In this brief correspondence, we evaluate the potential impact of pivoting from face-to-face supervised to unsupervised home-based exercise programmes to contextualise the coronavirus disease 2019 (COVID-19) pandemic in prostate cancer patients. A meta-analysis was undertaken in fatigue, quality of life, and lean and fat mass outcomes in the four studies included. Our analysis indicates that unsupervised home-based exercise maintains patient-reported outcomes, except for fat mass. In summary, changing to unsupervised exercise is unlikely to provide further benefits on patient-reported and body composition outcomes, but may help maintain initial gains during physical distancing restrictions. Patient summary: We discuss the potential impacts of transitioning from face-to-face supervised to unsupervised home-based exercise programmes in prostate cancer patients during the coronavirus disease 2019 (COVID-19) pandemic. Our analysis suggests that patients are likely to maintain patient-reported and body composition benefits from current nonsupervised programmes; however, evolution of exercise delivery to prostate cancer patients is required to continue health and fitness improvement in this group.