Utilizing seawater samples collected during the summer of 2025 in the Dingzi Bay region, South Yellow Sea, this study conducted a comprehensive analysis of the contents and concentrations of dissolved gases (N₂, O₂, Ar, CO₂), hydrocarbon gases (such as methane, ethane, and propane), and noble gases (including helium, neon, krypton, and xenon). The findings reveal that the dissolved gases in the study area are predominantly composed of N₂ and O₂, with average proportions of 77.8% and 21.6%, respectively. Notably, significant CO₂ anomalies were detected at certain stations, with concentrations reaching as high as 58.46%, which may indicate intense organic matter degradation or the introduction of external fluids. Furthermore, hydrocarbon gases, including methane and propane, were identified in several samples, with methane concentrations peaking at 37.9 mg/L, suggesting potential submarine oil and gas seepage or microbial activity. Spatial analysis revealed that anomalous points were primarily concentrated at stations CJ01, CJ08, CJ10, and CQ01, with no significant correlation to water depth, suggesting that their distribution may be influenced by local geological structures or bottom currents. This study elucidates the complexity and heterogeneity of dissolved gas composition in the waters of Dingzi Bay, thereby providing a novel scientific foundation for regional carbon cycle research, seabed resource exploration, and marine environmental monitoring.