Sometimes data on disk and in memory are randomly corrupted. For a pretty amazing example, check out "bitsquatting"[1]--it's like domain name squatting, but instead of typos, you squat on domains that would bit looked up in the case of random bit flips. These can occur due e.g. to cosmic rays. On-disk, HDDs and SSDs can produce the wrong data. It's uncommon to see actual invalid data rather than have an IO fail on ECC, but it certainly can happen (e.g. due to firmware bugs).

[1]: https://en.wikipedia.org/wiki/Bitsquatting