What Dale is explaining is the difference between a number like c, which has units or dimensions, and a unitless or dimensionless number like pi or the fine structure constant. The number c will depend on the units you use to measure it. It is a different number in meters/second than it is in miles/hour. By contrast, a number like the α, the fine structure constant, has a value of about 1/137, and this number has no units, so we say it is "dimensionless". I will get the same number regardless of the system of units I use to measure it. Another example is the mass of the electron, which has units and depends on what units you use. However, the ratio of the mass of the proton to the mass of the electron is about 1836, and is independent of the units you use.