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← Back to All Platform Engineering & IDP Interview Questions Scenario 17 of 50 in Platform Engineering & IDP
Senior Platform Engineer Platform Engineering FinOps & Developer Work environments Environment FinOps
🎯 Target Role / Context: Senior Platform Engineer Interview · Platform FinOps & Operations

Q: Non-production EKS clusters cost $85,000/month because developers leave hundreds of test pods, load balancers, and PVCs running overnight and over weekends. How do you design automated environment sleep schedules and TTL enforcement without breaking active debugging?

Automating after-hours resource hibernation and aggressive garbage collection across non-production Kubernetes clusters.

#Platform Engineering #FinOps #Kubernetes #Kube-Downscaler #Cost Optimization #DevEx
🎙️ Candidate Opening & Architectural Context
"Over 65% of non-production cloud spend occurs outside working hours (nights and weekends) when compute sits completely idle. Platform teams implement automated downscaling controllers like `kube-downscaler` or custom controllers with developer opt-out annotations."
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⚡ Recommended Practice Lab

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🛠️ Production Runbook & Step-by-Step Resolution

1

Deploy Kube-Downscaler with Organizational Business Hours Schedule

Install `kube-downscaler` configured to scale Deployments, StatefulSets, and HorizontalPodAutoscalers to 0 replicas between 8:00 PM and 7:00 AM weekdays, and all weekend long.

# kube-downscaler Helm values
parameters:
  DEFAULT_UPTIME: 'Mon-Fri 08:00-20:00 Europe/London'
  EXCLUDE_NAMESPACES: 'kube-system,monitoring,argocd'
  DOWNSCALE_PERIOD: 'Mon-Fri 20:00-08:00,Sat-Sun 00:00-24:00'
2

Provide Developer Self-Service Override Annotations

Empower engineers conducting late-night deployments or overseas testing to temporarily pause hibernation using simple annotations or a Backstage button.

# Developer namespace annotation to pause downscaling for 24h
kubectl annotate namespace team-qa downscaler/exclude-until="2026-10-15T12:00:00Z" --overwrite
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3

Garbage Collect Orphaned Ephemeral PVCs and LoadBalancers

Run a daily Kubernetes CronJob that identifies namespaces labeled `environment=ephemeral` with no updated commits in 48 hours, automatically deleting the namespace to release attached EBS volumes and ALBs.

Pro Tip: FinOps Result: Sleeping non-production clusters for 12 hours on weeknights and 48 hours on weekends reduces compute bills by 55%, saving over $46,000 per month.
💡 The Senior SRE Gold Nugget (Key Architectural Takeaway)
"Automate non-production environment sleep schedules with kube-downscaler outside business hours while providing self-service exemption annotations."
⚡ 60-Second Elevator Pitch Talking Points
  • Enforce automated night and weekend downscaling across non-prod namespaces using kube-downscaler.
  • Provide developer self-service annotations to temporarily exempt namespaces under active testing.
  • Aggressively garbage-collect orphaned PVCs and Cloud Load Balancers from stale preview namespaces.
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