Find past batches: click Batch History at the bottom of the Fulfill screen.
When batches archive: the Archive time in Fulfill setting (Settings → Account) sets the number of days before batches move from the active screen into history.
If a batch "disappeared" from Fulfil, it's most likely archived - check Batch History, or use Deliver → Search Orders to jump to any order.