{
  "status": "Illustrative acceptance plan, not an executable test suite or observed production result",
  "topic": "Startup credits expiration budget",
  "date": "2026-11-04",
  "sourceArticle": "https://aptixlabs.com/insights/startup-cloud-credits-expiring",
  "setup": [
    "Use synthetic accounts and records",
    "Record the environment and implementation version",
    "Agree the expected product contract before testing"
  ],
  "reviewSequence": [
    "Forecast usage independently of credit coverage",
    "Place expiry dates and uncovered expenses on the same timeline",
    "Assign owners to post-credit cost decisions"
  ],
  "cases": [
    {
      "id": "1",
      "condition": "Usage stays flat when credits expire",
      "expectedBehavior": "Cash expense still reflects the lost coverage",
      "observedBehavior": null,
      "status": "not_run"
    },
    {
      "id": "2",
      "condition": "A service is excluded",
      "expectedBehavior": "Its cost is included throughout",
      "observedBehavior": null,
      "status": "not_run"
    },
    {
      "id": "3",
      "condition": "A proposed optimization changes reliability",
      "expectedBehavior": "The service tradeoff is reviewed before adoption",
      "observedBehavior": null,
      "status": "not_run"
    }
  ],
  "tradeoff": "Aggressive optimization before a workload is understood can consume scarce engineering time. Prioritize large verified costs and decisions with long lead times, such as provider migration or storage retention changes."
}