I have read some books in which Fisher's exact test will provide an exact p-value, but the assumptions underlying experimental design are not routinely met in practice. Apparently Fisher's "lady testing experiment" was specifically design to to meet the test requirements e.g. fixed number of poured milk before/after tea. I totally get this, but what I don't understand is why this condition is not met in other experimental designs? My intuition says that the number of rows/columns is controlled in every experiment...? I know there's something I am not quite getting, it'd be very useful if someone could provide an illustrative example for this.
Thanks!