What is covariate shift?

In machine learning, what does covariate shift mean?

The number of classes increases after deployment

The conditional label distribution P(y|x) changes, but P(x) remains fixed

The input feature distribution P(x) changes between training and testing, while P(y|x) is assumed stable

The model loss function changes during inference