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During access certification surges, HPA will scale IIQ pods based on CPU utilization (>70%) or task queue depth (>200 pending for 5 min), while Cluster Autoscaler will add worker nodes when needed. Scheduled scaling will leverage predictive analytics to ramp up resources before scheduled certification cycles, preventing delays.
To ensure high availability, deployments will span multiple availability zones, with caching and database indexing improving performance. Real-time monitoring and observability tools will proactively detect workload spikes.
Cost Considerations
Upfront Setup: OpenShift provisioning, IIQ containerization, autoscaling configuration.
Ongoing Maintenance: Compute, OpenShift licensing, monitoring/logging.
Optimization: Proactive scaling will be implemented to efficiently manage resources and prevent unnecessary costs.
This adaptive and cost-efficient architecture will ensure seamless performance even during large-scale access certifications and workforce expansions. ...
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