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.

WaffleFries

Model it as a small state machine with a client-generated operation id, then apply the optimistic change only if you can replay or discard that exact op when the server reply comes back.

type Op = { id: string; apply(): void; rollback(): void }
const pending = new Map<string, Op>()

function commit(op: Op) {
  pending.set(op.id, op)
  op.apply()
}

The caveat is avoiding index-based list edits since reordering makes rollbacks lie, so patch by stable ids.

BayMax