Does RAM Speed Matter For Gaming On AMD Ryzen?

As always, it depends on what you are doing.

4000MHz or higher RAM only really makes sense for high-end systems, like a Ryzen 9 3950X or Core i9 10900K with an RTX 2080 Ti, where you're already essentially at the limits of consumer PC gaming.