Moisture
A damaged or worn speaker
The speaker being driven too hard at high volume
Less commonly, an audio-processing/software problem
I’d avoid repeatedly blasting it at full volume, since that can make an already damaged speaker sound worse. If you tell me your phone model and when the crackling started, I can help narrow down what’s likely wrong.