Building scalable APIs without over-engineering is crucial, focusing on simplicity and maintainability.Scalability doesn't necessarily mean complexity but the ability to handle increased traffic efficiently over time.Avoid building for an imaginary future and instead focus on immediate needs, like handling current loads and planning for a moderate increase.Prioritize readable code, modular design, and gradual enhancements based on real needs to ensure a scalable and manageable API architecture.