Data mapping is often treated as a simple transformation task. In practice, it is a contract between business semantics and technical representation.
A robust setup validates in three layers: structure, business plausibility, and technical constraints. Each validation layer should return actionable feedback for both operations and domain owners.
Versioned mapping specifications are a strong leverage point. They make change impact explicit and reduce friction across teams when multiple source systems evolve independently.