{
  "id": 4286151,
  "title": "Why a ticket-availability monitor is a state machine, not a scraper",
  "url": "https://urgent.news/2026/08/29/why-a-ticket-availability-monitor-is-a-state-machine-not-a-scraper",
  "topic": "tech",
  "section": "Tech",
  "published": "2026-08-29T21:16:14.000Z",
  "source": {
    "name": "Dev.to",
    "slug": "dev-to",
    "url": "https://dev.to/flurin_laim_2f8fe184bcbd1/why-a-ticket-availability-monitor-is-a-state-machine-not-a-scraper-95o"
  },
  "original_language": "en",
  "account": null,
  "summary": "The article discusses the importance of treating ticket availability monitoring as a state machine rather than a simple scraper. The author, MachuPing's creator, explains that this approach helps avoid false alerts and ensures accurate tracking of ticket availability. Three key rules are outlined: unknown status should not be considered unavailable, the user's specific constraints must be matched, and alerts should be triggered only on confirmed transitions, not snapshots. The author provides a template for representing an availability observation and emphasizes the benefits of this approach for monitoring various types of limited resources, not just tickets.",
  "key_points": [],
  "editors_take": null,
  "illustration": null,
  "coverage": {
    "outlets": 1,
    "also_reported_by": []
  },
  "ai_generated": true,
  "disclaimer": "Summaries, key points and the editor’s take are written by software from other outlets’ reporting and may contain errors — always check the linked original."
}