What's noise and what's signal in a data point depends on how the target variable is defined

For example, purchase related columns in a row, like quantity, revenue, purchase tenure of a customer etc are expected to carry signal related to customer lifetime value, but if we’re modeling for something else, like predicting which shop the customer will visit next, those purchase columns could turn out to be mostly noise.