Patients undergoing HSCT or CAR-T therapy and CLL patients are heavily immunocompromised and highly vulnerable to severe COVID-19 infection. These patients can respond poorly to vaccination and have perturbed immunity. We evaluated a breadth of immune responses in HSCT, post-CAR-T and CLL patients across three doses of COVID-19 vaccination in comparison to healthy individuals. Presence of seropositive RBD-IgG antibodies were low after 1st dose of BNT162b2 (27%, +3wk) and ChAdOx1 (26%, +12wk) vaccine, which increased to 75% and 59% at 1 month after 2nd dose, respectively. Third mRNA dose increased antibody responses to 85%, demonstrating that a subset of patients still had no antibodies after 3 doses of COVID-19 vaccination. Conversely, complete 100% seropositivity was observed in healthy controls following 1st, 2nd and booster dose with either vaccine. Two doses induced prototypical antibody-secreting cells (ASCs) and T follicular helper (Tfh) type-1 responses in healthy participants, while haematology patients showed prolonged presence of ASCs and skewed Tfh2/17 responses. Induction of spike-specific memory B-cells correlated with RBD-IgG antibodies, particularly in patients with non-B-cell malignancies. Importantly, vaccine-induced expansions of spike-specific (AIMS/ICS) and peptide-HLA tetramer-specific CD4+/CD8+ T cell responses detected directly ex vivo and their TCR repertoires were robust across all patient disease groups, irrespective of B cell numbers, and comparable to healthy participants. RBD-IgG titres, but not tetramer+ T cell frequencies, positively correlated with B cell numbers. Vaccinated haematology patients with breakthrough infections had higher RBD-specific IgG antibody responses, while T cell responses were indistinguishable between infected and non-infected individuals in both patient and healthy groups. Overall, COVID-19 vaccination induces robust T-cell immunity in haematology patients of varying diseases and treatments, irrespective of their B-cell numbers and antibody response.