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What stores A/B test, and how long they let tests run

We looked at thousands of A/B tests that hundreds of online stores ran and finished on Replo: what they tested, how long each test ran and how they split traffic.

The short answer

Half of the tests ended within a week (median 7 days), and 19% ended within a day. Only 33% ran the two weeks most guides ask for. Stores tested landing pages most (67% of tests), then product pages (29%), and 83% of tests pitted just two versions.

of finished tests ended within a week
51%
ran two weeks or longer
33%
tested a landing page
67%
tested just two versions
83%

Half of A/B tests ended within a week

The median finished test ran 7 days. 19% ended within a day, and 33% ran the two weeks most guides ask for.

How long finished tests ran, share of tests
  • Under 1 day · 46% of stores19%
    Under 1 day: 19%
  • 1 to 6 days · 46% of stores32%
    1 to 6 days: 32%
  • 7 to 13 days · 36% of stores16%
    7 to 13 days: 16%
  • 14 to 27 days · 35% of stores14%
    14 to 27 days: 14%
  • 28 to 55 days · 27% of stores10%
    28 to 55 days: 10%
  • 56 days or more · 23% of stores9%
    56 days or more: 9%

Base: every finished test, Nov 2023 to Nov 2026, from the day each test started to the day the store ended it. Each band holds tests from at least 20 stores.

Over the last 12 months it was 55% within a week, across hundreds of stores. A week is rarely enough: at a 3% conversion rate, catching a 20% lift takes about 14,000 visitors on each version. The sample size calculator gives the number for your store.

Two in three tests were on a landing page

81% of stores tested a landing page, a page built for one campaign or offer. Product pages came next. Collection pages were rare, but those tests ran more than twice as long.

Finished tests by the page they tested
  • Landing pages · 81% of stores67%
    Landing pages: 67%
  • Product pages · 38% of stores29%
    Product pages: 29%
  • Collection pages · 6% of stores3%
    Collection pages: 3%

Base: every finished test, sorted by the address of the pages in the test. Under 1% tested another page type, from too few stores to show.

Share of tests, share of stores and run length by page type
Page typeShare of testsShare of storesMedian runRan 2 weeks or more
Landing pages67%81%6.3 days31%
Product pages29%38%7.7 days35%
Collection pages3%6%15.4 days54%

A small group of stores ran two-thirds of all tests

Most stores tried a test or two: 40% finished exactly one. The 14% that finished ten or more ran 67% of every test in the study.

Share of all finished tests, by how many tests the store finished
  • 1 test · 40% of stores6%
    1 test: 6%
  • 2 to 3 tests · 27% of stores10%
    2 to 3 tests: 10%
  • 4 to 9 tests · 19% of stores17%
    4 to 9 tests: 17%
  • 10 or more tests · 14% of stores67%
    10 or more tests: 67%

Base: every finished test. Each store counts once, in the group for its own number of finished tests.

83% of tests had two versions, and 90% of those split traffic 50/50. 50% of the tests stores set up were never started.

What to test first

Start where most stores start, then give the test the time it needs to answer.

Start with a landing page

81% of stores tested a landing page, more than any other page type.

Plan the visitors before launching

At a 3% conversion rate, catching a 20% lift takes about 14,000 visitors a version.

Run two full weeks

Only 33% of tests did. Two weeks counts every weekday and weekend twice.

Test two versions, split evenly

90% of two-version tests split 50/50, so each version fills fastest.

Need ideas? See A/B test examples for stores. When a test ends, check it with the statistical significance calculator, or see how A/B testing works in Replo.

Run a test that finishes

Ask Replo for a new version of any page. It splits visitors on one link and shows each version's orders.

How we counted

  • Page A/B tests Shopify stores ran with Replo's page builder, started from November 2023 and ended by November 10, 2026.
  • A finished test has a start date, an end date and at least two versions. Tests still running aren't counted.
  • Run length is the time from the day the store started the test to the day it ended it.
  • Page type comes from the page addresses in the test: /products/, /collections/ or /pages/ for landing pages.
  • Internal, demo and test accounts are left out. Every figure rests on 20+ stores, and no store is named.
  • Conversion results stay in each store's report, so this study doesn't show lift or which version won.

Cite this study

Replo, "What stores A/B test, and how long they let tests run," replo.app/reports/ab-test-results

Link to this page when you quote a number.

Download the data

Every figure on this page as one CSV file.

Download CSV

More studies: where brands send their ad traffic and how long brands keep Meta ads running.

Questions about A/B test results

  • Not long. Across thousands of finished tests on hundreds of stores, the median test ran 7 days. 51% ended within a week and 33% ran two weeks or more.

  • Until each version has the visitors it needs to catch the change you care about, and at least two full weeks. Work out the visitors first with the sample size calculator.

  • Landing pages: 67% of finished tests, from 81% of stores. Product pages came next at 29% (38% of stores). Collection pages were rare, but those tests ran longest, 15 days at the median.

  • Enter each version's visitors and orders in the statistical significance calculator. It shows the chance the new version is better and the range the real lift sits in.

  • No. It counts what stores tested and how long tests ran. Conversion results stay in each store's own report, so lift isn't part of this data.

Start A/B tests

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