The Social Democratic Party of Germany ( SPD ) and the Communist Party of Germany were merged into the Socialist Unity Party of Germany ( which became the governing party of East Germany ) . In April 1946 , the Social Democratic Party of Germany ( SPD ) and the Communist Party of Germany ( KPD ) merged to form the Socialist Unity Party ( which later became the governing party of East Germany ) .