Deciphering the mechanisms underlying viral persistence is critical to achieving a cure for human immunodeficiency virus (HIV) infection. Here, we implement a systems approach to discover molecular signatures of HIV latently infected CD4+ Tcells, identifying the immunosuppressive, adenosine-producing ectonucleotidase CD73 as a key surface marker of latent cells. Hypoxic conditioning, reflecting the lymphoid tissue microenvironment, increases the frequency of CD73+ CD4+ Tcells and promotes HIV latency. Transcriptomic profiles of CD73+ CD4+ Tcells favor viral quiescence, immune evasion, and cell survival. CD73+ CD4+ Tcells are capable of harboring a functional HIV reservoir and reinitiating productive infection exvivo. CD73 or adenosine receptor blockade facilitates latent HIV reactivation invitro, mechanistically linking adenosine signaling to viral quiescence. Finally, tissue imaging of lymph nodes from HIV-infected individuals on antiretroviral therapy reveals spatial association between CD73 expression and HIV persistence invivo. Our findings warrant development of HIV-cure strategies targeting the hypoxia-CD73-adenosine axis.