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Customers grouped by behavior, so offers fit

Three clear customer groups, each with its own plan.

Orders per monthOccasionalBig basketsRegulars
Client
Online grocery store
Timeline
3 weeks
Scope
Segmentation, recommendations

The problem

Every customer got the same emails and discounts. Many ignored them, and the best customers were treated like everyone else.

What we built

  • Order history was grouped by how often, how much and what people buy.
  • Three groups were named in plain terms, with the size and value of each.
  • A short action plan: what to send, when, and how to measure it.
3clear customer groups
+22%repeat orders from targeted emails
-31%discount spending

Built with Python, pandas, scikit-learn, Google Sheets.