Splitting helps most when the two incomes are very different. If both earn similar amounts, the advantage is small.
Couples can choose separate assessment instead. With international couples, joint assessment can be possible even if one partner lives abroad, under certain conditions.
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General information on German tax law, not advice on your individual case.