Alzheimer's disease (AD) is a neurodegenerative disease characterized by β-amyloid plaque accumulation, neuroinflammation, and dysregulation of sphingolipid metabolism, mainly manifested as irreversible cognitive decline and memory loss. A key pathological hallmark of AD is neuroinflammation, largely fueled by the persistent stimulation of microglia and subsequent pro-inflammatory cytokine production, which worsens disease development. Calcaratarin D (CalD), a ladanane-type diterpenoid sourced from Hedychium flavum rhizomes, has been reported to exhibit significant anti-inflammatory effects. However, its potential therapeutic benefits in AD remain unknown. Therefore, this research focused on exploring the neuroprotective effects of CalD in AD and elucidating its potential mechanisms. We established a mouse model of AD by targeting delivery of Aβ₁₋₄₂ oligomers to the hippocampus. Behavioral tests showed that CalD significantly improved the memory loss and spatial learning ability of AD mice. Western blotting and immunofluorescence staining further confirmed that CalD effectively reduced Aβ deposition and inhibited the excessive activation of microglia. Network pharmacology analysis found that the mechanism of action of CalD mainly involved inflammatory signaling pathways and sphingolipid metabolism. Subsequently, in vivo and in vitro experiments confirmed that CalD could inhibit the excessive activation of the TLR4/NF-κB/NLRP3 signaling pathway and restore the ceramide homeostasis in AD mice. On this basis, molecular docking and small interfering RNA experiments further clarified that CalD played an anti-inflammatory and regulatory role in sphingolipid metabolism by targeting CERT. In summary, these findings indicate that CalD exerts neuroprotective effects by modulating neuroinflammation and ceramide metabolic dysregulation, suggesting that CalD has therapeutic potential in AD.