Hard to understand why it is getting worse without any updates or changes in configuration, without hardware degradation in the equation.
Is the crackling you describe evident only with certain applications? When crackling is evident, run pw-top and observe any changes in QUANT or errors being reported (associated with the audio playback).
Also, are you playing sound through speakers, a monitor, or wired/BT heaphones?