Glass substrates having transverse capacitors for use with semiconductor packages and related methods are disclosed. An example semiconductor package includes a glass substrate having a through glass via between a first surface and a second surface opposite the first surface. A transverse capacitor is located in the through glass via. The transverse capacitor includes a dielectric material positioned in a first portion of the through glass via, a first barrier/seed layer positioned in a second portion of the through glass via, and a first conductive material positioned in a third portion of the through glass via.