{
  "status": "Illustrative acceptance plan, not an executable test suite or observed production result",
  "topic": "LinkedIn blog distribution measurement",
  "date": "2026-11-04",
  "sourceArticle": "https://aptixlabs.com/insights/linkedin-b2b-blog-utm-tracking",
  "setup": [
    "Use synthetic accounts and records",
    "Record the environment and implementation version",
    "Agree the expected product contract before testing"
  ],
  "reviewSequence": [
    "Give each post a distinct useful takeaway",
    "Use a documented campaign-tag convention",
    "Review the full path from social attention to enquiry quality"
  ],
  "cases": [
    {
      "id": "1",
      "condition": "A post receives likes but no visits",
      "expectedBehavior": "Do not label it a lead-generation success",
      "observedBehavior": null,
      "status": "not_run"
    },
    {
      "id": "2",
      "condition": "Tags are inconsistent",
      "expectedBehavior": "Normalize reporting without rewriting history",
      "observedBehavior": null,
      "status": "not_run"
    },
    {
      "id": "3",
      "condition": "A visitor submits an enquiry",
      "expectedBehavior": "Review its relevance separately from the campaign click",
      "observedBehavior": null,
      "status": "not_run"
    }
  ],
  "tradeoff": "Very detailed campaign naming can become difficult to maintain. Use a small documented convention and avoid putting personal data or unstable message text into URL parameters."
}