Shopify’s launch of Rollouts (currently in early access and only available to certain stores, which must have the new version of Markets enabled), its new native A/B testing capability, is a meaningful shift for ecommerce brands because for the first time, merchants can test theme and experience changes directly inside the Shopify platform without layering on a third-party testing tool or additional expense. That lowers the barrier to entry for experimentation.
And more testing is a good thing, but access to testing and effective experimentation are not the same thing.
Historically, many brands might have avoided structured CRO programs because:
- Testing tools required additional investment
- Setup and QA were resource-intensive
- Data often lived in separate systems
- Teams defaulted to “best practice” updates instead of validated improvements
- Brands might default to testing in the ad platform (or not at all)
By embedding testing natively, Shopify is encouraging a healthier operating model: validate changes before rolling them out sitewide. That mindset alone can prevent costly mistakes.
For growth-stage brands especially, de-risking changes to navigation, PDP layouts, pricing displays, or checkout flows can protect millions in revenue.
The Bigger Opportunity: Building a Testing Culture
At BMG360, we view CRO as a huge performance lever, so testing needs to be strategic. Running experiments without a clear hypothesis, statistical rigor, and revenue alignment often leads to:
- False positives
- Short-term lifts that don’t scale
- Running tests without a proper testing tool
- “Win chasing” instead of learning
- Testing isolated from paid media strategy
Shopify’s Rollouts makes experimentation more accessible. But the real upside comes when testing is integrated into a broader growth engine:
- Traffic segmentation strategy aligned with landing page hypotheses
- Segmented audience testing based on acquisition source
- More effective implementation of personalization
- Revenue-per-session optimization, not just click-through rate lifts
- Iterative compounding of small wins
Incremental gains stack. A 3% lift on PDP engagement, combined with a 5% lift in checkout completion and stronger traffic qualification, compounds meaningfully at scale, and that’s where disciplined experimentation drives enterprise impact.
A Caveat
For brands running sophisticated experimentation programs with multi-variant tests, advanced audience segmentation, deeper behavioral analytics, dedicated platforms may still offer more flexibility. But for Shopify merchants who haven’t historically invested in CRO tools, this is a powerful opportunity because it removes the “cost excuse.” It also signals that ecommerce platforms are recognizing that optimization is truly a foundational piece of the puzzle.
Our POV
Using the new Shopify Rollouts correctly, with strong hypotheses, clean measurement, and full-funnel alignment, can accelerate learning and improve decision-making. Testing should not be reactive, it needs to be systematic – this is the philosophy we put into place for all our clients at BMG360. It should connect acquisition to onsite experience and it should compound over time.
More accessible experimentation is a step in the right direction. What matters now is how brands operationalize it.
Want to talk Shopify optimization? Get in touch with Ali DeMocker!
