Cassette tapes were more practical for portable devices. The last high-end Walkmans were beautifully crafted and barely bigger than the cassette inside whereas portable CD player were always bulkier if only because of the size of CDs themselves.

Minidisc tried to play in that space since minidisc players are very small.