Why RAM was the most important component in 1990s portable CD players

I still clearly remember the first portable CD player my parents bought me in the early 2000s. I’d always wanted one, but I had to make do with a cheap Walkman clone instead, dubbing CDs to tape using our home Hi-Fi.