The underlying factors contributing to the evolution of SARS-CoV-2-specific T cell response during COVID-19 infection remain unidentified. To address this, we characterized innate and adaptive immune responses with metabolomic profiling longitudinally at three different time points (0-4, 7-9, and 14-16 days post-COVID-19 positivity) from young mildly symptomatic active COVID-19 patients who got infected with ancestral virus. We observed the induction of anti-RBD and SARS-CoV-2 neutralizing antibodies together with antigen-specific T cell responses as early as 0-4 days post-infection. T cell responses were largely preserved against the delta and omicron variants as compared to the ancestral strain. We determined innate immune responses at an early (days 0-4 post-COVID-19 positivity) time point of active infection in response to TLR 3/7/8 mediated activation. Interestingly, the innate immune response exhibited by the elevated levels of IL-6, IL-1β, and IL-23 correlated with a robust SARS-CoV-2-specific Th1 response at the later time point (14-16 days post covid positivity). To further understand the association of metabolic pathways induced upon active COVID-19 infection with innate and T cell response, metabolomic profiling was performed. As compared to healthy individuals, COVID-19 patients displayed a distinct metabolic signature with an enrichment of pyroglutamate, itaconate, and azelaic acid, which correlated with the SARS-CoV-2-induced innate and T cells response. Our observations reveal mechanisms and potential interventional approaches that may assist in COVID-19 therapeutics and vaccine adjuvant strategies.