During the first outbreak of an emergent virus, methods need to be developed to rapidly establish suitable therapies for patients with high risk of severe disease caused by the pathogen. Considering the importance of the T cell response in controlling viral infections, adoptive cell therapy with virus-specific T cells has been used as a safe and effective anti-viral prophylaxis and treatment for immunocompromised patients. The main objective of this study was to stablish an effective and save methodology to cryostore whole blood as starting material, and to adapt a T cell activation and expansion protocol to generate an off-the-shelf anti-viral therapeutic option. Additionally, we studied how memory T cell phenotype, clonality based on T cell receptor, and antigen specificity could condition characteristics of final expanded T cell product. Twenty-nine healthy blood donors were selected from a database of convalescent plasma donors with a confirmed history of SARS-CoV-2 infection. Blood was processed using a fully automated, clinical grade, and two-step closed system. Eight cryopreserved bags were advanced to the second phase of the protocol to obtain purified mononucleated cells. We adapted the T cell activation and expansion protocol, without specialized antigen-presenting cells or presenting molecular structures, in a G-Rex culture system with IL-2, IL-7, and IL-15 cytokine stimulation. The adapted protocol successfully activated and expanded virus-specific T cells to generate a T cell therapeutic product. We observed no major impact of post-symptom onset time of donation on the initial memory T cell phenotype or clonotypes resulting in minor differences in the final expanded T cell product. We showed that antigen competition in the expansion of T cell clones affected the T cell clonality based on the TCRβ repertoire. We demonstrated that GMP blood preprocessing and cryopreserving is a successful procedure to obtain an initial cell source able to activate and expand without a specialized antigen presenting agent. Our two-step blood processing allowed recruitment of the cell donors independently of the expansion cell protocol timing, facilitating donor, staff and facility needs. Moreover, the resulting VSTs could be also banked for further use, notably maintaining viability and antigen specificity after cryopreservation. During the first outbreak of an emergent virus, methods need to be developed to rapidly establish suitable therapies for patients with high risk of severe disease caused by the pathogen. The recent pandemic generated by severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2) has been a model to test current knowledge and methods to develop vaccines and treatments. In this study, we propose an alternative methodology to cryopreserve whole blood cells under good manufacturing practice conditions from well-characterized SARS-CoV-2 infected cell donors, to create a cryopreserved cell bank as starting material to develop advanced therapy medicinal products. We adapted a protocol to successfully thaw, activate, and expand virus-specific T cells to generate an off-the-shelf therapeutic option. Additionally, we studied how memory T cell phenotype, clonality based on T cell receptor, and antigen specificity could condition characteristics of final expanded T cell product.