Before revision:  Since privacy protection mechanisms are inherently finite-sample procedures, we define the notion of identifiability of the parameter of interest  as a property of the limit of experiments.
After revision:  Since privacy protection mechanisms are inherently finite-sample procedures, we define the notion of identifiability of the parameter of interest under differential privacy as a property of the limit of experiments.