Yeah, I agree with this here. I think it's totally reasonable that something as specific as multiple Stripe subscriptions wouldn't be exercised by normal unit t

Yeah, I agree with this here. I think it's totally reasonable that something as specific as multiple Stripe subscriptions wouldn't be exercised by normal unit testing; as mentioned in the post, this wouldn't have been an easy error to reproduce via an acceptance test; and I think the focus on ChatGPT is overblown (by both the OP and everyone else) and mistakenly passing a String instead of a Callable to a function that accepts either happens all the time. My gut instinct is that not using an ORM would have prevented this particular issue, but that may just be my bias against ORMs speaking; one could easily imagine a similar bug occurring in a non-database context. My real conclusion is that all the folks crowing that they would have definitely caught this bug are either much better engineers than I am, or (more likely) are just a bit deluded about their own abilities. I am also very confused about the apparent lack of logging or recourse to logging. It's been a while, but if I recall correctly ECS should automatically propagate the resulting Duplicate Key exceptions which were presumably occurring to CloudWatch without a bunch of additional configuration - was that not happening? If it was happening, did no one think to go check what types of Exceptions were happening overnight?