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How should you paginate
search results on your
website?
Ondrej Kaššák, Michal Barla, Luigi’s Box
www.luigisbox.com
Luigi’s Box is a synonym
for good site search
● search analytics
● autocomplete
● search engine
Visitors using search make
70% more conversions
Because they know what
they want
30% of e-shop visitors use
site search
Luigi’s Box Dashboard
demo.luigisbox.com
Today’s topic:
How should you paginate
search results on your
website?
There are 3 pagination types.
Which one is better?
● traditional pagination
● infinite scrolling
● load more
+ freedom of choosing which results page
to visit next
+ fixed ‘window’ of results as a reference frame
- inefficient from the DB perspective
- complicated to use on phones
Traditional pagination
+ constant results loading time
+ no need to click - good for phones
- only next/prev page movements
- no frame of reference
Infinite scrolling
+ constant results loading time
+ fixed “window” of results as a
reference frame
- only next/prev page movements
Load more
‘Infinite scrolling’ has its
hidden UX problems
● scrolling offers smooth and seamless experience
● users browse vastly more products
● but they pay less attention and do not interact
source: Etsy study,
https://www.slideshare.net/danmckinley/design-for-continuous-experimentation/35-Innite_Scroll_Results_Visitors_seeing
source: Baymard Institute, https://www.smashingmagazine.com/2016/03/pagination-infinite-scrolling-load-more-buttons/
‘Infinite scrolling’ leads to
less interest and thus lower
conversion rates
● in comparison to ‘traditional’ and
‘load more’ pagination
source: Etsy study,
https://www.slideshare.net/danmckinley/design-for-continuous-experimentation/35-Innite_Scroll_Results_Visitors_seeing
source: Baymard Institute, https://www.smashingmagazine.com/2016/03/pagination-infinite-scrolling-load-more-buttons/
Today’s topic update:
Should you use
‘traditional’ or ‘load more’
pagination?
With ‘load more’,
the only question is
‘Do I want to see more results?’
● it’s simpler than ‘traditional’ pagination
● users view more products with less cognitive load
● from top 50 US e-commerce sites, only 8% use it
source: Baymard Institute: https://www.smashingmagazine.com/2016/03/pagination-infinite-scrolling-load-more-buttons/
To find the answer, we
looked into the data…
● approx 200 clients
● 2 months of activity
● at least 1K searches each
● avg 17.6K searches per client
At first, we defined search
● set of actions where user browses
search results
● part of a session, with the same query
and filters
● we consider any change as a new search
Then, we segmented searches
● ‘first page only’
● next/prev ‘steps only’
● containing ‘jump’
‘First page only’ searches:
88.7%
● ‘traditional’ pagination
clients only
‘Steps’ cover 91.5% of all
pagination actions
Users use pagination ‘jumps’
only very rarely
● in addition, 33.2 % of these are
‘back-to-the-first-page jumps’
But why take away
a functionality,
even if used rarely?
But why take away
a functionality,
even if used rarely?
Why is my pagination
even used?
With a good search, users do
not need pagination at all
● when was the last time you jumped to 7th
result page on Google?
● ‘load more’ makes more sense
Pagination vs. Conversions
● so again, let’s look into the data…
● at first, we split clients into groups:
○ clients with custom search
○ clients with Luigi’s Box search
Pagination vs. Conversions
per segments
Clients with custom search Clients with Luigi’s Box search
High quality search helps to convert
even without any pagination
Clients with custom search Clients with Luigi’s Box search
87.9%
of sessions
use
no pagination
and comprise
80.9%
of conversions
93.0%
of sessions
use
no pagination
and comprise
94.1%
of conversions
Luigi’s Box search brings
● 5.8 % increase in first page only searches
● 16.3 % increase in conversions for them
Search results ordering
really matters
● include user behavior, popularity
● learn from historical data
● use ‘learning to rank’, weighting, ...
If a user finds relevant items
at the first result page and
they are logically sorted, the
user does not need to use
pagination at all
Lessons learned
● do not use ‘infinite scrolling’
● ‘load more’ is better than ‘traditional’
pagination
● order your search results intelligently
Want to know more?
see full blogpost at:
www.luigisbox.com/blog/pagination/
We are hiring
https://www.luigisbox.com/careers/
● work with us on the best e-commerce
search platform
● interesting scale and challenging problems
● Junior/Senior Backend Engineer
● ML Engineer

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How should you paginate search results on your website?

  • 1. How should you paginate search results on your website? Ondrej Kaššák, Michal Barla, Luigi’s Box www.luigisbox.com
  • 2. Luigi’s Box is a synonym for good site search ● search analytics ● autocomplete ● search engine
  • 3. Visitors using search make 70% more conversions
  • 4. Because they know what they want
  • 5. 30% of e-shop visitors use site search
  • 7. Today’s topic: How should you paginate search results on your website?
  • 8. There are 3 pagination types. Which one is better? ● traditional pagination ● infinite scrolling ● load more
  • 9. + freedom of choosing which results page to visit next + fixed ‘window’ of results as a reference frame - inefficient from the DB perspective - complicated to use on phones Traditional pagination
  • 10. + constant results loading time + no need to click - good for phones - only next/prev page movements - no frame of reference Infinite scrolling
  • 11. + constant results loading time + fixed “window” of results as a reference frame - only next/prev page movements Load more
  • 12. ‘Infinite scrolling’ has its hidden UX problems ● scrolling offers smooth and seamless experience ● users browse vastly more products ● but they pay less attention and do not interact source: Etsy study, https://www.slideshare.net/danmckinley/design-for-continuous-experimentation/35-Innite_Scroll_Results_Visitors_seeing source: Baymard Institute, https://www.smashingmagazine.com/2016/03/pagination-infinite-scrolling-load-more-buttons/
  • 13. ‘Infinite scrolling’ leads to less interest and thus lower conversion rates ● in comparison to ‘traditional’ and ‘load more’ pagination source: Etsy study, https://www.slideshare.net/danmckinley/design-for-continuous-experimentation/35-Innite_Scroll_Results_Visitors_seeing source: Baymard Institute, https://www.smashingmagazine.com/2016/03/pagination-infinite-scrolling-load-more-buttons/
  • 14. Today’s topic update: Should you use ‘traditional’ or ‘load more’ pagination?
  • 15. With ‘load more’, the only question is ‘Do I want to see more results?’ ● it’s simpler than ‘traditional’ pagination ● users view more products with less cognitive load ● from top 50 US e-commerce sites, only 8% use it source: Baymard Institute: https://www.smashingmagazine.com/2016/03/pagination-infinite-scrolling-load-more-buttons/
  • 16. To find the answer, we looked into the data… ● approx 200 clients ● 2 months of activity ● at least 1K searches each ● avg 17.6K searches per client
  • 17. At first, we defined search ● set of actions where user browses search results ● part of a session, with the same query and filters ● we consider any change as a new search
  • 18. Then, we segmented searches ● ‘first page only’ ● next/prev ‘steps only’ ● containing ‘jump’
  • 19. ‘First page only’ searches: 88.7% ● ‘traditional’ pagination clients only
  • 20. ‘Steps’ cover 91.5% of all pagination actions
  • 21. Users use pagination ‘jumps’ only very rarely ● in addition, 33.2 % of these are ‘back-to-the-first-page jumps’
  • 22. But why take away a functionality, even if used rarely?
  • 23. But why take away a functionality, even if used rarely?
  • 24. Why is my pagination even used?
  • 25. With a good search, users do not need pagination at all ● when was the last time you jumped to 7th result page on Google? ● ‘load more’ makes more sense
  • 26. Pagination vs. Conversions ● so again, let’s look into the data… ● at first, we split clients into groups: ○ clients with custom search ○ clients with Luigi’s Box search
  • 27. Pagination vs. Conversions per segments Clients with custom search Clients with Luigi’s Box search
  • 28. High quality search helps to convert even without any pagination Clients with custom search Clients with Luigi’s Box search 87.9% of sessions use no pagination and comprise 80.9% of conversions 93.0% of sessions use no pagination and comprise 94.1% of conversions
  • 29. Luigi’s Box search brings ● 5.8 % increase in first page only searches ● 16.3 % increase in conversions for them
  • 30. Search results ordering really matters ● include user behavior, popularity ● learn from historical data ● use ‘learning to rank’, weighting, ...
  • 31. If a user finds relevant items at the first result page and they are logically sorted, the user does not need to use pagination at all
  • 32. Lessons learned ● do not use ‘infinite scrolling’ ● ‘load more’ is better than ‘traditional’ pagination ● order your search results intelligently
  • 33. Want to know more? see full blogpost at: www.luigisbox.com/blog/pagination/
  • 34. We are hiring https://www.luigisbox.com/careers/ ● work with us on the best e-commerce search platform ● interesting scale and challenging problems ● Junior/Senior Backend Engineer ● ML Engineer