Imagine receiving sensor readings every five minutes. Each message contains a time, a sensor ID, a metric name, and a value. Storing messages as they arrive is convenient: if a new metric appears tomorrow, it simply adds more rows. But a report consuming the data wants something else: one row per time and sensor, with temperature, humidity, and pressure in separate columns.