Observability & Orchestration

Management Solutions

Consolidating Hardware Telemetry and Job Metrics into a Unified Command Plane.

The Nerve Center of the High-Performance Cluster

We build management layers that transcend standard SNMP-based monitoring. By integrating the Redfish API and specialized In-Band Agents, we capture high-fidelity telemetry such as DRAM ECC errors, PDU power-draw, and InfiniBand port counters in a centralized InfluxDB/Prometheus stack. Our custom Dashboards correlate Job-IDs from Slurm with real-time thermal load profiles, enabling the proactive prevention of thermal throttling.

Command & Control Features:

  • Out-of-Band Management: Native integration with IPMI and Redfish for bare-metal control and remote diagnostics.
  • Resource Visibility: Per-core and per-GPU granular monitoring for precise multi-tenant billing and allocation.
  • Predictive Health: Machine Learning models that detect hardware degradation patterns before critical failure occurs.
Observability Metrics:

We translate raw sensor data into actionable business intelligence for cluster administrators.


Monitoring Stack Prometheus / Grafana
API Integration Redfish / IPMI / SNMP
Alerting Latency Sub-Second

Operational Logic: Telemetry -> Stability

Phase Action Administrative Outcome
1. Ingestion Aggregating metrics via Redfish, Telegraf, and Scheduler-Logs. High-resolution Data Lake of cluster health.
2. Visualization Building custom Grafana dashboards tailored to specific research or industrial KPIs. Real-time situational awareness for C-Level and Tech-Ops.
3. Automation Scripting Web-Interfaces for simplified Slurm job submission and resource reservation. Democratization of HPC access for non-technical users.
4. Alerting Implementing multi-channel notification logic (Slack, Jira, PagerDuty) based on threshold-crossing. Minimized MTTR (Mean Time To Repair) and maximized uptime.