Non-constructive?
Yes, that's how it is taught, not how it actually is.
An axiomatic approach (one begins with Kolmogorov's triple ($\Omega, \mathcal{F}, \mathbb{P}$)) is succinct. But succinct != clear.
Some lectures start with Caratheodory construction (NB! construction!), which is still not...