Discover UI Design Decisions Of Leading Companies,
From Leaked Screenshots & A/B Tests.


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Leak #71 from Airbnb.com   |   Oct 1, 2021 Home & Landing

Airbnb Discovers A Better Way To Let Customers Explore Listings

It looks like Airbnb once again ran an exciting experiment where they sought a better way to let customers explore property listings. I managed to detect an a/b test with changes to the homepage button which then spilled over into more changes on the listing page. I'll also admit that I am not 100% sure whether this was one bigger experiment on both pages or two separate ones. Either way, here are some of the particular differences I found really interesting ... View Leak

Leak #70 from Airbnb.com   |   Sep 7, 2021 Listing

Airbnb A/B Tests More Filters On Their Listing Screens With This Outcome

Here is a filter experiment I managed to detect on Airbnb's listing pages a few months ago. At the outset it looks like Airbnb was simply trying to add more filter options, but in reality there are at least three changes confounded together. If we break these changes up into individual patterns we might learn that some of them might be better than others. Perhaps this combination or interaction of both negative and positive changes could be an explanation as to why it looks like the variation was eventually rejected. View Leak

Leak #69 from Airbnb.com   |   Aug 11, 2021 Home & Landing

Airbnb Runs A Successful Leap Redesign Experiment For New Hosts

Airbnb just completed testing and rolling out a successful variation for their new host landing page. The interesting thing about this experiment is that it was a leap a/b test containing many changes (some of which are being followed up with small scale a/b tests as I'm writing this). Here is my take on some of the changes along with the corresponding patterns. View Leak

Leak #68 from Airbnb.com   |   Apr 20, 2021 Home & Landing

Airbnb A/B Tests And Rejects A Natural Language Form

Airbnb just completed an interesting experiment on their Become A Host landing page. They replaced a simple headline with a more dynamic natural language form that provided a sense of how much money someone could make from hosting their place. View Leak

Leak #67 from Amazon.ca   |   Mar 29, 2021 Product

Amazon A/B Tests And Rolls Out Product Reassurances

Amazon (Canadian) recently ran this A/B test where they added these three little reassurances on some of their products. This experiment is similar to the maturing Benefit Bar pattern that addresses common objections to a purchase. View Leak

Leak #66 from Airbnb.com   |   Mar 18, 2021 Product

Airbnb Once Again Rejects Next Available Date Suggestions

Once again Airbnb a/b tested an idea of surfacing the next available dates near their calendar picker. And once again the experiment looks like it was rejected just like previously. View Leak

Leak #65 from Etsy.com   |   Nov 24, 2020 Product

Etsy A/B Tests A Winning Shipping Timeline

Etsy ran an interesting experiment on their product pages by trying to clarify the shipping process. In this a/b test we can see that the control version displayed a simple delivery range with text. Whereas the variation displayed a linear shipping timeline with 3 steps - possibly creating a stronger sense of urgency. Checking up on this a few months later, we detected that the variation was implemented. View Leak

Leak #64 from Amazon.com   |   Oct 19, 2020 Listing

Amazon A/B Tests The List Vs Grid Layout

A month ago I managed to detect this classic list vs grid layout experiment on two of Amazon's product listing pages. I learned that this a/b test ran at least on two random queries such as "tools for mechanics" and "sports gear". Today, the grid layout view now looks like it was implemented. View Leak

Leak #63 from Bol.com   |   Sep 23, 2020 Product

Bol Replicates Airbnb's Experiment Which Confirms A Better Customer Rating Format

Bol has been noticed a/b testing at least 3 different versions of customer rating formats on their product detail pages. More interestingly, whether the e-commerce giant is aware of it or not, this can be considered a direct replication of a very similar Airbnb A/B test ran in the past. View Leak

Leak #62 from Airbnb.com   |   Sep 17, 2020 Home & Landing

Airbnb Gets Creative In This Multiple Variation Homepage Experiment

I love how Airbnb balances formal controlled experiments (containing single isolated changes) with more exploratory ones such as on this one here. They just completed a creative homepage experiment where they tested multiple variations with multiple changes of which I will show a selected few for simplification. View Leak

Leak #61 from Etsy.com   |   Sep 10, 2020 Product

Etsy's Product Quantity Options Receive A Confirmation From This A/B Test

Etsy was noticed a/b testing a product quantity pulldown menu on some of their products. Customers were basically given the option to purchase more than one item. View Leak

Leak #60 from Airbnb.com   |   Sep 3, 2020 Product

Airbnb Rejects Auto Suggested Dates In This Failed A/B Test

Not all experiments succeed including this one that Airbnb recently ran on their property pages. Their a/b test was automatically suggesting a next available date below the "Check Availability" button when someone didn't already have any chosen dates. A month later however, the experiment completed and was rejected. View Leak

Leak #59 from Amazon.com   |   Aug 19, 2020 Product

Amazon Discovers That Showing Structured Product Details Is Better

Amazon has been seen a/b testing the addition of product details or technical specifications, visibly above the fold. In this captured screenshot for example, we see such technical information as storage size, model numbers and types of interfaces. Interestingly, this change was rolled out when the experiment finished - hinting at a positive probability. View Leak

Leak #58 from   |   Aug 10, 2020 Product

Airbnb A/B Tests And Discovers That A Higher Button Position Is Better

Airbnb ran this wonderful experiment on one of their primary reservation buttons. The A/B test adjusted the position of the button, shifting it higher on all property pages - which was implemented once ended.  View Leak

Leak #57 from Amazon.com   |   Jul 14, 2020 Product

Amazon Finally A/B Tests Their Full Vs. Fixed Width Layout In This Experiment

Amazon just completed this wonderful product page layout experiment. The experiment was visible on wider monitors where the main content column was set to either full width (control) or fixed to 1500 pixels (B variation). View Leak

Leak #56 from Bol.com   |   Jul 7, 2020 Product

Bol Discovers That Showing Product Quantity Options Is Better In This Experiment

In this interesting e-commerce experiment, Bol displayed a simple product quantity option on some of their product pages. When the experiment completed this month, the variation with the change was rolled out - potentially hinting at some positive effect. View Leak

Leak #55 from Airbnb.com   |   Jun 28, 2020 Listing

Airbnb A/B Tests And Detects A Better Placement For Saving Properties

It looks like Airbnb just discovered a better placement for the "heart icon" that allows users to save properties to custom lists. Instead of placing the icon directly over property thumbnails (as in the control), it was A/B tested with a rightmost position of a wide listing - and eventually implemented. View Leak

Leak #54 from Bol.com   |   Jun 15, 2020 Listing

Bol A/B Tests And Rolls Out Expanded Color and Brand Filters

I managed to detect a nice little experiment on Bol's listing screen with at least 2 cascading variations. The experiment expanded more horizontal filters providing customers to narrow their search results with color and brand options. View Leak

Leak #53 from Netflix.com   |   May 25, 2020 Home & Landing

Netflix A/B Tests Displaying A Password Field Which Fails And Gets Rejected

It looks like Netflix has been iterating on showing additional fields upfront on their homepage. After they succeeded at displaying an email address upfront, this experiment now takes next step of showing a password field. The result of the leaked experiment however suggests a negative outcome as they reverted back to the control version - without the visible password. View Leak

Leak #52 from   |   May 4, 2020 Product

Amazon A/B Tests And Keeps Both Add-To-Cart And Buy Now Buttons

Two months ago I managed to detect that Amazon was actually a/b testing the removal of the second "Buy Now" button on a specific product page. Finally today it looks like the experiment has completed with both buttons still being displayed - like in the old days. View Leak