To take sides / To take a stand
Means choosing a side in a dispute or debate. Tomar partido por alguien = to take sides with someone. Distinct from tomar partido en política (taking a political position).
I don't want to take sides in this argument.
There came a point when she had to take a stand.
—Whose side are you on? —I'm not going to take sides.