Modern software systems run on data. In industries like financial services, fintech, healthcare, and insurance, production systems ingest, transform, and store enormous volumes of information—often hundreds of billions of rows per day. When something goes wrong, the impact is immediate: incorrect balances, missing records, delayed reports, broken downstream workflows,