 Klæstrup was a member of the Young Conservatives (Konservativ Ungdom, or KU) until 2015.During her time in that party, she was local association president in Lolland-Falster KU from 2012–2014.She ran for the Conservative People's Party in the Danish local elections in 2013 for the council in Guldborgsund Municipality.