From doing historical data restorations (pre-json), using documented industry/standard structures & protocols, normalized data formats/layouts helps out quite a bit.

Note: awk/shell scripts, ~80's because relatively portable across platforms (mac,pc,dec,ibm (ignoring ebcdic), etc.)