Managing cloud infrastructure is no easy task, especially when it comes to handling incidents at scale. When services misbehave, downtime can hurt revenue, SLA commitments, and customer trust. Enter auto-remediation workflows—a modern approach to detect, diagnose, and remediate issues instantly. For organizations dealing with ramp contracts, where resource scaling