Can you provide some examples? Grainy sound is sometimes intentionally used for texture/character and sometimes can be mitigated with different equipment.
[Coming from a fan of noise pop/rock, to include Sonic Youth, The Jesus & Mary Chain, My Bloody Valentine, Sleigh Bells, etc.]