APOE4 drove sex-specific changes in meningeal immunity, lymphatic drainage, brain lipids, neuroinflammation, and cognition in mouse models, with females showing greater inflammatory and cognitive vulnerability. Suppressing innate immunity improved some cognitive outcomes in female E4/E4 mice but worsened them in male E4/E4 mice, underscoring the need for sex-tailored approaches.