Marital satisfaction does decline, on average, after children. These declines are smaller and briefer if you’re happier before children, and if the kids are planned. Unequal division of labor and less sex probably do play some role, although it is hard to get a sense of how important these are. There is some small-scale evidence suggesting marital counseling and “marriage checkup” programs can improve happiness.
