Most "shoppable video benchmarks" you'll find online are vendor-pitched averages with no methodology behind them. We wanted to publish something better.
Over the last six months, we ran controlled AB tests on shoppable video across seven brands in our customer base — beauty, apparel, jewellery, wellness, regional fashion. Different geographies, different ticket sizes, different traffic profiles. Each test split traffic 50/50 between a control and a variant for 30 to 165 days, with full-funnel tracking on sessions, video engagement, and purchases.
Two findings surprised us. The third reframed how we think about the entire category. I want to share the data openly — because if you're considering adding shoppable video to your store, or you're already running it and wondering whether it's earning its keep, the numbers below should help you decide.
Shoppable video lifts site-wide conversion rate by 17–33%.
Average across our controlled tests where the variant added video to a no-widget control.
That's the topline. But it hides the more interesting finding, which is this: of the visitors who actually engaged with a video, conversion rate jumped between +50% and +500% versus those who didn't. Median lift across all seven tests: +125%.
In other words, video doesn't move the needle for everyone. It moves it dramatically for the subset who interact. The math that follows depends almost entirely on how big you can make that subset — and that's where the surprising part comes in.
The 2026 benchmarks
Four numbers worth tracking. These are what we'd point an operator to if they asked us "what does good look like?"
Video Engagement Rate
10-15%
Sessions that interact with the video widget
Top quartile: 25%+
Site-wide CVR Lift
+17-33%
Vs. a no-widget control
Top quartile: +50%+
Watcher CVR Uplift
+125%
Median lift among watchers vs non-watchers
Range: +50% to +500%
Revenue from Video
5-25%
Share of total sales from video sessions
Top quartile: 25%+
Test-by-test: the data behind the benchmarks
Seven controlled experiments across categories — beauty, apparel, jewellery, wellness, lifestyle. Different formats, different baselines, different traffic profiles. Brand identities are anonymized; everything else is straight from the dashboard.
| Test | Comparison | Sessions | Engagement | Result |
|---|---|---|---|---|
| 01 | Floating Card vs No Widget | 232K | 15.1% | +32.5% site CVR |
| 02 | Floating Video vs No Widget | 49K | 25.5% | +24.1% revenue |
| 03 | Floating Card vs Carousel | 217K | 11.0% vs 1.3% | +19.3% CVR Floating |
| 04 | Stories vs Carousel | 56K | 10.0% vs 2.9% | +2.9% CVR Stories |
| 05 | Floating Video vs Carousel | 18K | 10.2% | +54% revenue Floating |
| 06 | Floating Video vs Carousel | 35K | 9.6% | +51% revenue Floating |
| 07 | Floating Video vs Carousel | 15K | 15.9% vs 6.2% | +8% revenue Floating |
Sessions = total combined across both arms of the test. Engagement = % of variant sessions that interacted with the video widget. Where two numbers are shown, they reflect both arms.
Engagement is the metric most operators ignore
And it's the one that quietly determines everything. A widget that 2% of your visitors interact with cannot meaningfully move site-level metrics, no matter how well it converts the people who do engage. We've seen this pattern repeatedly in our tests: per-watcher conversion can be exceptional, but if the widget doesn't get seen, the math collapses.
Watcher CVR also varies dramatically by category. Beauty and jewellery brands in our dataset routinely see watcher CVRs 3–5x their baseline. Wellness and high-ticket categories sit closer to 1.5–2x. Apparel lands somewhere in between.
Revenue contribution is the metric to share with your CFO. When 20–25% of your store's revenue comes from sessions that interacted with a video, the ROI question stops being interesting. It becomes "why is this not the default everywhere."
The finding that surprised us
We expected the "video vs no video" lift to be the big story. It wasn't.
The bigger story was this: the format you choose matters more than whether you have video at all.
Across five head-to-head tests where we compared two shoppable video formats — a Floating Video player (persistent on the page) versus an embedded Carousel grid (typically below the fold) — the floating format won every time. Often by a wide margin.
Floating Video vs Carousel
Median across 5 head-to-head tests, normalized to floating = 100
The mechanism is obvious in hindsight. Carousels live below the fold. They're a destination — visitors have to scroll to find them, then click. Floating widgets are persistent. They ride along with the visitor, and engagement happens passively.
The lift isn't subtle. In one test, the carousel pulled 1.3% of sessions into video. The floating widget on the same store pulled 11%. That's an 8x difference in reach, and it cascaded into a +19% lift in site-wide conversion rate.
If your engagement rate is below 5%, format is your problem.
Not content. Not placement. Not catalog.
The ROI math
Run the numbers on a hypothetical store doing $500K/month at a 2% conversion rate.
A modestly performing shoppable video deployment — 12% engagement, +120% watcher CVR uplift — works out to roughly a +14% lift in site-wide conversion rate. Translated to revenue, that's about +$70K/month, or ~$840K/year.
A high-performing deployment — 25% engagement, +300% watcher uplift — pushes that number past $1.5M/year in incremental revenue, on the same starting traffic.
The variable that drives the difference isn't traffic, isn't catalog, isn't price point. It's engagement rate. Which is mostly determined by format and merchandising — both of which are inside your control.
How to measure properly
If you're going to invest in shoppable video, instrument it correctly from day one. Four metrics we'd recommend you track:
- Engagement rate, segmented by device. Mobile typically engages 2–3x desktop. Aggregate numbers will mislead you.
- Watcher conversion rate, against a true non-watcher cohort. Comparing to site-wide CVR includes the watchers themselves and inflates the number.
- Video-attributed revenue, not last-click. The widget is an upper-funnel asset. Last-click attribution will undercount its impact.
- AOV difference between watchers and non-watchers. We see watchers spend 8–15% more per order on average. Worth pricing into your ROI math.
Measured this way, the ROI question answers itself in the first 30 days.
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Book a free demo to learn more →About this report. Benchmarks are based on controlled AB tests across seven Whatmore customer brands between November 2025 and April 2026, covering 200,000+ sessions. Brand identities are anonymized. Engagement and conversion data are aggregated from the Whatmore Performance Analytics platform. Where ranges are reported, they reflect the spread between the lowest and highest performing tests; medians are noted where useful.
