How does KNN behave when data distribution is non-uniform?

KNN becomes biased toward dense regions of the feature space.

In non-uniform distributions, dense regions dominate neighbor selection, while sparse regions are underrepresented. This leads to biased predictions where dense clusters influence more queries regardless of true class structure.