Hope you realise that mine was completely made up example just to show the basic characteristic of exponential growth in presence of static component.

I chose 10x growth factor to make sure the reader gets a point you can have absolutely disastrous epidemic brewing and still be invisible for many years.

With smaller reproduction rate and other confounding factors detecting a new epidemic like that could be even more difficult if you only look at total number of cases.