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The 7-part system behind Amazon’s Black Friday machine

The 7-part framework that Amazon uses to turn Black Friday into a 12-day optimization loop for 200M+ Prime members.

Luke Kline
/

Dec 11, 2025

How Amazon powers BFCM for 200M+ Prime Members

In 2024, online US shoppers spent an estimated $10.8B on Black Friday and another $13.3B on Cyber Monday. Amazon captured roughly 37.6% of that spend (roughly $9B). And this is only one slice of the picture. Amazon processes around 149 orders per second (4.69B per year), powered by a base of more than 200M Prime members, with an estimated 80% penetration in U.S. households.

These are stats most people hear and then immediately move past, but when almost the entire country is already a Prime household, Black Friday stops being a sales event and becomes a behavioral event. Amazon isn’t trying to just maximize a weekend; they’re using the weekend to train the system that drives the next 12 months of revenue for their entire company.

So I broke down the entire system Amazon uses to turn Black Friday into a 12-day optimization loop, and turned it into a 7-part framework marketers can learn from, including how they capture billions of signals, recalibrate their personalization engine, reinforce Prime, and drive category expansion.

Visual gif showing how Amazon's BFCM strategy works

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