No. Most blitzes occur post-wave 50. But they do fairly regularly occur at wave 40+, and can occur at wave 30+. The earliest blitz I’ve ever had is a Volk blitz at wave 20.
We think blitzes are selected randomly, so the fact that you got a Wespe blitz is entirely due to chance.