Anecdata: a coworker found a single bit flip corruption in a file he wrote in his computer. He ran memtest86 on his memory, and which found one of the two sticks was defective. The computer otherwise ran perfectly fine for years; and we would have never noticed if the file format didn't have built-in checksums.