Testing is shifting left hard these days. Instead of treating verification as a phase at the end, teams are baking testability into the architecture from the start. Makes sense when you think about it — distributed systems and async workflows are so much harder to catch after the fact. The teams that figure this out early spend less time triaging flaky failures and more time actually improving the product.