Opting out of A/B Tests while Running your Automated Tests

At Laurel & Wolf, we extensively introduce & test new features as part of A/B or split testing. Basically we can split traffic coming to a particular page into different groups and then show those groups different variations of a page or object to see if those changes lead to different behavior. Most commonly this is used to test if small (or large) changes can drive some statistically significant positive change in conversion of package or eCommerce sales. The challenge when running automated UI tests and A/B tests together is that your tests are no longer deterministic (having one dependable state).

Different sites conduct A/B tests differently depending on their systems. With our system we’re able to bucket users into groups once the land on the page which then either sets the AB Test and its variant options in local storage or as a cookie. Here are a few ways we successfully dealt with the non-determinism of A/B Tests.

Opting out of A/B Tests (by taking the control variant):

  1. Opt into the Control variant by appending query params to the route (e.g. www.kenst.com?nameOfExperiment=NameOfControlVariant). Most frameworks offer the ability to check for a query param to see if it should force a variant for an experiment and ours was no exception. For the tests we knew were impacted by A/B tests we could simply append to the base_url the query params for the experiment name and the control variant to avoid changing anything. This method didn’t require us to really care about where the experiment + variant were set (either as a cookie or localStorage) but really only worked for a single A/B test for a given test.
  2. Opt into the Control variant by setting localStorage. We often accomplished this by simply running some JS on the page that would set our localStorage (e.g.  @driver.execute_script("localStorage.setItem('NameOfExperiment', 'NameofControlVariant')")). Depending on where the A/B test sat within a test and/or if there were more than one, this was often the easiest way to opt out assuming the A/B test was set it localStorage.
  3. Opt into the Control variant by setting a cookie. Like the example for localStorage we often accomplished setting the cookie in the same way using JS (e.g.@driver.manage.add_cookie(name: 'NameOfExperiment', value: 'NameofControlVariant'). Again this was another simple way of allowing us to opt out of an experiment or even multiple experiments when necessary.

I know there are a few other ways to approach this. Alister Scott mentions a few ways here and Dave Haeffner mentions how to opt out of an Optimizely A/B test by setting a cookie here. How do you deal with your A/B tests? Do you opt-out and/or go for the control route as well?

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