Smoking is a major risk factor for the development of Bladder Cancer (BLCA); however, the functional consequences of the carcinogens in tobacco smoke and BLCA-associated metabolic alterations remains poorly defined. We assessed the metabolic profiles in BLCA smokers and non-smokers, and identified the key alterations in their metabolism. Liquid Chromatography – Mass Spectrometry (LC-MS), and bioinformatic analysis were performed to determine the metabolome associated with BLCA smokers and were further validated in cell line models. Smokers with BLCA were found to have elevated levels of methylated metabolites, polycyclic aromatic hydrocarbons (PAHs), DNA adducts and DNA damage. DNA methyltransferase 1 (DNMT1) expression was significantly higher in smokers than non-smokers with BLCA. An integromics approach, using multiple patient cohorts, revealed strong associations between smokers and high-grade BLCA. In vitro exposure to the tobacco smoke carcinogens, 4-(methylnitrosamino)-1-(3-pyridyl)-1-butanone (NNK) and benzo[a]pyrene (BaP) led to increase in levels of methylated metabolites, DNA adducts, and extensive DNA damage in BLCA cells. Co-treatment of BLCA cells with these carcinogens and the methylation inhibitor 5-aza-2′-deoxycytidine (AZA) rewired the methylated metabolites, DNA adducts, DNA damage. These findings were confirmed through the isotopic labeled metabolic flux analysis. Screens using smoke associated metabolites and DNA adducts could provide robust biomarkers and improve individual risk prediction in BLCA smokers. Non-invasive predictive biomarkers that can stratify the risk of developing BLCA in smokers could aid in early detection and treatment.