Robust Variance of a Product of Two Independent Uniform Variables

Let $X$ and $Y$ be independent, each uniformly distributed on $[0, 1]$. Compute $\operatorname{Var}(XY)$.

Additional robustness twist: before observation, an independent random relabeling of outcome labels is applied. Compute the same target and justify invariance.