{
  "id": 1286294,
  "title": "I thought I had 1,087 visitors and 26 leads. 41% were bots and 23 leads were one bot.",
  "url": "https://urgent.news/2026/08/16/i-thought-i-had-1-087-visitors-and-26-leads-41-were-bots-and-23-leads-1286294",
  "topic": "tech",
  "section": "Tech",
  "published": "2026-08-16T14:05:54.000Z",
  "source": {
    "name": "Dev.to",
    "slug": "dev-to",
    "url": "https://dev.to/vrumvrum/i-thought-i-had-1087-visitors-and-26-leads-41-were-bots-and-23-leads-were-one-bot-1c43"
  },
  "original_language": "en",
  "account": "Projectcostestimator.com owner discovered a significant discrepancy in their website analytics, with 41% of all Google Analytics 4 (GA4) sessions appearing to be generated by a single bot. The bot used a residential IP pool, visiting the site via a hero form and an API-key endpoint, exhausting the 26 leads that had been captured. The investigation revealed that 23 of these leads shared the same user-agent across 45 distinct IP addresses. After excluding this bot traffic, the actual number of genuine leads dropped to zero. The author implemented a strict lead counter, user-agent checks, and a daily reconciliation guard. They also blocked the API-key endpoint to prevent misuse. The author stresses the importance of validating identity, not just movement, when assessing website traffic.",
  "summary": "I run projectcostestimator.com , a free website-cost calculator with a 9-engine pricing model and an open CC BY 4.0 dataset. This week I sat down to figure out why a site with \"decent\" traffic was making $0 — and found out most of my dashboard was fiction. Here's exactly how, with the queries, because you probably have the same problem and don't know it. The numbers I believed GA4 said 1,087…",
  "key_points": [],
  "editors_take": null,
  "illustration": null,
  "coverage": {
    "outlets": 2,
    "also_reported_by": [
      {
        "outlet": "Dev.to",
        "title": "I thought I had 1,087 visitors and 26 leads. 41% were bots and 23 leads were one bot.",
        "url": "https://urgent.news/2026/08/16/i-thought-i-had-1-087-visitors-and-26-leads-41-were-bots-and-23-leads",
        "published": "2026-08-16T14:14:09.000Z"
      }
    ]
  },
  "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."
}