Most teams reach for eventual consistency without fully understanding the tradeoffs. The gap between theory and production is where systems fail.

The core problem: clock skew compounds across nodes in ways unit tests never surface. By the time you see it, you're debugging a race condition at 2am.

Related: Vector clocks, CRDTs, and when to use each →