How do you model optimistic UI updates without data corruption?

Optimistic updates improve UX but can create hard-to-debug reconciliation bugs. What patterns keep rollback and consistency manageable.

Arthur

Model intent separately from server truth and make every optimistic change idempotent with a client mutation ID, then reconcile by ack or by refetch on conflict instead of trying to hand-merge every edge case.

const id = crypto.randomUUID()
applyOptimistic({ id, patch })
api.mutate({ id, patch })
  .then(serverState => commitAck(id, serverState))
  .catch(() => rollback(id))

Sarah