Charcoal picks up most of the VOCs, flocculation will get the suspended solids, and chems will precipitate out the TDS, adding other more desirable ones back in.

Distillation takes care of an awful lot of contaminants all at once, but is not a complete process. Some chems evaporate/condense at the same temp and pressure, so another treatment process is also required.