False positives versus late alerts

The hard part of a restock alert is not the scrape, it is the decision to interrupt

A writeup from the team behind Pokemon restock app Restockd puts the engineering in the notify decision: an alert lifecycle of its own, two failure modes counted apart, and a timestamp on every claim.