SoCs have less distance between each of the components, as they’re all integrated on the same silicon wafer. It makes an immediate difference when seeing how a system accesses memory or storage.
With a system like the M1, launching an application can feel nearly instantaneous. This comes from having a clever implementation of solid-state storage and memory, coupled with a multi-core CPU which is wasting zero time communicating its instructions to those components.