Blog

Donnu A/B Blog

Complete, honest guides on CRO, A/B testing and experimentation: statistics, sample size, test design and what to do with the results. No fluff. (page 2 of 24)

Statistics

Ad Platform Split Testing: What the Auction Breaks

Ad platform split testing: cookie or search split, shared budget, optimized delivery, and how to read the result without fooling yourself.

CRO

Ad to Landing Page Message Match: How to Test It

Message match: why comparing landing pages by ad misleads, how to design the right factorial test, and what to measure after the click.

CRO

Brand Lift Studies: The Effect That Never Becomes a Click

Brand lift study: how the survey experiment works, the biases it carries, and why the industry reports the result at 80 percent confidence.

Statistics

Modeled Conversions: When Your Test Metric Is an Estimate

Modeled conversions dilute A/B test results: why a model blind to your variant shrinks measured lift, how much power it costs, and what to measure instead.

Pricing

Charm Pricing A/B Testing: Does the 9 Ending Work?

Charm pricing A/B testing: what field evidence shows about 9 endings, how to separate the digit effect from the discount effect, and which metric to use.

CRO

Landing Page Video A/B Testing: Help or Hurt?

Landing page video A/B testing: what the 80 percent claim hides, the cost in LCP, what autoplay allows, and a worked three-arm example with real numbers.

CRO

Long Copy vs Short Copy: How to Actually Test It

Long copy vs short copy in A/B testing: why the question is badly framed, how to isolate length from everything else, and a worked example read by segment.

Statistics

Incrementality Testing: Measure the Real Lift of Paid Ads

Incrementality testing with holdouts: measure the true lift of paid ads, iROAS and cost per incremental conversion instead of trusting attributed ROAS.

CRO

Trust Badges A/B Testing: When They Actually Help

Trust badges A/B testing: where to place them in checkout and SaaS, what to measure, why results vary, and how not to credit a famous logo for a win.