In 2021 it was announced that she had restarted training, and on 11 April she regained the European Coxless Pair title in Varese with Polly Swann. She and Swann finished fourth in the Summer Olympics in Tokyo, the first mother to row for Britain. Glover said "Everyone will remember the year of the pandemic for their own reasons, but for me I'm going to think 'that was the year that took me to another Olympics' And that's bonkers."