In many organisations, the question “what does this number actually mean?” still sparks debate. Different teams use different definitions, data lives in disconnected systems, and reports multiply with conflicting results. A growing response to this challenge is the semantic layer — a structured, business-friendly abstraction that sits between raw data and the analytics tools people use every day.