Configure auto-scaling rules

Configure auto-scaling for [Service] on [Platform, e.g. AWS ASG, GCP MIG, or Kubernetes HPA]. Define scale-out triggers for CPU utilization exceeding 70% and request queue depth exceeding 100. Set appropriate scale-in cooldown periods to prevent thrashing. Define minimum and maximum instance counts. Describe a realistic load test scenario that can be run to validate that scaling triggers fire correctly and that the service maintains its SLA under the expected peak load.