possion distribution is what i learned in university for describing this kind of event?

the book is underutilized?

No I learned it in university like most of us did but 10+ years in tech I have never once seen somebody reach out for it in situations like this one where it is a natural fit.

Few people understand it well, even though it's effectively a binomial distribution (easy to grok) but with special constraints.