Klaviyo Data Science Podcast EP 42 | Unlocking Customer Insights with RFM

Michael Lawson
Klaviyo Engineering
2 min readDec 13, 2023

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Customers are all unique, whether you’re building a data science product or selling an ecommerce product. In an ideal world, we’d be able to think about all of them on a truly one-on-one basis. Most of us can’t keep track of that many people in our brains, though, which is where the topic of today’s episode comes in: what is the best way to summarize an entire population of customers into a number of groups that is small enough to intuit but fine-grained enough to actually be useful in practice?

Listen along to learn more about:

  • Why understanding your customers is the superpower that drives any successful product
  • How simple-sounding concepts like recency can be trickier than expected
  • How to build a technical solution that draws on a vast number of data stores

You can listen to the full episode on Spotify, or see more details, including other episodes, on our podcast blog.

Featured on this episode:

Logo by: Griffin Drigotas from Klaviyo Design

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Data scientist at Klaviyo. Poet. Creator and host of the Klaviyo Data Science Podcast. Double UNC-Chapel Hill alum.