Coastal eutrophication, driven by nutrients and trace metal enrichment, poses a significant threat to marine ecosystems worldwide. This study investigated the nutrient and trace metal dynamics driving eutrophication along the Cox's Bazar Coast of the Bay of Bengal (BoB), Bangladesh. Summer surface seawater samples were collected from 12 strategically located stations between 2021 and 2023 and analyzed for physicochemical parameters, dissolved nutrients, and trace metals using standard spectrophotometric and ICP-MS techniques. The results revealed marked spatial and temporal variations in nutrient concentrations (NO3-: 0.01-0.066 mg/L, NO2-: 0.004-0.035 mg/L, NH4+: 0.014-0.096 mg/L, PO43-: 0.273-1.243 mg/L, DSi: 0.011-0.073 mg/L), trace metals (Fe: 0.127-0.362 mg/L, Mn: 0.021-0.086 mg/L, Cu: 0.025-0.075 mg/L, Zn: 0.011-0.221 mg/L) and eutrophication (EI: 1.674-25.982), with nearshore stations exhibiting higher levels of concertation enrichment compared to offshore areas. Elevated nutrient levels, particularly nitrogen and phosphorus species, along with high concentrations of trace metals, were strongly correlated with anthropogenic inputs from industrial discharge, urban runoff, and aquaculture activities. PCA further identified two key components representing combined influences of trace metals with PO43- and DSi, and a nitrogen-based nutrient factor. The integrated findings suggested that natural processes and intensified human activities drive eutrophication in the region, potentially promoting harmful algal blooms and threatening coastal ecosystem stability. This study underscored the need for effective management and pollution control strategies to mitigate nutrient overload and preserve the ecological integrity of the BoB.