Faire
Data EngineerStrategicAug 6, 2026

Instrument repeat sourcing pathways for retention

Repeat purchasing often looks simple until the reasons for returning are hidden in fragmented behavior.

Teams can favor speed or exploration while the available signals support more than one story.

Sometimes I know exactly what I need, and sometimes I’m trying to spot what’ll feel new.

Birke Tekle · Owner, Contemporary Gift Shop

She returns regularly to refresh a small assortment but alternates between reordering and discovering new brands.

What pulls against what

  • repeat-order speed vs. ongoing discovery
  • observed behavior vs. inferred intent
  • fast segmentation vs. valid measurement
  • shared taxonomy vs. local product needs

What is at stake

Without a credible behavioral model, retention work can optimize activity that does not translate into another order

Why Faire

At Faire, this can matter because independent retailers often return with different sourcing needs over time.

Written for

Product-minded data engineerBehavioral data modelerExperimentation infrastructure builder

This is the setup. The work is inside.

Running it puts you in the room: the full situation and its constraints, stakeholders who push back in their own words, and the decisions that are yours to make. What you produce becomes a Day One Plan — work you can show someone instead of describing.