Most respiratory diseases are driven by excessive airway inflammation and oxidative stress, yet current therapies often lack durable efficacy or are unsafe. Host-defense peptides, commonly enriched in animal venoms, offer diverse, target-selective scaffolds for new therapeutics. In this study, we aimed to discover a novel bioactive peptide with therapeutic potential on respiratory tract damage by utilizing Nephila clavata venom gland transcriptome. Using in silico analysis and machine learning-based functional prediction, we designed a peptide, NC-CV, expected to have dual anti-inflammatory and antioxidant activities with low cytotoxicity. In experimental validation, NC-CV improved human bronchial epithelial BEAS-2B cell viability under lipopolysaccharide (LPS) exposure while reducing LPS-induced pro-inflammatory cytokine expression and intracellular reactive oxygen species (ROS) generation. Mechanistic studies and molecular docking simulations indicated that NC-CV prevents toll-like receptor 4 signaling activation, suppressing nuclear factor κB and mitogen-activated protein kinase pathways. Moreover, the antioxidant activity of NC-CV was primarily based on direct intracellular ROS scavenging rather than the induction of endogenous antioxidant enzymes. Collectively, these findings demonstrated that the venom-derived peptide NC-CV disrupts the self-reinforcing cycle involving inflammatory signaling and oxidative stress in airway epithelium, highlighting its promise as a therapeutic candidate for respiratory disease.