Is the cp of Sakura House fixed?

Not fixed.

Because of the fixed plot line, it is impossible to freely choose the character who wants to attack the strategy to form cp, which may lead to the decrease of plot appeal.

The background setting of Sakura House is that three men and three women live in the house, and then draw lots to randomly group cp every month, and change it once a month.