The approach to building platforms is driven by strategically chosen use cases, allowing for early wins and trust-building with partners. By embedding domain experts within business areas, the team gains valuable insights that inform platform design. The process evolves through templatization, creating resources that empower other data scientists, ultimately aiming for a self-service model that minimizes the need for domain expertise.