May 18, 2026

Case Study: Entry Points Into A Brand And Subsequent Migration

It's so much fun to study categories ... you learn how your business actually works in ways that Spotify reporting just can't replicate.

Let's look at Category = Entertainment. I selected all first-time buyers who purchased from Entertainment in the first order, measuring how their merchandise preferences evolve as the customer advances down the customer life cycle.




Tidbit #1:  If the customer purchased Entertainment in a first order, the customer only spend 33.6% of first order AOV on Entertainment. In other words, the Entertainment item was likely an add-on (Apparel Tops and Home comprised 31.3% of first order AOV).

Tidbit #2:  As the customer evolves, the customer leaves Entertainment, shifting into Apparel Tops. There's not much sense to keep hounding this customer to buy Entertainment when the customer has a natural gravity toward Apparel Tops.

Every brand has gravity. If we see more examples of new buyers ultimately gravitating to Apparel Tops, we know something valuable about how to market to customers in email marketing (for instance) moving forward.


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Case Study: Entry Points Into A Brand And Subsequent Migration

It's so much fun to study categories ... you learn how your business actually works in ways that Spotify reporting just can't replic...