KPI99
Performance. Scale. Reliability—Engineered.
Infrastructure Cost & Efficiency Report
Example of what your Tier 1 report includes.
Executive Summary
This report analyzes your Spark cluster configuration: 10 node(s), 4 cores and 16 GB memory per executor, with an average of 30.0 minutes runtime and 100 jobs per day. The current configuration packs 4 executor(s) per node (total 40 executors). The packing efficiency score is 100/100: higher means less idle CPU and memory. Estimated monthly cost from this workload is approximately $12,750.00; of that, about $0.00/month is attributed to resource waste (unused capacity).
Efficiency score: 100/100. Estimated monthly waste: $0.00.
Current vs Recommended Configuration
| Current | Recommended | |
|---|---|---|
| Executor cores | 4 | 2 |
| Executor memory (GB) | 16.0 | 8.0 |
| Executors per node | 4 | 8 |
| Efficiency score | 100 | 100 |
Resource Utilization
Cost Breakdown (Monthly)
Monthly cost is approximately $12,750.00 from node price × usage; $0.00 of that is estimated waste.
The full Tier 1 report also includes:
- Cost model assumptions & savings projection
- Engineering notes & next steps
- Risks & mitigations
- Methodology, sensitivity (what-if), data quality
- Definitions & understanding sections