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By John Serafano · October 20, 2025 · Curated by George's Blog
Amazon Algo Hack?
Big sales events create a rising tide, and the common logic says that extra order volume can improve your rank, however, that's not as cut and dry as one might think.
Our internal analysis (using Amazon’s child ASIN analytics in business reports) shows it’s less “rise with the tide to improve” and more “rise with the tide or lose your rank.” (assuming you have existing momentum).
One of our clients made influencer marketing a core pillar of their strategy, backing it with meaningful spend. The payoff was huge, with a mid catalog, previously stagnant SKU increasing its run rate by 10x and holding it even after the influencer push.
Here’s what we learned:
Organic rank and paid placement both surged, with lower CPCs, better positions, and higher impression share on top keywords, driven by a single influencer averaging 750k plus highly engaged views per post across platforms.
The spike in sessions and order velocity was so sharp that Amazon flagged the listing as a viral search interest anomaly, creating a unique badge we hadn’t seen before on the listing (loved by...)
Typically this client’s catalog doesn’t thrive during big sales events, so we haven’t pursued aggressive pricing.
But here’s where it got interesting:
Three weeks after the influencer event, our strong run rate suddenly fell, with no ad changes or creative shifts.
What happened?
Prime Day. Order volume for the top 10 ASINs in our category spiked while ours stayed flat.
Post event, our sessions and sales started slipping.
Here’s the takeaway:
Velocity relative to your listing cohort matters. Business reports display this in percentiles (25, 50, 75, top 10), and from what we can tell, your session and order velocity compared to your cohort strongly correlates to rank movement.
When we drove heavy traffic on random days, we widened the gap sharply versus our cohort, and the SERP moved in our favor. When the top 10 spiked and we didn’t, traction slipped.
So paying to rise with the tide during major events isn’t a winning short term rank strategy, because you’re just keeping pace. The real lift comes from outperforming the platform average through manufactured viral spikes.
*dotted line is the top 10 ASINs cohort*