
Three things. In this order.
First, the pair as the default. Show two pillows for a shared bed as the main option and one pillow as the step down. That's companion number one, and it matches how a couple shops.
Second, the pillowcase sitting next to add to cart, labeled as the piece that goes with it, kept apart from "you might also like" alternatives.
Third, protect the 4.4%. The pillow page earned its money on the yes. Any test that grows the order but drops conversion rate below what the order gain pays for is a loss, and you'll only see it if you measure per visitor.
Fit is the other lever worth studying. Praella's Pillows.com project reports a Pillow Finder quiz built around sleeping habits, alongside a 27% increase in conversion rate and a 33% increase in revenue. Different store, different agency, and a full redesign, so I won't credit the quiz alone. But it points the same direction: pillows are won on fit.
This is where speed changes the math. When RevenueFlows AI rebuilds a page in under 15 minutes and the readout is revenue per visitor, a pair-versus-single test stops being a quarter-long project. You run it, read one number, and keep the winner.
What does this mean for pillow brand marketing?
Most pillow brand marketing reads the conversion rate and celebrates. This order value case study says read the order next.
If your catalog is mostly pillows, your order ceiling is lower than a sheet brand's, and no page fixes that by itself. Your page has to win the yes hard, the pair has to be the default, and the rest of your money lives in the replacement cycle. If you sell pillows next to sheets, let the sheet pages carry the order and let the pillow page do what it did here: close.
I compare the two levers head to head in revenue per visitor vs conversion rate. The whole store story, which landed at 3.5% and $231, is in the bedding product page teardown, and every result we publish lives in the ecommerce case studies library.
Run the math on your own product. The calculator starts with the pillow numbers.
What to do next
One action. Take your top 3 products and run the companion count on each one. The product with the shortest list is the one where you protect conversion rate. The product with the longest list is where your next order value gain is sitting. On this store, the difference between those two was $42,400 per 10,000 clicks.
Questions founders ask about this case study
What were the results in the pillow product page case study? On the adjustable pillows page, conversion rate went from 1.0% to 4.4% and average order value from $125 to $152, so revenue per visitor went from $1.25 to $6.68. On 10,000 clicks that's $66,800 instead of $12,500. Real client numbers, not typical results, and not a promise of what your store will do.
Why did the pillow page earn less than the sheet pages if it converted better? Because revenue per visitor is conversion rate times average order value. The pillow page converted 4.4% against 4.3% for both sheet pages, but its order grew by $27 while the sheet orders grew by $96 and $129. A 0.1 point conversion edge can't make up for a much smaller order.
Why do some products bundle better than others? A bundle can only grow as large as the list of things the buyer already needs in the same moment. A sheet set is the start of a bed, with pillowcases, a duvet cover and a spare set nearby. A pillow has a short list: a second pillow and a pillowcase. That's my read from building these pages, and it's worth testing on your own catalog.
Is a 534% boost in revenue per visitor still a good result? Yes. $6.68 is about 5.3 times $1.25, and on 10,000 clicks it's $54,300 more than the old page made. It's the smallest of the three bedding results, which is exactly why it's worth studying instead of hiding.
Should a pillow brand chase conversion rate or order value? Measure both, then judge the page per visitor. On this store, conversion rate did almost all of the work on the pillow page. A pillow brand with a short companion list should protect its conversion rate first and grow the order with the pieces buyers already need, like a second pillow for a shared bed.
Book Your Profit Audit
The pillow page closed more visitors than either sheet page and still earned the least, because its order had nowhere to grow. On a free profit audit we'll run the companion count on your top products, find which lever each one is leaving on the table, and show you how to rebuild a high-converting product sales page in less than 15 minutes.
Or go here to check it out → revenueflows.ai
P.S. A bigger yes on a small order is still a small order. Win the yes on the pillow, then let the bed carry the cart.
Frequently asked questions
What were the results in the pillow product page case study?
On the adjustable pillows page, conversion rate went from 1.0% to 4.4% and average order value from $125 to $152, so revenue per visitor went from $1.25 to $6.68. On 10,000 clicks that's $66,800 instead of $12,500. Real client numbers, not typical results, and not a promise of what your store will do.
Why did the pillow page earn less than the sheet pages if it converted better?
Because revenue per visitor is conversion rate times average order value. The pillow page converted 4.4% against 4.3% for both sheet pages, but its order grew by $27 while the sheet orders grew by $96 and $129. A 0.1 point conversion edge can't make up for a much smaller order.
Why do some products bundle better than others?
A bundle can only grow as large as the list of things the buyer already needs in the same moment. A sheet set is the start of a bed, with pillowcases, a duvet cover and a spare set nearby. A pillow has a short list: a second pillow and a pillowcase. That's my read from building these pages, and it's worth testing on your own catalog.
Is a 534% boost in revenue per visitor still a good result?
Yes. $6.68 is about 5.3 times $1.25, and on 10,000 clicks it's $54,300 more than the old page made. It's the smallest of the three bedding results, which is exactly why it's worth studying instead of hiding.
Should a pillow brand chase conversion rate or order value?
Measure both, then judge the page per visitor. On this store, conversion rate did almost all of the work on the pillow page. A pillow brand with a short companion list should protect its conversion rate first and grow the order with the pieces buyers already need, like a second pillow for a shared bed.

