I am interested in applications of somewhat "advanced machinery" (with respect to the usual machinery involved in these cases, which is usually elementary) to olympiad or (high school-level) contest problems in mathematics which yield simple, insight-provoking solutions.
This may be something as simple as basic group theory or linear algebra, for instance. I shall post an example of what I'm looking for as an answer.
Please don't post joke-ish things like the "Fermat's Last Theorem is too weak to prove that $\sqrt 2$ is irrational" thing, please.
Perhaps we could make this CW and have separate answers, each on applications of a specific area of mathematics?
An example would be Tim Gowers' beautiful proof of the following problem:
using basic linear algebra over finite fields.
Concisely, he considers the characteristic vectors of these subsets and shows that they must be linearly independent over $\Bbb F_2$ for the condition to hold, so the maximum number of such subsets is just $n$.
Takeaway idea: the dot product of the characteristic vectors (over $\Bbb Z$, of course) is equal to the size of the intersection.