- Python services with matching implemented as SQL against Postgres
- Per-format Python parsers with a row-count and checksum assertion before load
- NUMERIC(19,4) in Postgres, Python decimal.Decimal, strings across the API boundary
- Python scripts chained by a run table recording stage status, with an explicit as-of date parameter
- Python generator producing GL, bank, POS and settlement files with configurable error injection