Two quick thoughts: Some data is inherently non-anonymous, like face images. Data that is now anonymous may be de-anonymized in the future.
The only respectful mechanical way to use it is through information-theoretic guarantees, e.g. using it for zero-knowledge proofs and then burning the data.