Most Kubernetes clusters are severely underutilized and over-provisioned, wasting millions in cloud spend.
As per CNCF survey 2023, average cluster utilization sits at just 13–25% CPU and 18–35% Memory — leaving the majority of paid resources idle.
Teams over-provision 2x to 5x actual workload needs. Annual waste per cluster ranges from $50K to $500K+ depending on cluster size.
Manual optimization takes 30 to 90 days to show payback. By the time adjustments are made, workload patterns have already shifted.
CPU throttling, OOM kills, container restarts, and node pressure evictions plague under-tuned clusters — putting SLOs and reliability at risk.
EcoScale is an AI-powered Kubernetes optimization platform that automatically right-sizes containers, binpacks nodes, and tracks costs across your clusters — reducing cloud infrastructure spend by 20% to 60% without compromising performance.
AI continuously analyzes historical and real-time usage to set optimal CPU and memory requests, eliminating over-provisioning and throttling.
Intelligent pod placement consolidates workloads onto fewer nodes, maximizing utilization and reducing your overall infrastructure footprint.
Granular visibility into Kubernetes spend by workload, namespace, and node pool with real-time monitoring and budget alerts.
Deploy once in minutes. EcoScale autonomously optimizes your clusters 24/7 — from single-node setups to multi-cluster enterprise fleets.
From single-line installation to fully optimized autonomous cluster scaling.
Schedule a meeting. This allows us to understand your pains so we can position ourselves to best address them. If possible, it is best to have a manager/lead doing this.
1-ON-1 CAPACITY AUDIT ALIGNMENT
Connect with our platform team. It is recommended to have a manager or lead present to align on operational goals.
Meet with an EcoScale platform engineer to discuss your cluster setup and analyze where idle capacity is leaking budget.
✔ Live waste detection checklist guidance
✔ Guidance on Prometheus telemetry ingestion boundaries
✔ Custom estimation based on your workload types
Pick a time that works for you. Our team will walk through your setup and identify cost-saving opportunities.