My startup integrates with numerous third-party data sources, and they'll send quotes in all shapes and colors, usually providing both a total and a complicated

My startup integrates with numerous third-party data sources, and they'll send quotes in all shapes and colors, usually providing both a total and a complicated breakdown which we need to parse and reshape/classify into line items in our system. And since it's very easy to introduce a bug that skips over a fee accidentally, part of our code review checklist is to ensure that we always explicitly check that our code summing over our final line items sums to the actual ground-truth total; we have a runtime assertion that logs an error to Sentry and, depending on business requirements, shows a (friendly) error rather than incorrect pricing. It's saved us many a time from silly bugs where we're non-exhaustively handling parts of the breakdown data structure. To generalize, it's vital to have something like Sentry from day one - a low-cost abstraction that lets you monitor broken assumptions asynchronously. Though of course, these kinds of tools didn't exist in 2002!