According to an interesting book of a Russian paleontologist Kirill Eskov [1] there were a lot of "evolutionary tries" to create a multicellular life. And as soon as it became "profitable" the regular try conquered the world.

IIRC it was related to increased oxygen level.

[1] "История Земли и жизни на ней" ("History of the Earth and its lifeforms")