I tweaked a lot of (FDA and D-class) amplifiers, and any components swap (especially caps, even small value MLCC, or coils/beads) results in a noticable sound modification, even on the voltage support rails.
Sometimes very noticable : Just replace a FC with a Simic II or a FG, or then a KZ...
It takes me 10s to find the "warmer" in a blind test, with no fault.
( No need to answer me that i imagine the differences i hear...)
And: Just take a look at the creator of the hereunder thread... :
https://www.diyaudio.com/community/threads/best-electrolytic-capacitors.151392/