In environmental science and engineering, we need both relevant measurements and mathematical models describing relations between measurements and chemical/biological reactions taking place in conversion processes and nature. This article gives a very short summary of suitable measurement methods and different modeling methods. Also, the use of measurements together with models is discussed. These are exemplified with improved process understanding, diagnostics, advanced control, and optimization.