Parity errors occur when memory parity checking detects corrupted data. Parity bits are used in RAM modules for error detection, and when the parity check fails, it indicates a memory problem. Hard drives use different error checking (CRC/ECC), I/O controllers have their own diagnostics, and power supplies don't generate parity errors.