Stop Chasing Conversion Rates. Start Buying Runs.
By Jake Admire
August 19, 2025
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Most ecommerce teams obsess over conversion rates and AOV, but those metrics donât tell the full story. Weâre focused on Revenue Per Session (RPS) as the real stat that matters â the ecommerce equivalent of âbuying runsâ in Moneyball. If you're ready to optimize for actual revenue instead of vanity metrics, this one's for you.
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đ° Stop Chasing Conversion Rates. Start Buying Runs.
After running testing and optimization programs across some of the most innovative ecommerce brands â from scrappy startups to scaled retail operations â one thing has become clear:
Most teams are optimizing for the wrong stat.
They chase conversion rate like itâs the holy grail. Or obsess over AOV like itâs a stand-alone success metric. But these numbers are like focusing on a playerâs batting average or home runs without looking at whether they actually help you win games.
If youâve read or seen Moneyball, you know where Iâm going:
Winning baseball teams donât buy players â they buy runs.
Moneyball (2011) Player Value Scene | Movie Scene HD
In ecommerce, itâs the same.
Youâre not optimizing for conversions. Youâre optimizing for revenue.
And the cleanest, clearest way to measure that?
Revenue per session (RPS).
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đ§ What Is Revenue Per Session?
RPS = Conversion Rate Ă Average Order Value
Itâs simple, but powerful. Because it tells you exactly how much money each visit to your site is worth.
Itâs the closest thing we have to a âruns scoredâ stat in ecommerce â the outcome that actually wins the game.
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âď¸ Why RPS > CVR or AOV Alone
When you look at CVR or AOV in isolation, you miss the bigger picture. You can:
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Raise conversion rate by offering deeper discounts, but kill margin
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Boost AOV with bundles, but drop conversions
RPS is the only metric that accounts for both how many people buy and how much they spend.
Hereâs how they stack up:

đ Real Examples from the Field
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We once tested a new welcome offer. CVR jumped, but AOV dropped. Margin got tighter. On the surface, a win. But RPS was flat, in the long term, maybe this leads to more users to drive LTV
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Another brand tested a âBuild Your Own Bundleâ experience. CVR dipped slightly, but AOV lifted significantly. The result? Higher RPS. Actual business growth.
đ Why Smart Brands Are Reframing Optimization Around RPS
Optimizing for RPS changes how you make decisions:
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You stop chasing vanity metrics
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You start balancing impact and margin
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You get clearer signals from your tests
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You build better experiences that make you more money
It also gives every team â marketing, design, product, analytics â a shared target thatâs grounded in business outcomes.
Youâre not buying ads to get more clicks. Youâre buying sessions to get more revenue. So you better be measuring how valuable those sessions are.
đ The Takeaway
If youâre not tracking Revenue Per Session, youâre flying blind.
Itâs the moneyball stat that reveals whatâs actually working â not just whatâs winning the vanity metric scoreboard.
If you want to grow profitably, consistently, and with real clarity â make RPS your North Star.
Curious what your RPS is right now? Or how much upside is hiding in plain sight?
Thatâs what we do at on / Sight. Letâs talk.
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