There is a $q$-binomial identity that I encountered in one paper I am reading (https://arxiv.org/abs/1910.06193) which probably admits a very simple proof that I do not see: for two nonnegative integers $a,b$, we have $$ q^{ab}=\sum_{k\ge 0}(-1)^kq^{\binom{k}2}\binom{a}{k}_q\binom{b}{k}_q(q;q)_k, $$ where $(q;q)_k=(1-q)(1-q^2)\cdots(1-q^k)$, $\binom{n}{k}_q=\frac{(q;q)_n}{(q;q)_k(q;q)_{n-k}}$ for $0\le k\le n$ and $\binom{n}{k}_q=0$ for $k>n$.
I am sure that this can be proved by a version of the A=B method, but for connecting this to my work not the identity as such but rather a conceptual proof or including it into some context is desirable. Since it is not an identity "with positive coefficients", it is not obvious if I should ask for a combinatorial interpretation, or some sort of Euler characteristic result, so I will just leave it slightly open-ended: have you seen any version of this identity?