There is something called the Cat Gap, a 7 million-year period from 18.5 million to 25 million years ago when cats became rare or nonexistent in the fossil record in North America.
Cat gap

There is something called the Cat Gap, a 7 million-year period from 18.5 million to 25 million years ago when cats became rare or nonexistent in the fossil record in North America.