A little-known council parking enforcement power in the Transport Management Act 2004 is to issue a postal PCN in cases where the driver drove off before the PCN could be served at the roadside. ALthough you say 1-2 minutes waiting time, it is probably longer.
There is no legally mandated observation period, BTW. Why were you stopped there, because there are certain exemptions that may apply ?