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Interesting talk on the subject from a data scientist at Instacart: https://blog.dominodatalab.com/data-science-instacart/

We've also looked at data science to solve the problem but found that a traditional approach still offers the best performance.

Can you define "traditional approach" please? :) What do you mean specifically?