Why can't hash be reversed?

Could you please elaborate on why it's not possible to reverse a hash? I understand that hashing algorithms are designed to create a unique digital fingerprint of data, but why is it fundamentally impossible to reconstruct the original data from this fingerprint? Is it due to the complexity of the algorithm or some inherent property of hashing itself? I'm particularly interested in the mathematical and technical reasons behind this limitation.